[ML] Fix startOffset must be non-negative error in XLMRoBERTa tokenizer (#107891)

Fixes an error is when the normalisation step produces text that is longer 
than the input text and an offset needs to be added to map back to the
original.

docs/changelog/107891.yaml

@@ -0,0 +1,6 @@
+pr: 107891
+summary: Fix `startOffset` must be non-negative error in XLMRoBERTa tokenizer
+area: Machine Learning
+type: bug
+issues:
+ - 104626

x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/inference/nlp/tokenizers/PrecompiledCharMapNormalizer.java

@@ -190,9 +190,20 @@ public class PrecompiledCharMapNormalizer extends BaseCharFilter {
                     BytesRef subStr = maybeSubStr.get();
                     int numChars = UnicodeUtil.UTF8toUTF16(subStr.bytes, subStr.offset, subStr.length, reusableCharDecodeBuffer);
                     normalizedCharPos += numChars;
-                    if (numChars != end - startIter) {
-                        addOffCorrectMap(normalizedCharPos, getLastCumulativeDiff() + end - startIter - numChars);
+                    int charDelta = numChars - (end - startIter); // output length - input length
+                    if (charDelta < 0) {
+                        // normalised form is shorter
+                        int lastDiff = getLastCumulativeDiff();
+                        addOffCorrectMap(normalizedCharPos, lastDiff + charDelta);
+                    } else if (charDelta > 0) {
+                        // inserted chars, add the offset in the output stream
+                        int lastDiff = getLastCumulativeDiff();
+                        int startOffset = normalizedCharPos - charDelta;
+                        for (int i = 1; i <= charDelta; i++) {
+                            addOffCorrectMap(startOffset + i, lastDiff - i);
+                        }
                     }
+
                     strBuilder.append(reusableCharDecodeBuffer, 0, numChars);
                     bytePos += byteLen;
                     continue;

x-pack/plugin/ml/src/test/java/org/elasticsearch/xpack/ml/inference/nlp/tokenizers/XLMRobertaTokenizerTests.java

@@ -124,6 +124,30 @@ public class XLMRobertaTokenizerTests extends ESTestCase {
         }
     }
 
+    public void testMultilingual() throws IOException {
+        var vocab = XLMRobertaTestVocab.loadMultiLingualTestVocab();
+
+        try (
+            XLMRobertaTokenizer tokenizer = XLMRobertaTokenizer.builder(
+                vocab.get(),
+                vocab.scores(),
+                new XLMRobertaTokenization(false, null, Tokenization.Truncate.NONE, -1)
+            ).setWithSpecialTokens(true).build()
+        ) {
+            for (int i = 0; i < XLMRobertaTestVocab.MULTILINUGAL_TEXTS.length; i++) {
+                logger.info(i);
+                TokenizationResult.Tokens tokenization = tokenizer.tokenize(
+                    XLMRobertaTestVocab.MULTILINUGAL_TEXTS[i],
+                    Tokenization.Truncate.FIRST,
+                    -1,
+                    0,
+                    null
+                ).get(0);
+                assertArrayEquals(XLMRobertaTestVocab.EXPECTED_TOKENS[i], tokenization.tokenIds());
+            }
+        }
+    }
+
     public void testTokenizeWithNeverSplit() throws IOException {
         try (
             XLMRobertaTokenizer tokenizer = XLMRobertaTokenizer.builder(

x-pack/plugin/ml/src/test/resources/org/elasticsearch/xpack/ml/inference/tokenizers/xlm_roberta_test_vocabulary.json

