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All rights reserved. SPDX-License-Identifier: ISC ---------------------------------------------------------------------------*) (* Types *) type behavior = [ `Isolated | `Removed | `Merged_with_previous | `Merged_with_next | `Contiguous ] type prepend_scheme = [ `First | `Never | `Always ] type t = | Byte_level of { add_prefix_space : bool; use_regex : bool; trim_offsets : bool; } | Bert | Whitespace | Whitespace_split | Punctuation of { behavior : behavior } | Split of { pattern : string; behavior : behavior; invert : bool } | Char_delimiter of char | Digits of { individual : bool } | Metaspace of { replacement : char; prepend_scheme : prepend_scheme; split : bool; } | Sequence of t list | Fixed_length of { length : int } | Unicode_scripts (* Errors *) let strf = Printf.sprintf let err_unknown_behavior s = strf "unknown punctuation behavior '%s'" s let err_unknown_scheme s = strf "unknown prepend_scheme '%s'" s let err_unsupported_type s = strf "unsupported pre-tokenizer type '%s'" s let err_expected_char name = strf "expected single character for '%s'" name let err_missing_type = "missing 'type' field" let err_expected_object = "expected JSON object" let err_missing_behavior = "missing 'behavior' field" let err_split_missing = "requires 'pattern' and 'behavior'" let err_char_delim_missing = "requires 'delimiter'" let err_metaspace_missing = "requires 'replacement' and 'prepend_scheme'" let err_sequence_missing = "requires 'pretokenizers' list" let err_fixed_length = "requires positive length" (* Character classification *) (* ASCII property table: packed flags for O(1) classification. bit 0: whitespace, bit 1: alphabetic, bit 2: numeric, bit 3: punctuation *) let ascii_props = let t = Array.make 128 0 in for i = 9 to 13 do t.(i) <- t.(i) lor 1 done; t.(32) <- t.(32) lor 1; for i = 65 to 90 do t.(i) <- t.(i) lor 2 done; for i = 97 to 122 do t.(i) <- t.(i) lor 2 done; for i = 48 to 57 do t.(i) <- t.(i) lor 4 done; List.iter (fun i -> t.(i) <- t.(i) lor 8) [ 33; 34; 35; 37; 38; 39; 40; 41; 42; 44; 45; 46; 47; 58; 59; 63; 64; 91; 92; 93; 95; 123; 125; ]; t let[@inline] is_whitespace code = if code < 128 then Array.unsafe_get ascii_props code land 1 <> 0 else Uucp.White.is_white_space (Uchar.of_int code) let[@inline] is_alphabetic code = if code < 128 then Array.unsafe_get ascii_props code land 2 <> 0 else Uucp.Alpha.is_alphabetic (Uchar.of_int code) let[@inline] is_numeric code = if code < 128 then Array.unsafe_get ascii_props code land 4 <> 0 else match Uucp.Gc.general_category (Uchar.of_int code) with | `Nd | `Nl | `No -> true | _ -> false let[@inline] is_punctuation code = if code < 128 then Array.unsafe_get ascii_props code land 8 <> 0 else match Uucp.Gc.general_category (Uchar.of_int code) with | `Pc | `Pd | `Pe | `Pf | `Pi | `Po | `Ps -> true | _ -> false (* Returns (codepoint lsl 3) lor byte_length — zero allocation. *) let[@inline] utf8_next s i = let c = Char.code (String.unsafe_get s i) in if c < 0x80 then (c lsl 3) lor 1 else if c < 0xE0 then (((c land 0x1F) lsl 6) lor (Char.code (String.unsafe_get s (i + 1)) land 0x3F)) lsl 3 lor 2 else if c < 0xF0 then (((c land 0x0F) lsl 12) lor ((Char.code (String.unsafe_get s (i + 1)) land 0x3F) lsl 6) lor (Char.code (String.unsafe_get s (i + 2)) land 0x3F)) lsl 3 lor 3 else (((c land 0x07) lsl 18) lor ((Char.code (String.unsafe_get s (i + 1)) land 0x3F) lsl 12) lor ((Char.code (String.unsafe_get s (i + 2)) land 0x3F) lsl 6) lor (Char.code (String.unsafe_get s (i + 3)) land 0x3F)) lsl 3 lor 4 (* Pre-computed byte ↔ unicode mappings for byte-level encode/decode *) let byte_to_unicode, unicode_to_byte = let is_direct = Array.make 256 false in for i = 33 to 126 do is_direct.