diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml new file mode 100644 index 0000000..f884711 --- /dev/null +++ b/.github/workflows/CI.yml @@ -0,0 +1,138 @@ +# This file is autogenerated by maturin v1.5.1 +# To update, run +# +# maturin generate-ci github +# +name: CI + +on: + push: + branches: + - main + - master + tags: + - '*' + pull_request: + workflow_dispatch: + +permissions: + contents: read + +jobs: + linux: + runs-on: ${{ matrix.platform.runner }} + strategy: + matrix: + platform: + - runner: ubuntu-latest + target: x86_64 + - runner: ubuntu-latest + target: x86 + - runner: ubuntu-latest + target: aarch64 + - runner: ubuntu-latest + target: armv7 + - runner: ubuntu-latest + target: s390x + - runner: ubuntu-latest + target: ppc64le + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: '3.10' + - name: Build wheels + uses: PyO3/maturin-action@v1 + with: + target: ${{ matrix.platform.target }} + args: --release --out dist --find-interpreter + sccache: 'true' + manylinux: auto + - name: Upload wheels + uses: actions/upload-artifact@v4 + with: + name: wheels-linux-${{ matrix.platform.target }} + path: dist + + windows: + runs-on: ${{ matrix.platform.runner }} + strategy: + matrix: + platform: + - runner: windows-latest + target: x64 + - runner: windows-latest + target: x86 + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: '3.10' + architecture: ${{ matrix.platform.target }} + - name: Build wheels + uses: PyO3/maturin-action@v1 + with: + target: ${{ matrix.platform.target }} + args: --release --out dist --find-interpreter + sccache: 'true' + - name: Upload wheels + uses: actions/upload-artifact@v4 + with: + name: wheels-windows-${{ matrix.platform.target }} + path: dist + + macos: + runs-on: ${{ matrix.platform.runner }} + strategy: + matrix: + platform: + - runner: macos-latest + target: x86_64 + - runner: macos-14 + target: aarch64 + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: '3.10' + - name: Build wheels + uses: PyO3/maturin-action@v1 + with: + target: ${{ matrix.platform.target }} + args: --release --out dist --find-interpreter + sccache: 'true' + - name: Upload wheels + uses: actions/upload-artifact@v4 + with: + name: wheels-macos-${{ matrix.platform.target }} + path: dist + + sdist: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Build sdist + uses: PyO3/maturin-action@v1 + with: + command: sdist + args: --out dist + - name: Upload sdist + uses: actions/upload-artifact@v4 + with: + name: wheels-sdist + path: dist + + release: + name: Release + runs-on: ubuntu-latest + if: "startsWith(github.ref, 'refs/tags/')" + needs: [linux, windows, macos, sdist] + steps: + - uses: actions/download-artifact@v4 + - name: Publish to PyPI + uses: PyO3/maturin-action@v1 + env: + MATURIN_PYPI_TOKEN: ${{ secrets.PYPI_API_TOKEN }} + with: + command: upload + args: --non-interactive --skip-existing wheels-*/* diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..c8f0442 --- /dev/null +++ b/.gitignore @@ -0,0 +1,72 @@ +/target + +# Byte-compiled / optimized / DLL files +__pycache__/ +.pytest_cache/ +*.py[cod] + +# C extensions +*.so + +# Distribution / packaging +.Python +.venv/ +env/ +bin/ +build/ +develop-eggs/ +dist/ +eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +include/ +man/ +venv/ +*.egg-info/ +.installed.cfg +*.egg + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt +pip-selfcheck.json + +# Unit test / coverage reports +htmlcov/ +.tox/ +.coverage +.cache +nosetests.xml +coverage.xml + +# Translations +*.mo + +# Mr Developer +.mr.developer.cfg +.project +.pydevproject + +# Rope +.ropeproject + +# Django stuff: +*.log +*.pot + +.DS_Store + +# Sphinx documentation +docs/_build/ + +# PyCharm +.idea/ + +# VSCode +.vscode/ + +# Pyenv +.python-version diff --git a/Cargo.lock b/Cargo.lock new file mode 100644 index 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/dev/null +++ b/Cargo.toml @@ -0,0 +1,13 @@ +[package] +name = "rwkv_tokenizer" +version = "0.1.0" +edition = "2021" + +# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html +[lib] +name = "rwkv_tokenizer" +crate-type = ["cdylib"] + +[dependencies] +pyo3 = "0.20.0" +regex = "1.10.4" diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..cca1e5f --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,15 @@ +[build-system] +requires = ["maturin>=1.5,<2.0"] +build-backend = "maturin" + +[project] +name = "rwkv_tokenizer" +requires-python = ">=3.8" +classifiers = [ + "Programming Language :: Rust", + "Programming Language :: Python :: Implementation :: CPython", + "Programming Language :: Python :: Implementation :: PyPy", +] +dynamic = ["version"] +[tool.maturin] +features = ["pyo3/extension-module"] diff --git a/src/lib.rs b/src/lib.rs new file mode 100644 index 