@@ -0,0 +1,2172 @@
+{
+  "model_id": "anything_to_satisfy_the_parser",
+  "vocabulary": [
+    "<s>",
+    "<pad>",
+    "</s>",
+    "<unk>",
+    "、",
+    "▁نسبت",
+    "。",
+    "▁ھن",
+    "▁ھو",
+    "「",
+    "」",
+    "فض",
+    "▁سار",
+    "▁پہنچے",
+    "’",
+    "▁Nakon",
+    "nova",
+    "jena",
+    "!",
+    "▁حديث",
+    "工業",
+    "'",
+    "(",
+    "▁soba",
+    ")",
+    "▁شوق",
+    "في",
+    "▁pod",
+    "株",
+    ",",
+    ".",
+    "قر",
+    "進",
+    "3",
+    "8",
+    "▁پر",
+    "▁pot",
+    ":",
+    "▁مختار",
+    "格",
+    "▁pos",
+    "▁مزاج",
+    "قل",
+    "قم",
+    "⁄",
+    "فسر",
+    "ću",
+    "く",
+    "▁bila",
+    "あげ",
+    "▁طرح",
+    "し",
+    "▁vrhunski",
+    "▁شعار",
+    "▁jednu",
+    "▁والی",
+    "▁والے",
+    "▁ہر",
+    "た",
+    "a",
+    "▁ٿي",
+    "▁طبیعت",
+    "b",
+    "▁ڪري",
+    "▁حدیث",
+    "e",
+    "▁ہو",
+    "g",
+    "h",
+    "▁ہم",
+    "k",
+    "に",
+    "l",
+    "ština",
+    "m",
+    "▁نبی",
+    "n",
+    "の",
+    "▁لکڻ",
+    "s",
+    "t",
+    "▁سان",
+    "▁سبب",
+    "▁میں",
+    "▁lit",
+    "へ",
+    "べ",
+    "لف",
+    "لق",
+    "لم",
+    "や",
+    "ثير",
+    "مت",
+    "لي",
+    "▁pri",
+    "▁راست",
+    "り",
+    "▁عطا",
+    "▁66",
+    "خدا",
+    "を",
+    "▁kuća",
+    "▁ڪرڻ",
+    "▁تھا",
+    "増",
+    "▁پکار",
+    "▁طا",
+    "▁طب",
+    "مل",
+    "▁راز",
+    "▁prenosi",
+    "نا",
+    "▁سہ",
+    "▁طرف",
+    "▁بلند",
+    "英文",
+    "vne",
+    "▁،",
+    "▁سی",
+    "ائين",
+    "▁زمين",
+    "▁zbog",
+    "点",
+    "▁stoljeća",
+    "jeti",
+    "▁ا",
+    "▁ب",
+    "ني",
+    "▁امير",
+    "▁آ",
+    "▁آئے",
+    "▁خ",
+    "vod",
+    "▁سے",
+    "▁ت",
+    "▁ج",
+    "▁ص",
+    "▁ض",
+    "▁ط",
+    "čenja",
+    "buku",
+    "▁ظ",
+    "▁90",
+    "▁ر",
+    "vom",
+    "▁ز",
+    "▁1990",
+    "▁ش",
+    "vor",
+    "ena",
+    "ologi",
+    "▁yn",
+    "الت",
+    "یا",
+    "▁ع",
+    "ene",
+    "الا",
+    "یت",
+    "وا",
+    "▁م",
+    "یح",
+    "▁ن",
+    "▁و",
+    "ید",
+    "▁صدق",
+    "▁عن",
+    "▁za",
+    "▁ف",
+    "▁ق",
+    "یر",
+    "▁ل",
+    "者が",
+    "ور",
+    "▁عبداللہ",
+    "▁obra",
+    "وع",
+    "الف",
+    "نٹ",
+    "ô",
+    "▁رسول",
+    "یل",
+    "▁کوئی",
+    "ین",
+    "▁zi",
+    "uncu",
+    "▁ٻي",
+    "لہ",
+    "▁انجام",
+    "▁fan",
+    "▁پنهنجو",
+    "▁اهو",
+    "▁vrh",
+    "بار",
+    "▁کیا",