(i) <- true done; for i = 161 to 172 do is_direct.(i) <- true done; for i = 174 to 255 do is_direct.(i) <- true done; let byte_to_unicode = Array.make 256 0 in let next_code = ref 0 in let max_code = ref 0 in for b = 0 to 255 do let code = if is_direct.(b) then b else let code = 256 + !next_code in incr next_code; code in byte_to_unicode.(b) <- code; if code > !max_code then max_code := code done; let unicode_to_byte = Array.make (!max_code + 1) (-1) in for b = 0 to 255 do let code = byte_to_unicode.(b) in if code < Array.length unicode_to_byte then unicode_to_byte.(code) <- b done; (byte_to_unicode, unicode_to_byte) let byte_level_encode text = let len = String.length text in (* Worst case: every byte remaps to a 2-byte UTF-8 sequence *) let result = Bytes.create (len * 2) in let j = ref 0 in for i = 0 to len - 1 do let u = Array.unsafe_get byte_to_unicode (Char.code (String.unsafe_get text i)) in if u < 128 then begin Bytes.unsafe_set result !j (Char.unsafe_chr u); incr j end else begin Bytes.unsafe_set result !j (Char.unsafe_chr (0xC0 lor (u lsr 6))); Bytes.unsafe_set result (!j + 1) (Char.unsafe_chr (0x80 lor (u land 0x3F))); j := !j + 2 end done; Bytes.sub_string result 0 !j let byte_level_encode_range text ~start ~len = let result = Bytes.create (len * 2) in let j = ref 0 in for i = start to start + len - 1 do let u = Array.unsafe_get byte_to_unicode (Char.code (String.unsafe_get text i)) in if u < 128 then begin Bytes.unsafe_set result !j (Char.unsafe_chr u); incr j end else begin Bytes.unsafe_set result !j (Char.unsafe_chr (0xC0 lor (u lsr 6))); Bytes.unsafe_set result (!j + 1) (Char.unsafe_chr (0x80 lor (u land 0x3F))); j := !j + 2 end done; Bytes.sub_string result 0 !j let byte_level_decode text = let len = String.length text in let result = Buffer.create len in let i = ref 0 in while !i < len do let b0 = Char.code (String.unsafe_get text !i) in if b0 < 128 then begin (* ASCII: direct lookup, no utf8_next needed *) let byte = Array.unsafe_get unicode_to_byte b0 in Buffer.add_char result (if byte >= 0 then Char.chr byte else Char.unsafe_chr b0); incr i end else begin let p = utf8_next text !i in let code = p lsr 3 and clen = p land 7 in let byte = if code < Array.length unicode_to_byte then unicode_to_byte.(code) else -1 in if byte >= 0 then Buffer.add_char result (Char.chr byte) else for j = !i to !i + clen - 1 do Buffer.add_char result (String.unsafe_get text j) done; i := !i + clen end done; Buffer.contents result let[@inline] is_other code = (not (is_whitespace code)) && (not (is_alphabetic code)) && not (is_numeric code) let split_gpt2_pattern text = let len = String.length text in if len = 0 then [] else let spans = ref [] in let pos = ref 0 in (* Try: optional leading space + run of chars matching a class. [ascii_mask]: bitmask into ascii_props for the ASCII fast path. [invert]: when true, match chars where (props land mask) = 0. [classify]: predicate for non-ASCII codepoints (slow path only). *) let try_space_run ~ascii_mask ~invert ~classify () = let start = !pos in let b0 = Char.code (String.unsafe_get text !pos) in let has_space = if b0 < 128 then Array.unsafe_get ascii_props b0 land 1 <> 0 else is_whitespace b0 in let run_start = if has_space then start + 1 else start in if run_start < len then let b = Char.code (String.unsafe_get text run_start) in let ok, clen = if b < 128 then let v = Array.unsafe_get ascii_props b land ascii_mask in ((if invert then v = 0 else v <> 0), 1) else let p = utf8_next text run_start in