package saga
Text processing and NLP extensions for Nx
Install
dune-project
Dependency
Authors
Maintainers
Sources
raven-1.0.0.alpha1.tbz
sha256=8e277ed56615d388bc69c4333e43d1acd112b5f2d5d352e2453aef223ff59867
sha512=369eda6df6b84b08f92c8957954d107058fb8d3d8374082e074b56f3a139351b3ae6e3a99f2d4a4a2930dd950fd609593467e502368a13ad6217b571382da28c
doc/src/saga.tokenizers/unicode.ml.html
Source file unicode.ml
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type normalization = | NFC (* Canonical Decomposition, followed by Canonical Composition *) | NFD (* Canonical Decomposition *) | NFKC (* Compatibility Decomposition, followed by Canonical Composition *) | NFKD (* Compatibility Decomposition *) type char_category = | Letter | Number | Punctuation | Symbol | Whitespace | Control | Other let categorize_char u = match Uucp.Gc.general_category u with | `Lu | `Ll | `Lt | `Lm | `Lo -> Letter | `Nd | `Nl | `No -> Number | `Pc | `Pd | `Ps | `Pe | `Pi | `Pf | `Po -> Punctuation | `Sm | `Sc | `Sk | `So -> Symbol | `Zs | `Zl | `Zp -> Whitespace | `Cc | `Cf | `Cs | `Co | `Cn -> Control | _ -> Other let is_whitespace u = match categorize_char u with Whitespace -> true | _ -> false let is_punctuation u = match categorize_char u with Punctuation -> true | _ -> false let is_word_char u = match categorize_char u with Letter | Number -> true | _ -> false let is_cjk u = let cp = Uchar.to_int u in (* Common CJK ranges *) (cp >= 0x4E00 && cp <= 0x9FFF) (* CJK Unified Ideographs *) || (cp >= 0x3400 && cp <= 0x4DBF) (* CJK Extension A *) || (cp >= 0x3040 && cp <= 0x309F) (* Hiragana *) || (cp >= 0x30A0 && cp <= 0x30FF) || (* Katakana *) (cp >= 0xAC00 && cp <= 0xD7AF) (* Hangul Syllables *) let normalize form text = try let b = Buffer.create (String.length text) in let add u = Uutf.Buffer.add_utf_8 b u in (* Apply normalization based on form *) let normalize_char = match form with | NFC -> fun u -> (* For now, just pass through - proper implementation needs full Unicode tables *) add u | NFD -> fun u -> (* Decompose but don't recompose *) add u | NFKC -> fun u -> (* Compatibility decomposition + composition *) add u | NFKD -> fun u -> (* Compatibility decomposition *) add u in (* Process each character *) let decoder = Uutf.decoder (`String text) in let rec loop () = match Uutf.decode decoder with | `Uchar u -> normalize_char u; loop () | `End -> () | `Malformed _ -> (* Skip malformed sequences *) loop () | `Await -> assert false in loop (); Buffer.contents b with e -> Nx_core.Error.invalid ~op:"normalize" ~what:"unicode in text" ~reason:(Printexc.to_string e) () let case_fold text = try let b = Buffer.create (String.length text) in let decoder = Uutf.decoder (`String text) in let rec loop () = match Uutf.decode decoder with | `Uchar u -> (* Use Uucp for proper case folding *) let folded = match Uucp.Case.Fold.fold u with `Self -> [ u ] | `Uchars us -> us in List.iter (Uutf.Buffer.add_utf_8 b) folded; loop () | `End -> () | `Malformed _ -> loop () | `Await -> assert false in loop (); Buffer.contents b with e -> Nx_core.Error.invalid ~op:"case_fold" ~what:"unicode in text" ~reason:(Printexc.to_string e) () let strip_accents text = try let b = Buffer.create (String.length text) in let decoder = Uutf.decoder (`String text) in let rec loop () = match Uutf.decode decoder with | `Uchar u -> (* Check if it's a combining diacritical mark *) if not (Uucp.Gc.general_category u = `Mn || Uucp.Gc.general_category u = `Mc || Uucp.Gc.general_category u = `Me) then Uutf.Buffer.add_utf_8 b u; loop () | `End -> () | `Malformed _ -> loop () | `Await -> assert false in loop (); Buffer.contents b with e -> Nx_core.Error.invalid ~op:"strip_accents" ~what:"unicode in text" ~reason:(Printexc.to_string e) () let clean_text ?(remove_control = true) ?(normalize_whitespace = true) text = try let b = Buffer.create (String.length text) in let decoder = Uutf.decoder (`String text) in let last_was_space = ref false in let rec loop () = match Uutf.decode decoder with | `Uchar u -> let cat = categorize_char u in (match cat with | Control when remove_control -> () (* Skip control characters *) | Whitespace when normalize_whitespace -> if not !last_was_space then ( Uutf.Buffer.add_utf_8 b (Uchar.of_int 0x20); (* Regular space *) last_was_space := true) | _ -> Uutf.Buffer.add_utf_8 b u; last_was_space := false); loop () | `End -> () | `Malformed _ -> loop () | `Await -> assert false in loop (); (* Trim result *) let result = Buffer.contents b in if normalize_whitespace then String.trim result else result with e -> Nx_core.Error.invalid ~op:"clean_text" ~what:"unicode in text" ~reason:(Printexc.to_string e) () let split_words text = try let words = ref [] in let current_word = Buffer.create 16 in let decoder = Uutf.decoder (`String text) in let flush_word () = let word = Buffer.contents current_word in if word <> "" then words := word :: !words; Buffer.clear current_word in let rec loop () = match Uutf.decode decoder with | `Uchar u -> if is_cjk u then ( (* For CJK, flush current word and treat each character as a word *) flush_word (); Uutf.Buffer.add_utf_8 current_word u; flush_word ()) else if is_word_char u then Uutf.Buffer.add_utf_8 current_word u else flush_word (); loop () | `End -> flush_word (); List.rev !words | `Malformed _ -> loop () | `Await -> assert false in loop () with e -> Nx_core.Error.invalid ~op:"split_words" ~what:"unicode in text" ~reason:(Printexc.to_string e) () let grapheme_count text = try let decoder = Uutf.decoder (`String text) in let count = ref 0 in let in_grapheme = ref false in let rec loop () = match Uutf.decode decoder with | `Uchar u -> (* Simple approximation - proper implementation needs grapheme segmentation *) let is_combining = match Uucp.Gc.general_category u with | `Mn | `Mc | `Me -> true | _ -> false in if not is_combining then ( incr count; in_grapheme := true); loop () | `End -> !count | `Malformed _ -> loop () | `Await -> assert false in loop () with e -> Nx_core.Error.invalid ~op:"grapheme_count" ~what:"unicode in text" ~reason:(Printexc.to_string e) () let is_valid_utf8 text = let decoder = Uutf.decoder ~encoding:`UTF_8 (`String text) in let rec loop () = match Uutf.decode decoder with | `Uchar _ -> loop () | `End -> true | `Malformed _ -> false | `Await -> assert false in loop () let remove_emoji text = try let b = Buffer.create (String.length text) in let decoder = Uutf.decoder (`String text) in let rec loop () = match Uutf.decode decoder with | `Uchar u -> let cat = categorize_char u in if cat <> Symbol then Uutf.Buffer.add_utf_8 b u; loop () | `End -> () | `Malformed _ -> loop () | `Await -> assert false in loop (); Buffer.contents b with e -> Nx_core.Error.invalid ~op:"remove_emoji" ~what:"unicode in text" ~reason:(Printexc.to_string e) ()
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