+    "ć",
+    "▁مستقیم",
+    "لی",
+    "▁اور",
+    "▁اهي",
+    "لے",
+    "باط",
+    "▁پڑھ",
+    "▁اوهان",
+    "احمد",
+    "isto",
+    "▁ہاتھوں",
+    "▁پنھنجي",
+    "يء",
+    "▁lân",
+    "▁پ",
+    "مہ",
+    "يت",
+    "▁بال",
+    "يد",
+    "▁خرچ",
+    "ير",
+    "▁جذب",
+    "▁لا",
+    "نگ",
+    "وار",
+    "▁ڏ",
+    "▁شاہد",
+    "بان",
+    "▁قرار",
+    "vanja",
+    "يف",
+    "▁خلاف",
+    "▁بغداد",
+    "نہ",
+    "اني",
+    "ين",
+    "يه",
+    "社",
+    "▁njihova",
+    "▁مج",
+    "▁بازار",
+    "نے",
+    "▁ک",
+    "▁ڪ",
+    "▁تشریف",
+    "▁مؤ",
+    "▁ملي",
+    "ایت",
+    "▁مع",
+    "▁ملا",
+    "▁ہ",
+    "▁plod",
+    "یں",
+    "▁نب",
+    "▁ملت",
+    "▁ی",
+    "▁من",
+    "▁حیثیت",
+    "▁ali",
+    "660",
+    "وں",
+    "đe",
+    "یہ",
+    "▁لپ",
+    "đi",
+    "▁خطا",
+    "وی",
+    "▁پڇ",
+    "▁ایک",
+    "▁نام",
+    "šnje",
+    "▁پٽ",
+    "▁سلطنت",
+    "▁۱",
+    "▁کثیر",
+    "から",
+    "▁۽",
+    "▁dvije",
+    "▁breed",
+    "▁۾",
+    "▁200",
+    "▁Ana",
+    "▁مسلمانوں",
+    "oče",
+    "▁ukupno",
+    "▁حاصل",
+    "▁ترجیح",
+    "▁پڻ",
+    "ama",
+    "انہ",
+    "tru",
+    "انی",
+    "▁dokaz",
+    "▁آنکھیں",
+    "▁لکي",
+    "َّ",
+    "سلام",
+    "始",
+    "▁عرب",
+    "▁جهڙو",
+    "cre",
+    "▁لاء",
+    "نام",
+    "▁224",
+    "▁عورت",
+    "ُّ",
+    "▁نبي",
+    "▁kada",
+    "▁حضرت",
+    "▁تعالی",
+    "▁عدل",
+    "▁metara",
+    "▁چئي",
+    "▁moguće",
+    "▁مدینہ",
+    "plo",
+    "میر",
+    "▁عبادت",
+    "صاف",
+    "▁شهر",
+    "▁والد",
+    "▁اسلام",
+    "出",
+    "▁آمدن",
+    "موا",
+    "世界",
+    "▁ہے",
+    "▁نے",
+    "ِّ",
+    "▁godina",
+    "▁هڪ",
+    "nih",
+    "▁ostvari",
+    "ضرار",
+    "jal",
+    "▁razm",
+    "▁prostor",
+    "▁گئے",
+    "させる",
+    "▁لباس",
+    "▁دعوت",
+    "▁زمرہ",
+    "tvr",
+    "▁اصحاب",
+    "▁(2)",
+    "▁وہ",
+    "▁قسم",
+    "▁یہ",
+    "▁deset",
+    "▁عمر",
+    "▁المسلمين",
+    "سار",
+    "▁شروع",
+    "▁دولت",
+    "▁سعد",
+    "đeni",
+    "▁تور",
+    "▁عباس",
+    "▁خواب",
+    "▁شریف",
+    "ودي",
+    "ڑی",
+    "▁عمو",
+    "stavlja",
+    "的な",
+    "ary",
+    "▁وقت",
+    "海外",
+    "▁پاڻ",
+    "▁حجر",
+    "▁uko",
+    "▁فرماتے",
+    "▁pomaže",
+    "▁عالم",
+    "▁علم",
+    "▁گا۔",
+    "▁رضي",
+    "▁لانے",
+    "tili",
+    "▁عهد",
+    "▁مخلوق",
+    "▁ہے۔",
+    "企業",
+    "ندا",
+    "rum",