let code = p lsr 3 and cl = p land 7 in (classify code, cl) in if ok then ( let j = ref (run_start + clen) in let continue = ref true in while !j < len && !continue do let b = Char.code (String.unsafe_get text !j) in if b < 128 then let v = Array.unsafe_get ascii_props b land ascii_mask in if if invert then v = 0 else v <> 0 then j := !j + 1 else continue := false else let p = utf8_next text !j in if classify (p lsr 3) then j := !j + (p land 7) else continue := false done; spans := (start, !j - start) :: !spans; pos := !j; true) else false else false in let[@inline] next_is_alnum next_pos = if next_pos >= len then false else let nb = Char.code (String.unsafe_get text next_pos) in if nb < 128 then Array.unsafe_get ascii_props nb land 6 <> 0 else let nc = utf8_next text next_pos lsr 3 in is_alphabetic nc || is_numeric nc in let rec loop () = if !pos >= len then () else begin (* 1. Contractions: 's 't 'm 'd 're 've 'll *) let matched_contraction = text.[!pos] = '\'' && let remaining = len - !pos in remaining >= 2 && let c1 = String.unsafe_get text (!pos + 1) in if c1 = 's' || c1 = 't' || c1 = 'm' || c1 = 'd' then ( spans := (!pos, 2) :: !spans; pos := !pos + 2; true) else remaining >= 3 && let c2 = String.unsafe_get text (!pos + 2) in if (c1 = 'r' && c2 = 'e') || (c1 = 'v' && c2 = 'e') || (c1 = 'l' && c2 = 'l') then ( spans := (!pos, 3) :: !spans; pos := !pos + 3; true) else false in if matched_contraction then () else if try_space_run ~ascii_mask:2 ~invert:false ~classify:is_alphabetic () then () else if try_space_run ~ascii_mask:4 ~invert:false ~classify:is_numeric () then () else if try_space_run ~ascii_mask:7 ~invert:true ~classify:is_other () then () (* 5 & 6. Whitespace run *) else begin let b0 = Char.code (String.unsafe_get text !pos) in let is_ws, clen = if b0 < 128 then (Array.unsafe_get ascii_props b0 land 1 <> 0, 1) else let p = utf8_next text !pos in let code = p lsr 3 and cl = p land 7 in (is_whitespace code, cl) in if is_ws then begin let j = ref (!pos + clen) in let continue = ref true in while !j < len && !continue do let b = Char.code (String.unsafe_get text !j) in if b < 128 then if Array.unsafe_get ascii_props b land 1 <> 0 then if next_is_alnum (!j + 1) && b = 0x20 then continue := false else j := !j + 1 else continue := false else let p = utf8_next text !j in let code = p lsr 3 and cl = p land 7 in if is_whitespace code then if next_is_alnum (!j + cl) && code = 0x20 then continue := false else j := !j + cl else continue := false done; spans := (!pos, !j - !pos) :: !spans; pos := !j end else begin (* Fallback: single character *) spans := (!pos, clen) :: !spans; pos := !pos + clen end end; loop () end in loop (); List.rev !spans (* Pre-tokenize implementations *) let pre_tokenize_whitespace_split text = let pieces = ref [] in let start = ref (-1) in let i = ref 0 in let len = String.length text in let flush () = if !start >= 0 then begin pieces := (String.sub text !start (!i - !start), (!start, !i)) :: !pieces; start := -1 end in while !i < len do let b = Char.code (String.unsafe_get text !i) in if b < 128 then if Array.unsafe_get ascii_props b land 1 <> 0 then ( flush (); i := !i + 1) else ( if !start < 0 then start := !i; i := !i + 1) else let p = utf8_next text !i in let code = p lsr 3 and l = p land 7 in if is_whitespace code then ( flush (); i := !i + l) else ( if !start < 0 then start := !i; i := !i + l) done; flush (); List.rev !pieces let pre_tokenize_whitespace text = let pieces = ref [] in let start = ref (-1) in let i = ref 0 in let len = String.length text in let in_word = ref false in let in_punct = ref false in let flush () = if !start >= 0 then begin pieces := (String.sub text !start (!i - !start), (!start, !i)) :: !pieces; start := -1 end in while !i < len do let b = Char.code (String.unsafe_get text !i) in if b < 128 then let p = Array.unsafe_get ascii_props b in if p land 6 <> 0 || b = 95 then ( if !in_punct then flush (); if !start < 0 then start := !i; in_word := true; in_punct := false; i := !i + 1) else if p land 1 <> 0 then ( flush (); in_word := false; in_punct := false; i := !i + 1) else ( if !in_word then flush (); if !start < 0 then start := !i; in_word := false; in_punct := true; i := !i + 1) else let p = utf8_next text !i in let code = p lsr 3 and l = p land 7 in if is_alphabetic code || is_numeric code then ( if !in_punct then flush (); if !start < 0 then start := !i; in_word := true; in_punct := false; i := !i + l) else if is_whitespace code then ( flush (); in_word := false; in_punct := false; i := !i + l) else ( if !in_word then flush (); if !start < 0 then start := !i; in_word := false; in_punct := true; i := !i + l) done; flush (); List.rev !pieces let pre_tokenize_byte_level ~add_prefix_space ~use_regex ~trim_offsets:_ text = let orig_len = String.length text in let text, prefix_added = if add_prefix_space && orig_len > 0 && not (is_whitespace (Char.code text.[0])) then (" " ^ text, true) else (text, false) in if use_regex then let spans = split_gpt2_pattern text in List.map (fun (start, plen) -> let o_start = if prefix_added then if start = 0 then 0 else start - 1 else start in let o_end = min orig_len (if prefix_added then start + plen - 1 else start + plen) in (byte_level_encode_range text ~start ~len:plen, (max 0 o_start, o_end))) spans else [ (byte_level_encode text, (0, orig_len)) ] let pre_tokenize_bert text = let pieces = ref [] in let start = ref (-1) in let i = ref 0 in let len = String.length text in let flush () = if !start >= 0 then begin pieces := (String.sub text !start (!i - !start), (!start, !i)) :: !pieces; start := -1 end in while !i < len do let b = Char.code (String.unsafe_get text !i) in if b < 128 then let p = Array.unsafe_get ascii_props b in if p land 1 <> 0 then ( flush (); i := !i + 1) else if p land 8 <> 0 then ( flush (); pieces := (String.sub text !i 1, (!i, !i + 1)) :: !pieces; i := !i + 1) else ( if !start < 0 then start := !i; i := !i + 1) else let p = utf8_next text !i in let code = p lsr 3 and l = p land 7 in if is_whitespace code then ( flush (); i := !i + l) else if is_punctuation code then ( flush (); pieces := (String.sub text !i l, (!i, !i + l)) :: !pieces; i := !i + l) else ( if !start < 0 then start := !i; i := !i + l) done; flush (); List.rev !pieces let pre_tokenize_punctuation ~behavior text = let pieces = ref [] in let start = ref (-1) in let i = ref 0 in let len = String.length text in let last_was_punc = ref false in let flush () = if !start >= 0 then begin pieces := (String.sub text !start (!i - !start), (!start, !i)) :: !pieces; start := -1 end in let handle_char is_p l = if is_p then ( (match behavior with | `Isolated -> flush (); pieces := (String.sub text !i l, (!i, !i + l)) :: !pieces | `Removed -> flush () | `Merged_with_previous -> if !start < 0 then start := !i | `Merged_with_next -> flush (); start := !i | `Contiguous -> if not (!start >= 0 && !last_was_punc) then begin flush (); start := !i end); last_was_punc := true; i := !i + l) else ( if behavior = `Contiguous && !start >= 0 && !last_was_punc then flush (); if !start < 0 then start := !i; i := !i + l; last_was_punc := false) in while !i < len do let b = Char.code (String.unsafe_get text !i) in if b < 128 then handle_char (Array.unsafe_get