+    "▁ڏانهن",
+    "▁بنا",
+    "▁بند",
+    "▁ہزار",
+    "▁ispod",
+    "▁نالو",
+    "وري",
+    "▁نالي",
+    "▁خوبی",
+    "▁sklad",
+    "▁konačno",
+    "▁اپنے",
+    "▁لگ",
+    "▁ود",
+    "▁ور",
+    "▁هي",
+    "▁خاندان",
+    "▁generacij",
+    "lji",
+    "▁ثروت",
+    "▁هن",
+    "▁وا",
+    "▁هو",
+    "▁معرفت",
+    "حضور",
+    "قار",
+    "قاب",
+    "▁قرآن",
+    "▁عنه",
+    "▁%",
+    "▁druge",
+    "▁'",
+    "▁(",
+    "▁-",
+    "▁پہنچ",
+    "građ",
+    "▁materijal",
+    "nom",
+    "ڙو",
+    "▁6",
+    "▁چھوڑ",
+    "▁يا",
+    "▁1",
+    "▁هٿ",
+    "動",
+    "▁4",
+    "قام",
+    "1959",
+    "šne",
+    "▁:",
+    "▁پہلے",
+    "▁یقین",
+    "拠",
+    "▁H",
+    "▁خالی",
+    "▁مرتبہ",
+    "▁گذر",
+    "▁آھي",
+    "▁اظہار",
+    "▁مذهبي",
+    "▁U",
+    "▁građevin",
+    "▁نہ",
+    "▁وچ",
+    "太平洋",
+    "▁صفت",
+    "▁فرما",
+    "▁tijekom",
+    "▁بعض",
+    "▁a",
+    "‘‘",
+    "▁سوره",
+    "▁برکت",
+    "▁o",
+    "▁p",
+    "▁i",
+    "▁l",
+    "▁u",
+    "▁رسالت",
+    "jit",
+    "▁veličine",
+    "▁s",
+    "▁انتقال",
+    "化学",
+    "ša",
+    "▁صرف",
+    "خلي",
+    "▁آغاز",
+    "▁سخت",
+    "▁onda",
+    "1987",
+    "▁بلکہ",
+    "ječ",
+    "▁puno",
+    "▁traje",
+    "▁بعد",
+    "خلق",
+    "▁کریم",
+    "iranju",
+    "▁Ta",
+    "▁عہد",
+    "log",
+    "▁ispred",
+    "▁ceremoni",
+    "▁خوا",
+    "▁liker",
+    "azi",
+    "▁شمار",
+    "▁سلام",
+    "pane",
+    "▁što",
+    "▁علاوه",
+    "▁کرنے",
+    "▁راہ",
+    "▁ہاتھ",
+    "آخر",
+    "▁تھے",
+    "▁dat",
+    "ستان",
+    "عادت",
+    "ješ",
+    "▁šum",
+    "▁kruh",
+    "▁تمہاری",
+    "▁ہدایت",
+    "▁احمد",
+    "▁ڏينهن",
+    "▁شریعت",
+    "▁لکھتے",
+    "▁ٿيا",
+    "dono",
+    "icama",
+    "رحم",
+    "▁لیکن",
+    "▁wie",
+    "▁کرنا",
+    "化粧品",
+    "جنب",
+    "▁ہوگئے",
+    "▁علاوہ",
+    "▁پات",
+    "▁ہیں",
+    "▁dei",
+    "▁پاس",
+    "▁حال",
+    "▁سندس",
+    "▁بھی",
+    "▁stab",
+    "▁klim",
+    "▁ٿيو",
+    "▁محبت",
+    "▁12.",
+    "▁ولادت",
+    "▁zraka",
+    "以降",
+    "▁المو",
+    "▁چيو",
+    "▁sti",
+    "den",
+    "名",
+    "▁عمرو",
+    "▁سید",
+    "▁سیر",
+    "bina",
+    "▁nešto",
+    "▁غربت",
+    "▁ž",
+    "▁Zi",
+    "▁امام",
+    "▁قلب",
+    "▁الله",
+    "▁قلت",
+    "▁رہے",
+    "▁13.",
+    "▁المج",
+    "▁گھر",
+    "▁شام",
+    "▁مکہ",
+    "عفو",
+    "▁kraja",
+    "▁preciz",