ascii_props b land 8 <> 0) 1 else let p = utf8_next text !i in let code = p lsr 3 and l = p land 7 in handle_char (is_punctuation code) l done; flush (); List.rev !pieces let pre_tokenize_split ~pattern ~behavior ~invert text = let plen = String.length pattern in if plen = 0 then [ (text, (0, String.length text)) ] else let pieces = ref [] in let current = Buffer.create 16 in let current_start = ref 0 in let i = ref 0 in let flush_current () = if Buffer.length current > 0 then ( pieces := ( Buffer.contents current, (!current_start, !current_start + Buffer.length current) ) :: !pieces; Buffer.clear current) in while !i < String.length text do let is_match = !i + plen <= String.length text && String.sub text !i plen = pattern in let is_delim = if invert then not is_match else is_match in let delim_len = if is_delim then if invert then 1 else plen else 1 in if is_delim then ( (match behavior with | `Removed -> flush_current () | `Isolated -> flush_current (); let delim_str = String.sub text !i delim_len in pieces := (delim_str, (!i, !i + delim_len)) :: !pieces | `Merged_with_previous -> Buffer.add_string current (String.sub text !i delim_len); flush_current () | `Merged_with_next -> flush_current (); current_start := !i; Buffer.add_string current (String.sub text !i delim_len) | `Contiguous -> if Buffer.length current > 0 && is_delim then Buffer.add_string current (String.sub text !i delim_len) else ( flush_current (); Buffer.add_string current (String.sub text !i delim_len))); i := !i + delim_len) else ( if Buffer.length current = 0 then current_start := !i; Buffer.add_string current (String.sub text !i 1); i := !i + 1) done; flush_current (); List.rev !pieces let pre_tokenize_digits ~individual text = let pieces = ref [] in let start = ref (-1) in let i = ref 0 in let len = String.length text in let in_digits = ref false in let flush () = if !start >= 0 then begin pieces := (String.sub text !start (!i - !start), (!start, !i)) :: !pieces; start := -1 end in let handle_char is_d l = if individual && is_d then ( flush (); pieces := (String.sub text !i l, (!i, !i + l)) :: !pieces; i := !i + l) else ( if is_d <> !in_digits then ( flush (); in_digits := is_d); if !start < 0 then start := !i; i := !i + l) in while !i < len do let b = Char.code (String.unsafe_get text !i) in if b < 128 then handle_char (Array.unsafe_get ascii_props b land 4 <> 0) 1 else let p = utf8_next text !i in let code = p lsr 3 and l = p land 7 in handle_char (is_numeric code) l done; flush (); List.rev !pieces let pre_tokenize_metaspace ~replacement ~prepend_scheme ~split text = let repl = String.make 1 replacement in let text = match prepend_scheme with | (`Always | `First) when String.length text > 0 && text.[0] <> ' ' -> " " ^ text | _ -> text in let len = String.length text in let buf = Buffer.create len in let i = ref 0 in while !i < len do if text.[!i] = ' ' then ( Buffer.add_string buf repl; incr i) else let l = utf8_next text !i land 7 in Buffer.add_substring buf text !i l; i := !i + l done; let transformed = Buffer.contents buf in if split then ( let tlen = String.length transformed in let rlen = String.length repl in let splits = ref [] in let start = ref 0 in let pos = ref 0 in while !pos < tlen do if !pos + rlen <= tlen && String.sub transformed !pos rlen = repl then ( if !pos > !start then splits := (String.sub transformed !start (!pos - !start), (!start, !pos)) :: !splits; start := !pos; pos := !pos + rlen) else incr pos done; if !pos > !start then splits := (String.sub transformed !start (!pos - !start), (!start, !pos)) :: !splits; List.rev !splits) else [ (transformed, (0, len)) ] let