+    "▁دفع",
+    "▁آهن",
+    "▁مضمون",
+    "▁بڑی",
+    "▁stol",
+    "▁پٿر",
+    "▁انور",
+    "▁čet",
+    "▁هجڻ",
+    "وفا",
+    "▁svojih",
+    "▁یعنی",
+    "▁میرے",
+    "▁کرم",
+    "seo",
+    "▁خدمت",
+    "ce",
+    "▁جڏهن",
+    "ch",
+    "▁متو",
+    "ACI",
+    "つく",
+    "▁بجائے",
+    "▁مطابق",
+    "رسل",
+    "REP",
+    "▁انهن",
+    "株式会社",
+    "▁لیے",
+    "▁خلافت",
+    "ruše",
+    "wol",
+    "▁جيڪو",
+    "▁انہوں",
+    "کر",
+    "en",
+    "ڪاري",
+    "▁مختلف",
+    "▁لوگ",
+    "et",
+    "▁ڏيندو",
+    "ولت",
+    "▁انہیں",
+    "کل",
+    "▁metodo",
+    "▁منزل",
+    "▁حفظ",
+    "يون",
+    "ولو",
+    "2002",
+    "▁اللہ",
+    "ڪن",
+    "حدث",
+    "▁وسلم",
+    "اب",
+    "▁svojem",
+    "▁مسجد",
+    "ئي",
+    "▁znanja",
+    "اد",
+    "▁پیدا",
+    "اس",
+    "عون",
+    "▁stik",
+    "ومن",
+    "▁’’",
+    "▁št",
+    "▁زمان",
+    "he",
+    "▁قبائل",
+    "ال",
+    "با",
+    "ان",
+    "▁عادت",
+    "▁هئا",
+    "▁بيت",
+    "▁lokal",
+    "▁be",
+    "▁Kiva",
+    "▁واپسی",
+    "▁dok",
+    "▁zemlju",
+    "▁کار",
+    "ؤں",
+    "▁سختی",
+    "▁طیب",
+    "▁slo",
+    "بل",
+    "نہیں",
+    "بن",
+    "▁آس",
+    "当初",
+    "▁گرو",
+    "im",
+    "▁بین",
+    "▁آن",
+    "▁آم",
+    "▁dos",
+    "▁ci",
+    "▁akumul",
+    "▁oblika",
+    "zimi",
+    "▁محمود",
+    "改",
+    "zima",
+    "je",
+    "ji",
+    "▁do",
+    "▁ابن",
+    "▁ويو",
+    "کی",
+    "▁سفر",
+    "تز",
+    "▁دیتی",
+    "▁بزرگ",
+    "کار",
+    "ju",
+    "▁اطمینان",
+    "▁de",
+    "▁آپ",
+    "tari",
+    "▁کا",
+    "لفت",
+    "ka",
+    "گا",
+    "▁dy",
+    "ائي",
+    "ته",
+    "▁ٿيون",
+    "▁کان",
+    "▁کش",
+    "には",
+    "صلى",
+    "▁کر",
+    "▁en",
+    "ثر",
+    "▁بنی",
+    "▁کد",
+    "▁فرمایا",
+    "اؤں",
+    "成長",
+    "ئے",
+    "▁لقب",
+    "▁ڳالھ",
+    "会社",
+    "▁هئي",
+    "▁fur",
+    "اں",
+    "la",
+    "le",
+    "uru",
+    "جا",
+    "li",
+    "▁صلى",
+    "ثي",
+    "▁",
+    "lo",
+    "▁nije",
+    "جر",
+    "▁تعبير",
+    "جز",
+    "▁اگر",
+    "ا۔",
+    "▁دریافت",
+    "創業",
+    "▁کئے",
+    "ma",
+    "▁Kao",
+    "▁Men",
+    "▁konstrukcij",
+    "AMO",
+    "بی",
+    "mu",
+    "▁ممتاز",
+    "▁سڄو",
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+    "▁کہ",
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+    "▁کڻ",
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