pre_tokenize_fixed_length ~length text = if length <= 0 || String.length text = 0 then [] else let pieces = ref [] in let len = String.length text in let i = ref 0 in while !i < len do let start = !i in let count = ref 0 in while !i < len && !count < length do let l = utf8_next text !i land 7 in i := !i + l; incr count done; pieces := (String.sub text start (!i - start), (start, !i)) :: !pieces done; List.rev !pieces type script = [ `Any | Uucp.Script.t ] let fixed_script code : script = if code = 0x30FC then (`Hani :> script) else if is_whitespace code then `Any else match Uucp.Script.script (Uchar.of_int code) with | `Hira | `Kana -> (`Hani :> script) | s -> (s :> script) let pre_tokenize_unicode_scripts text = let pieces = ref [] in let start = ref (-1) in let len = String.length text in let i = ref 0 in let last_script = ref None in let flush () = if !start >= 0 then begin pieces := (String.sub text !start (!i - !start), (!start, !i)) :: !pieces; start := -1 end in let emit (script : script) l = if script <> `Any && !last_script <> Some `Any && !last_script <> Some script then flush (); if !start < 0 then start := !i; i := !i + l; if script <> `Any then last_script := Some script in while !i < len do let b = Char.code (String.unsafe_get text !i) in if b < 128 then let p = Array.unsafe_get ascii_props b in let script : script = if p land 1 <> 0 then `Any else if p land 2 <> 0 then `Latn else `Zyyy in emit script 1 else let p = utf8_next text !i in let code = p lsr 3 and l = p land 7 in emit (fixed_script code) l done; flush (); List.rev !pieces (* Constructors *) let whitespace () = Whitespace let whitespace_split () = Whitespace_split let bert () = Bert let byte_level ?(add_prefix_space = true) ?(use_regex = true) ?(trim_offsets = true) () = Byte_level { add_prefix_space; use_regex; trim_offsets } let punctuation ?(behavior = `Isolated) () = Punctuation { behavior } let split ~pattern ?(behavior = `Removed) ?(invert = false) () = Split { pattern; behavior; invert } let char_delimiter c = Char_delimiter c let digits ?(individual_digits = false) () = Digits { individual = individual_digits } let metaspace ?(replacement = '_') ?(prepend_scheme = `Always) ?(split = true) () = Metaspace { replacement; prepend_scheme; split } let unicode_scripts () = Unicode_scripts let fixed_length n = Fixed_length { length = n } let sequence ts = Sequence ts (* Dispatch *) let rec pre_tokenize t text = match t with | Whitespace -> pre_tokenize_whitespace text | Whitespace_split -> pre_tokenize_whitespace_split text | Bert -> pre_tokenize_bert text | Byte_level { add_prefix_space; use_regex; trim_offsets } -> pre_tokenize_byte_level ~add_prefix_space ~use_regex ~trim_offsets text | Punctuation { behavior } -> pre_tokenize_punctuation ~behavior text | Split { pattern; behavior; invert } -> pre_tokenize_split ~pattern ~behavior ~invert text | Char_delimiter c -> pre_tokenize_split ~pattern:(String.make 1 c) ~behavior:`Removed ~invert:false text | Digits { individual } -> pre_tokenize_digits ~individual text | Metaspace { replacement; prepend_scheme; split } -> pre_tokenize_metaspace ~replacement ~prepend_scheme ~split text | Unicode_scripts -> pre_tokenize_unicode_scripts text | Fixed_length { length } -> pre_tokenize_fixed_length ~length text | Sequence ts -> pre_tokenize_sequence ts text and pre_tokenize_sequence ts text = let initial = [ (text, (0, String.length text)) ] in List.fold_left (fun pieces t -> List.concat_map (fun (s, (o_start, _)) -> let sub_pieces = pre_tokenize t s in List.map (fun (p, (p_start, p_end)) -> (p, (o_start + p_start, o_start + p_end))) sub_pieces) pieces) initial ts (* Serialization *) let json_obj pairs = Jsont.Json.object' (List.map (fun (k, v) -> (Jsont.Json.name k, v)) pairs) let behavior_to_string = function | `Isolated -> "Isolated" | `Removed -> "Removed" | `Merged_with_previous -> "MergedWithPrevious" | `Merged_with_next -> "MergedWithNext" | `Contiguous -> "Contiguous" let behavior_of_string = function | "Isolated" -> Ok `Isolated | "Removed" -> Ok `Removed | "MergedWithPrevious" -> Ok `Merged_with_previous | "MergedWithNext" -> Ok `Merged_with_next | "Contiguous" -> Ok `Contiguous | other -> Error (err_unknown_behavior other) let scheme_to_string = function | `First -> "First" | `Never -> "Never" | `Always -> "Always" let scheme_of_string = function | "First" -> Ok `First | "Never" -> Ok `Never | "Always" -> Ok `Always | other -> Error (err_unknown_scheme other) (* Formatting *) let rec pp ppf = function | Byte_level { add_prefix_space; use_regex; trim_offsets } -> Format.fprintf ppf "@[<1>ByteLevel(add_prefix_space=%b,@ use_regex=%b,@ trim_offsets=%b)@]" add_prefix_space use_regex trim_offsets | Bert -> Format.pp_print_string ppf "Bert" | Whitespace -> Format.pp_print_string ppf "Whitespace" | Whitespace_split -> Format.pp_print_string ppf "WhitespaceSplit" | Punctuation { behavior } -> Format.fprintf ppf "@[<1>Punctuation(%s)@]" (behavior_to_string behavior) | Split { pattern; behavior; invert } -> Format.fprintf ppf "@[<1>Split(%S,@ %s,@ invert=%b)@]" pattern (behavior_to_string behavior) invert | Char_delimiter c -> Format.fprintf ppf "CharDelimiter(%C)" c | Digits { individual } -> Format.fprintf ppf "Digits(individual=%b)" individual | Metaspace { replacement; prepend_scheme; split } -> Format.fprintf ppf "@[<1>Metaspace(%C,@ %s,@ split=%b)@]" replacement (scheme_to_string prepend_scheme) split | Sequence ts -> Format.fprintf ppf "@[<1>Sequence[%a]@]" (Format.pp_print_list ~pp_sep:(fun ppf () -> Format.fprintf ppf ",@ ") pp) ts | Fixed_length { length } -> Format.fprintf ppf "FixedLength(%d)" length | Unicode_scripts -> Format.pp_print_string ppf "UnicodeScripts" let rec to_json = function | Byte_level { add_prefix_space; use_regex; trim_offsets } -> json_obj [ ("type", Jsont.Json.string "ByteLevel"); ("add_prefix_space", Jsont.Json.bool add_prefix_space); ("use_regex", Jsont.Json.bool use_regex); ("trim_offsets", Jsont.Json.bool trim_offsets); ] | Bert -> json_obj [ ("type", Jsont.Json.string "BertPreTokenizer") ] | Whitespace -> json_obj [ ("type", Jsont.Json.string "Whitespace") ] | Whitespace_split -> json_obj [ ("type", Jsont.Json.string "WhitespaceSplit") ] | Punctuation { behavior } -> json_obj [ ("type", Jsont.Json.string "Punctuation"); ("behavior", Jsont.Json.string (behavior_to_string behavior)); ] | Split { pattern; behavior; invert } -> json_obj [ ("type", Jsont.Json.string "Split"); ("pattern", Jsont.Json.string pattern); ("behavior", Jsont.Json.string (behavior_to_string behavior)); ("invert", Jsont.Json.bool invert); ] | Char_delimiter delimiter -> json_obj [ ("type", Jsont.Json.string "CharDelimiterSplit"); ("delimiter", Jsont.Json.string (String.make 1 delimiter)); ] | Digits { individual } -> json_obj [ ("type", Jsont.Json.string "Digits"); ("individual_digits", Jsont.Json.bool individual); ] | Metaspace { replacement; prepend_scheme; split } -> json_obj [ ("type", Jsont.Json.string "Metaspace"); ("replacement", Jsont.Json.string (String.make 1 replacement)); ("prepend_scheme", Jsont.Json.string (scheme_to_string prepend_scheme)); ("split", Jsont.Json.bool split); ] | Sequence ts -> json_obj [ ("type", Jsont.Json.string "Sequence"); ("pretokenizers", Jsont.Json.list (List.map to_json ts)); ] | Fixed_length { length } -> json_obj [ ("type", Jsont.Json.string "FixedLength"); ("length", Jsont.Json.int length); ] | Unicode_scripts -> json_obj [ ("type", Jsont.Json.string "UnicodeScripts") ] let find_field name fields = Option.map snd (Jsont.Json.find_mem name fields) let bool_field name default fields = match find_field name fields with | Some (Jsont.Bool (b, _)) -> b | Some (Jsont.Number (f, _)) -> int_of_float f <> 0 | Some (Jsont.String (s, _)) -> ( match String.lowercase_ascii s with | "true" | "1" -> true | "false" | "0" -> false | _ -> default) | _ -> default let int_field name default fields = match find_field name fields with | Some (Jsont.Number (f, _)) -> int_of_float f | Some (Jsont.String (s, _)) -> ( match int_of_string_opt s with Some v -> v | None -> default) | _ -> default let char_of_field name = function | Jsont.String (s, _) when String.length s = 1 -> Ok s.[0] | _ -> Error (err_expected_char name) let rec of_json = function | Jsont.Object (fields, _) -> ( match find_field "type" fields with | Some (Jsont.String ("ByteLevel", _)) -> let add_prefix_space = bool_field "add_prefix_space" true fields in let use_regex = bool_field "use_regex" true fields in let trim_offsets = bool_field "trim_offsets" true fields in Ok (Byte_level { add_prefix_space; use_regex; trim_offsets }) | Some (Jsont.String ("BertPreTokenizer", _)) -> Ok Bert | Some (Jsont.String ("Whitespace", _)) -> Ok Whitespace | Some (Jsont.String ("WhitespaceSplit", _)) -> Ok Whitespace_split | Some (Jsont.String ("Punctuation", _)) -> ( match find_field "behavior" fields with | Some (Jsont.String (s, _)) -> Result.map (fun b -> Punctuation { behavior = b }) (behavior_of_string s) | _ -> Error err_missing_behavior) | Some (Jsont.String ("Split", _)) -> ( match (find_field "pattern" fields, find_field "behavior" fields) with | ( Some (Jsont.String (pattern, _)), Some (Jsont.String (behavior_str, _)) ) -> Result.map (fun behavior -> let invert = bool_field "invert" false fields in Split { pattern; behavior; invert }) (behavior_of_string behavior_str) | _ -> Error err_split_missing) | Some (Jsont.String ("CharDelimiterSplit", _)) -> ( match find_field "delimiter" fields with | Some v -> Result.map (fun c -> Char_delimiter c) (char_of_field "delimiter" v) | None -> Error err_char_delim_missing) | Some (Jsont.String ("Digits", _)) -> let individual = bool_field "individual_digits" false fields in Ok (Digits { individual }) | Some (Jsont.String ("Metaspace", _)) -> ( match (find_field "replacement" fields, find_field "prepend_scheme" fields) with | Some (Jsont.String (repl, _)), Some (Jsont.String (scheme, _)) when String.length repl = 1 -> Result.map (fun prepend_scheme -> let split = bool_field "split" true fields in Metaspace { replacement = repl.[0]; prepend_scheme; split }) (scheme_of_string scheme) | _ -> Error err_metaspace_missing) | Some (Jsont.String ("Sequence", _)) -> ( match find_field "pretokenizers" fields with | Some (Jsont.Array (elements, _)) -> let rec build acc = function | [] -> Ok (Sequence (List.rev acc)) | item :: rest -> ( match of_json item with | Ok t -> build (t :: acc) rest | Error _ as e -> e) in build [] elements | _ -> Error err_sequence_missing) | Some (Jsont.String ("FixedLength", _)) -> let length = int_field "length" 0 fields in if length <= 0 then Error err_fixed_length else Ok (Fixed_length { length }) | Some (Jsont.String ("UnicodeScripts", _)) -> Ok Unicode_scripts | Some (Jsont.String (other, _)) -> Error (err_unsupported_type other) | _ -> Error err_missing_type) | _ -> Error err_expected_object