0000000..75590b3 --- /dev/null +++ b/src/lib.rs @@ -0,0 +1,64 @@ +mod trie; + +use pyo3::prelude::*; +use std::fs::File; +use std::io::{self, BufRead}; +use regex::Regex; +use trie::Trie; + +#[derive(Debug)] +#[pyclass] +pub(crate) struct Tokenizer { + tokens: Vec, + trie: Trie +} + +#[pymethods] +impl Tokenizer { + #[new] + pub(crate) fn new(filename: &str) -> io::Result { + let mut tokenizer = Tokenizer { + tokens: Vec::new(), + trie: Trie::new() + }; + let file = File::open(filename)?; + let reader = io::BufReader::new(file); + + let re = Regex::new(r"(\d+)\s+b?(.+)\s+(\d+)").unwrap(); + tokenizer.tokens.push("".to_string()); + for line in reader.lines() { + let line = line?; + if let Some(captures) = re.captures(&line) { + let id = captures[1].parse::().unwrap(); + let mut string = captures[2].to_string(); + let _length = captures[3].parse::().unwrap(); + let patterns : &[_] = &['"', '\'']; + string = string.trim_matches(patterns).to_string(); + tokenizer.trie.insert(string.to_string(), id); + tokenizer.tokens.push(string.to_string()); + } + 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' :-)' 4 +19318 ' <%=' 4 +19319 ' <--' 4 +19320 ' ===' 4 +19321 ' ==>' 4 +19322 ' >>>' 4 +19323 ' ???' 4 +19324 ' AAA' 4 +19325 ' AAP' 4 +19326 ' ABC' 4 +19327 ' ABI' 4 +19328 ' ABS' 4 +19329 ' ACC' 4 +19330 ' ACE' 4 +19331 ' ACK' 4 +19332 ' ACL' 4 +19333 ' ACS' 4 +19334 ' ACT' 4 +19335 ' ADA' 4 +19336 ' ADC' 4 +19337 ' ADD' 4 +19338 ' AES' 4 +19339 ' AFC' 4 +19340 ' AFL' 4 +19341 ' AFP' 4 +19342 ' AIR' 4 +19343 ' ALL' 4 +19344 ' ALS' 4 +19345 ' ALT' 4 +19346 ' AMD' 4 +19347 ' AMP' 4 +19348 ' ANC' 4 +19349 ' AND' 4 +19350 ' ANN' 4 +19351 ' ANY' 4 +19352 ' APC' 4 +19353 ' API' 4 +19354 ' APP' 4 +19355 ' APR' 4 +19356 ' ARE' 4 +19357 ' ARG' 4 +19358 ' ARM' 4 +19359 ' ART' 4 +19360 ' ASC' 4 +19361 ' ASD' 4 +19362 ' ASE' 4 +19363 ' ASF' 4 +19364 ' ASP' 4 +19365 ' ASS' 4 +19366 ' AST' 4 +19367 ' ATM' 4 +19368 ' ATP' 4 +19369 ' ATT' 4 +19370 ' AUT' 4 +19371 ' AWS' 4 +19372 ' Abb' 4 +19373 ' Abd' 4 +19374 ' Abe' 4 +19375 ' Abl' 4 +19376 ' Abr' 4 +19377 ' Abs' 4 +19378 ' Abu' 4 +19379 ' Acc' 4 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CAP' 4 +19568 ' CAR' 4 +19569 ' CAS' 4 +19570 ' CAT' 4 +19571 ' CBC' 4 +19572 ' CBD' 4 +19573 ' CBS' 4 +19574 ' CCC' 4 +19575 ' CCD' 4 +19576 ' CCT' 4 +19577 ' CDC' 4 +19578 ' CDs' 4 +19579 ' CEO' 4 +19580 ' CES' 4 +19581 ' CGI' 4 +19582 ' CHE' 4 +19583 ' CHO' 4 +19584 ' CIA' 4 +19585 ' CID' 4 +19586 ' CIF' 4 +19587 ' CIS' 4 +19588 ' CIT' 4 +19589 ' CLA' 4 +19590 ' CLI' 4 +19591 ' CMD' 4 +19592 ' CMS' 4 +19593 ' CNN' 4 +19594 ' CNS' 4 +19595 ' COL' 4 +19596 ' COM' 4 +19597 ' CON' 4 +19598 ' COP' 4 +19599 ' COR' 4 +19600 ' COS' 4 +19601 ' CPR' 4 +19602 ' CPU' 4 +19603 ' CRC' 4 +19604 ' CRE' 4 +19605 ' CRM' 4 +19606 ' CSR' 4 +19607 ' CSS' 4 +19608 ' CST' 4 +19609 ' CSV' 4 +19610 ' CTR' 4 +19611 ' CUR' 4 +19612 ' Cab' 4 +19613 ' Cad' 4 +19614 ' Caf' 4 +19615 ' Cal' 4 +19616 ' Cam' 4 +19617 ' Can' 4 +19618 ' Cap' 4 +19619 ' Car' 4 +19620 ' Cas' 4 +19621 ' Cat' 4 +19622 ' Cav' 4 +19623 ' Cay' 4 +19624 ' Cec' 4 +19625 ' Ced' 4 +19626 ' Cel' 4 +19627 ' Cer' 4 +19628 ' Ces' 4 +19629 ' Cet' 4 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DFS' 4 +19693 ' DHS' 4 +19694 ' DID' 4 +19695 ' DIG' 4 +19696 ' DIR' 4 +19697 ' DIS' 4 +19698 ' DIV' 4 +19699 ' DIY' 4 +19700 ' DLL' 4 +19701 ' DNA' 4 +19702 ' DNS' 4 +19703 ' DOC' 4 +19704 ' DOI' 4 +19705 ' DOM' 4 +19706 ' DON' 4 +19707 ' DOS' 4 +19708 ' DOT' 4 +19709 ' DSL' 4 +19710 ' DSM' 4 +19711 ' DVD' 4 +19712 ' Dad' 4 +19713 ' Dag' 4 +19714 ' Dah' 4 +19715 ' Dai' 4 +19716 ' Dak' 4 +19717 ' Dal' 4 +19718 ' Dam' 4 +19719 ' Dan' 4 +19720 ' Dar' 4 +19721 ' Das' 4 +19722 ' Dat' 4 +19723 ' Dav' 4 +19724 ' Daw' 4 +19725 ' Day' 4 +19726 ' Deb' 4 +19727 ' Dec' 4 +19728 ' Ded' 4 +19729 ' Dee' 4 +19730 ' Def' 4 +19731 ' Deg' 4 +19732 ' Dek' 4 +19733 ' Del' 4 +19734 ' Dem' 4 +19735 ' Den' 4 +19736 ' Dep' 4 +19737 ' Der' 4 +19738 ' Des' 4 +19739 ' Det' 4 +19740 ' Dev' 4 +19741 ' Dew' 4 +19742 ' Dex' 4 +19743 ' Dez' 4 +19744 ' Dia' 4 +19745 ' Did' 4 +19746 ' Die' 4 +19747 ' Dig' 4 +19748 ' Dil' 4 +19749 ' Dim' 4 +19750 ' Din' 4 +19751 ' Dip' 4 +19752 ' Dir' 4 +19753 ' Dis' 4 +19754 ' Dit' 4 +19755 ' Div' 4 +19756 ' Dix' 4 +19757 ' Dob' 4 +19758 ' Doc' 4 +19759 ' Dod' 4 +19760 ' Doe' 4 +19761 ' Dog' 4 +19762 ' Dok' 4 +19763 ' Dol' 4 +19764 ' Dom' 4 +19765 ' Don' 4 +19766 ' Dop' 4 +19767 ' Dor' 4 +19768 ' Dos' 4 +19769 ' Dot' 4 +19770 ' Dou' 4 +19771 ' Dow' 4 +19772 ' Dra' 4 +19773 ' Dre' 4 +19774 ' Dro' 4 +19775 ' Dru' 4 +19776 ' Dry' 4 +19777 ' Dub' 4 +19778 ' Duc' 4 +19779 ' Dud' 4 +19780 ' Due' 4 +19781 ' Dul' 4 +19782 ' Dum' 4 +19783 ' Dun' 4 +19784 ' Duo' 4 +19785 ' Dup' 4 +19786 ' Dur' 4 +19787 ' Dyn' 4 +19788 ' Dé' 4 +19789 ' Dí' 4 +19790 ' ECM' 4 +19791 ' EEG' 4 +19792 ' EMP' 4 +19793 ' EMS' 4 +19794 ' END' 4 +19795 ' ENG' 4 +19796 ' EOF' 4 +19797 ' EOS' 4 +19798 ' EPA' 4 +19799 ' EPS' 4 +19800 ' ERA' 4 +19801 ' ERR' 4 +19802 ' ESA' 4 +19803 ' ESC' 4 +19804 ' ESP' 4 +19805 ' EST' 4 +19806 ' ETH' 4 +19807 ' EUR' 4 +19808 ' EXP' 4 +19809 ' EXT' 4 +19810 ' Ear' 4 +19811 ' Eat' 4 +19812 ' Eck' 4 +19813 ' Eco' 4 +19814 ' Edd' 4 +19815 ' Edu' 4 +19816 ' Eff' 4 +19817 ' Egg' 4 +19818 ' Ein' 4 +19819 ' Eld' 4 +19820 ' Ele' 4 +19821 ' Eli' 4 +19822 ' Ell' 4 +19823 ' Emb' 4 +19824 ' Emp' 4 +19825 ' Enc' 4 +19826 ' End' 4 +19827 ' Eng' 4 +19828 ' Enh' 4 +19829 ' Ens' 4 +19830 ' Ent' 4 +19831 ' Env' 4 +19832 ' Eph' 4 +19833 ' Equ' 4 +19834 ' Era' 4 +19835 ' Erd' 4 +19836 ' Ern' 4 +19837 ' Err' 4 +19838 ' Esc' 4 +19839 ' Esp' 4 +19840 ' Ess' 4 +19841 ' Est' 4 +19842 ' Eth' 4 +19843 ' Eug' 4 +19844 ' Eur' 4 +19845 ' Eva' 4 +19846 ' Eve' 4 +19847 ' Exc' 4 +19848 ' Exp' 4 +19849 ' Ext' 4 +19850 ' Eye' 4 +19851 ' FAA' 4 +19852 ' FAC' 4 +19853 ' FAQ' 4 +19854 ' FAR' 4 +19855 ' FAT' 4 +19856 ' FBI' 4 +19857 ' FCC' 4 +19858 ' FDA' 4 +19859 ' FFT' 4 +19860 ' FIF' 4 +19861 ' FIG' 4 +19862 ' FIL' 4 +19863 ' FIN' 4 +19864 ' FIR' 4 +19865 ' FIT' 4 +19866 ' FIX' 4 +19867 ' FOR' 4 +19868 ' FOX' 4 +19869 ' FPS' 4 +19870 ' FTP' 4 +19871 ' FUN' 4 +19872 ' Fab' 4 +19873 ' Fac' 4 +19874 ' Fah' 4 +19875 ' Fal' 4 +19876 ' Fam' 4 +19877 ' Fan' 4 +19878 ' Far' 4 +19879 ' Fas' 4 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Gab' 4 +19943 ' Gad' 4 +19944 ' Gal' 4 +19945 ' Gam' 4 +19946 ' Gan' 4 +19947 ' Gap' 4 +19948 ' Gar' 4 +19949 ' Gas' 4 +19950 ' Gat' 4 +19951 ' Gay' 4 +19952 ' Gaz' 4 +19953 ' GeV' 4 +19954 ' Geb' 4 +19955 ' Ged' 4 +19956 ' Geg' 4 +19957 ' Gel' 4 +19958 ' Gem' 4 +19959 ' Gen' 4 +19960 ' Geo' 4 +19961 ' Ger' 4 +19962 ' Ges' 4 +19963 ' Get' 4 +19964 ' Gew' 4 +19965 ' Gib' 4 +19966 ' Gig' 4 +19967 ' Gil' 4 +19968 ' Gin' 4 +19969 ' Gir' 4 +19970 ' Git' 4 +19971 ' Gle' 4 +19972 ' Gly' 4 +19973 ' Gob' 4 +19974 ' God' 4 +19975 ' Gol' 4 +19976 ' Gon' 4 +19977 ' Gor' 4 +19978 ' Gos' 4 +19979 ' Got' 4 +19980 ' Gov' 4 +19981 ' Gow' 4 +19982 ' Gra' 4 +19983 ' Gre' 4 +19984 ' Gri' 4 +19985 ' Gro' 4 +19986 ' Gru' 4 +19987 ' Gtk' 4 +19988 ' Gul' 4 +19989 ' Gum' 4 +19990 ' Gun' 4 +19991 ' Gur' 4 +19992 ' Gus' 4 +19993 ' Gut' 4 +19994 ' Guy' 4 +19995 ' Gym' 4 +19996 ' Gä' 4 +19997 ' Gé' 4 +19998 ' Gó' 4 +19999 ' Gö' 4 +20000 ' Gü' 4 +20001 ' HAL' 4 +20002 ' HAR' 4 +20003 ' HAS' 4 +20004 ' HBO' 4 +20005 ' HEL' 4 +20006 ' HER' 4 +20007 ' HIS' 4 +20008 ' HIV' 4 +20009 ' HMS' 4 +20010 ' HOW' 4 +20011 ' HPV' 4 +20012 ' HTC' 4 +20013 ' Hab' 4 +20014 ' Had' 4 +20015 ' Hag' 4 +20016 ' Hai' 4 +20017 ' Haj' 4 +20018 ' Hak' 4 +20019 ' Hal' 4 +20020 ' Ham' 4 +20021 ' Han' 4 +20022 ' Har' 4 +20023 ' Has' 4 +20024 ' Hat' 4 +20025 ' Hav' 4 +20026 ' Haw' 4 +20027 ' Hay' 4 +20028 ' Haz' 4 +20029 ' Heb' 4 +20030 ' Hed' 4 +20031 ' Hel' 4 +20032 ' Hem' 4 +20033 ' Hen' 4 +20034 ' Hep' 4 +20035 ' Her' 4 +20036 ' Het' 4 +20037 ' Hew' 4 +20038 ' Hex' 4 +20039 ' Hey' 4 +20040 ' Hib' 4 +20041 ' Hig' 4 +20042 ' Hij' 4 +20043 ' Hil' 4 +20044 ' Him' 4 +20045 ' Hin' 4 +20046 ' Hip' 4 +20047 ' Hir' 4 +20048 ' His' 4 +20049 ' Hit' 4 +20050 ' Hmm' 4 +20051 ' Hob' 4 +20052 ' Hod' 4 +20053 ' Hof' 4 +20054 ' Hog' 4 +20055 ' Hol' 4 +20056 ' Hom' 4 +20057 ' Hon' 4 +20058 ' Hop' 4 +20059 ' Hor' 4 +20060 ' Hos' 4 +20061 ' Hot' 4 +20062 ' Hou' 4 +20063 ' How' 4 +20064 ' Hoy' 4 +20065 ' Hua' 4 +20066 ' Hub' 4 +20067 ' Hud' 4 +20068 ' Hug' 4 +20069 ' Hum' 4 +20070 ' Hun' 4 +20071 ' Hur' 4 +20072 ' Hus' 4 +20073 ' Hut' 4 +20074 ' Hyp' 4 +20075 ' Hä' 4 +20076 ' Hö' 4 +20077 ' IBM' 4 +20078 ' ICC' 4 +20079 ' ICE' 4 +20080 ' ICO' 4 +20081 ' ICT' 4 +20082 ' ICU' 4 +20083 ' IDE' 4 +20084 ' IDs' 4 +20085 ' III' 4 +20086 ' IIS' 4 +20087 ' IMF' 4 +20088 ' IMP' 4 +20089 ' INC' 4 +20090 ' IND' 4 +20091 ' INF' 4 +20092 ' INS' 4 +20093 ' INT' 4 +20094 ' IPA' 4 +20095 ' IPO' 4 +20096 ' IPS' 4 +20097 ' IPv' 4 +20098 ' IRA' 4 +20099 ' IRC' 4 +20100 ' IRS' 4 +20101 ' ISO' 4 +20102 ' ISP' 4 +20103 ' ISS' 4 +20104 ' ITE' 4 +20105 ' ITS' 4 +20106 ' Ian' 4 +20107 ' Ice' 4 +20108 ' Ich' 4 +20109 ' Ide' 4 +20110 ' Ign' 4 +20111 ' Ill' 4 +20112 ' Ils' 4 +20113 ' Imm' 4 +20114 ' Imp' 4 +20115 ' Inc' 4 +20116 ' Ind' 4 +20117 ' Inf' 4 +20118 ' Ing' 4 +20119 ' Ink' 4 +20120 ' Inn' 4 +20121 ' Ins' 4 +20122 ' Int' 4 +20123 ' Inv' 4 +20124 ' IoT' 4 +20125 ' Ion' 4 +20126 ' Ips' 4 +20127 ' Ira' 4 +20128 ' Isa' 4 +20129 ' Ish' 4 +20130 ' Isl' 4 +20131 ' Isn' 4 +20132 ' Iss' 4 +20133 ' Ist' 4 +20134 ' Its' 4 +20135 ' Ivy' 4 +20136 ' JVM' 4 +20137 ' Jab' 4 +20138 ' Jac' 4 +20139 ' Jag' 4 +20140 ' Jah' 4 +20141 ' Jak' 4 +20142 ' Jal' 4 +20143 ' Jam' 4 +20144 ' Jan' 4 +20145 ' Jar' 4 +20146 ' Jas' 4 +20147 ' Jaw' 4 +20148 ' Jay' 4 +20149 ' Jed' 4 +20150 ' Jen' 4 +20151 ' Jer' 4 +20152 ' Jes' 4 +20153 ' Jet' 4 +20154 ' Jew' 4 +20155 ' Jim' 4 +20156 ' Jin' 4 +20157 ' Job' 4 +20158 ' Joe' 4 +20159 ' Joh' 4 +20160 ' Jon' 4 +20161 ' Jos' 4 +20162 ' Joy' 4 +20163 ' Jub' 4 +20164 ' Jud' 4 +20165 ' Jug' 4 +20166 ' Jul' 4 +20167 ' Jun' 4 +20168 ' Jur' 4 +20169 ' Já' 4 +20170 ' Jó' 4 +20171 ' KDE' 4 +20172 ' KEY' 4 +20173 ' Kab' 4 +20174 ' Kad' 4 +20175 ' Kag' 4 +20176 ' Kah' 4 +20177 ' Kai' 4 +20178 ' Kak' 4 +20179 ' Kal' 4 +20180 ' Kam' 4 +20181 ' Kan' 4 +20182 ' Kap' 4 +20183 ' Kar' 4 +20184 ' Kas' 4 +20185 ' Kat' 4 +20186 ' Kaw' 4 +20187 ' Kay' 4 +20188 ' Kaz' 4 +20189 ' Kel' 4 +20190 ' Kem' 4 +20191 ' Ken' 4 +20192 ' Ker' 4 +20193 ' Kes' 4 +20194 ' Ket' 4 +20195 ' Key' 4 +20196 ' Kid' 4 +20197 ' Kil' 4 +20198 ' Kim' 4 +20199 ' Kin' 4 +20200 ' Kir' 4 +20201 ' Kit' 4 +20202 ' Kle' 4 +20203 ' Kob' 4 +20204 ' Kod' 4 +20205 ' Koh' 4 +20206 ' Kok' 4 +20207 ' Kol' 4 +20208 ' Kom' 4 +20209 ' Kon' 4 +20210 ' Kop' 4 +20211 ' Kor' 4 +20212 ' Kos' 4 +20213 ' Kot' 4 +20214 ' Kou' 4 +20215 ' Kov' 4 +20216 ' Kra' 4 +20217 ' Kre' 4 +20218 ' Kro' 4 +20219 ' Kub' 4 +20220 ' Kul' 4 +20221 ' Kum' 4 +20222 ' Kun' 4 +20223 ' Kur' 4 +20224 ' Kut' 4 +20225 ' Kö' 4 +20226 ' Kü' 4 +20227 ' LAB' 4 +20228 ' LAN' 4 +20229 ' LAP' 4 +20230 ' LAS' 4 +20231 ' LAT' 4 +20232 ' LAW' 4 +20233 ' LCD' 4 +20234 ' LDL' 4 +20235 ' LED' 4 +20236 ' LEG' 4 +20237 ' LET' 4 +20238 ' LIB' 4 +20239 ' LIM' 4 +20240 ' LIN' 4 +20241 ' LLC' 4 +20242 ' LLP' 4 +20243 ' LOC' 4 +20244 ' LOG' 4 +20245 ' LOL' 4 +20246 ' LOS' 4 +20247 ' LOT' 4 +20248 ' LPS' 4 +20249 ' LSD' 4 +20250 ' LTE' 4 +20251 ' Lab' 4 +20252 ' Lac' 4 +20253 ' Lad' 4 +20254 ' Laf' 4 +20255 ' Lag' 4 +20256 ' Lah' 4 +20257 ' Lak' 4 +20258 ' Lal' 4 +20259 ' Lam' 4 +20260 ' Lan' 4 +20261 ' Lap' 4 +20262 ' Lar' 4 +20263 ' Las' 4 +20264 ' Lat' 4 +20265 ' Lau' 4 +20266 ' Lav' 4 +20267 ' Law' 4 +20268 ' Lay' 4 +20269 ' Laz' 4 +20270 ' Leb' 4 +20271 ' Lec' 4 +20272 ' Led' 4 +20273 ' Lee' 4 +20274 ' Leg' 4 +20275 ' Leh' 4 +20276 ' Lei' 4 +20277 ' Lem' 4 +20278 ' Len' 4 +20279 ' Leo' 4 +20280 ' Ler' 4 +20281 ' Les' 4 +20282 ' Let' 4 +20283 ' Lev' 4 +20284 ' Lew' 4 +20285 ' Lex' 4 +20286 ' Ley' 4 +20287 ' Lia' 4 +20288 ' Lib' 4 +20289 ' Lic' 4 +20290 ' Lid' 4 +20291 ' Lie' 4 +20292 ' Lif' 4 +20293 ' Lig' 4 +20294 ' Lik' 4 +20295 ' Lil' 4 +20296 ' Lim' 4 +20297 ' Lin' 4 +20298 ' Lip' 4 +20299 ' Lis' 4 +20300 ' Lit' 4 +20301 ' Liu' 4 +20302 ' Liv' 4 +20303 ' Liz' 4 +20304 ' Lob' 4 +20305 ' Loc' 4 +20306 ' Log' 4 +20307 ' Lok' 4 +20308 ' Lon' 4 +20309 ' Lor' 4 +20310 ' Los' 4 +20311 ' Lot' 4 +20312 ' Lou' 4 +20313 ' Lov' 4 +20314 ' Low' 4 +20315 ' Ltd' 4 +20316 ' Lua' 4 +20317 ' Lub' 4 +20318 ' Luc' 4 +20319 ' Lud' 4 +20320 ' Lug' 4 +20321 ' Luk' 4 +20322 ' Lum' 4 +20323 ' Lun' 4 +20324 ' Lup' 4 +20325 ' Lux' 4 +20326 ' Lyn' 4 +20327 ' Lys' 4 +20328 ' Lé' 4 +20329 ' Lö' 4 +20330 ' Lü' 4 +20331 ' MAC' 4 +20332 ' MAG' 4 +20333 ' MAL' 4 +20334 ' MAN' 4 +20335 ' MAP' 4 +20336 ' MAR' 4 +20337 ' MAS' 4 +20338 ' MAT' 4 +20339 ' MAX' 4 +20340 ' MAY' 4 +20341 ' MBA' 4 +20342 ' MED' 4 +20343 ' MEM' 4 +20344 ' MEN' 4 +20345 ' MEP' 4 +20346 ' MER' 4 +20347 ' MET' 4 +20348 ' MHz' 4 +20349 ' MIC' 4 +20350 ' MID' 4 +20351 ' MIL' 4 +20352 ' MIN' 4 +20353 ' MIS' 4 +20354 ' MIT' 4 +20355 ' MLB' 4 +20356 ' MLP' 4 +20357 ' MLS' 4 +20358 ' MMA' 4 +20359 ' MMP' 4 +20360 ' MOD' 4 +20361 ' MON' 4 +20362 ' MOR' 4 +20363 ' MOS' 4 +20364 ' MOT' 4 +20365 ' MPI' 4 +20366 ' MPs' 4 +20367 ' MRI' 4 +20368 ' MSC' 4 +20369 ' MSE' 4 +20370 ' MSG' 4 +20371 ' MSM' 4 +20372 ' MTV' 4 +20373 ' MUS' 4 +20374 ' MVC' 4 +20375 ' MVP' 4 +20376 ' Mac' 4 +20377 ' Mad' 4 +20378 ' Mae' 4 +20379 ' Mag' 4 +20380 ' Mah' 4 +20381 ' Mai' 4 +20382 ' Maj' 4 +20383 ' Mak' 4 +20384 ' Mal' 4 +20385 ' Mam' 4 +20386 ' Man' 4 +20387 ' Mao' 4 +20388 ' Map' 4 +20389 ' Mar' 4 +20390 ' Mas' 4 +20391 ' Mat' 4 +20392 ' Mau' 4 +20393 ' Max' 4 +20394 ' May' 4 +20395 ' Maz' 4 +20396 ' McC' 4 +20397 ' McD' 4 +20398 ' McG' 4 +20399 ' McK' 4 +20400 ' McL' 4 +20401 ' McN' 4 +20402 ' MeV' 4 +20403 ' Med' 4 +20404 ' Meg' 4 +20405 ' Meh' 4 +20406 ' Mei' 4 +20407 ' Mel' 4 +20408 ' Mem' 4 +20409 ' Men' 4 +20410 ' Mer' 4 +20411 ' Mes' 4 +20412 ' Met' 4 +20413 ' Mex' 4 +20414 ' Mey' 4 +20415 ' Mia' 4 +20416 ' Mic' 4 +20417 ' Mid' 4 +20418 ' Mig' 4 +20419 ' Mik' 4 +20420 ' Mil' 4 +20421 ' Mim' 4 +20422 ' Min' 4 +20423 ' Mir' 4 +20424 ' Mis' 4 +20425 ' Mit' 4 +20426 ' Mix' 4 +20427 ' Miy' 4 +20428 ' Miz' 4 +20429 ' Mob' 4 +20430 ' Mod' 4 +20431 ' Mog' 4 +20432 ' Moh' 4 +20433 ' Mol' 4 +20434 ' Mom' 4 +20435 ' Mon' 4 +20436 ' Mor' 4 +20437 ' Mos' 4 +20438 ' Mot' 4 +20439 ' Mou' 4 +20440 ' Mov' 4 +20441 ' Moy' 4 +20442 ' Moz' 4 +20443 ' Mrs' 4 +20444 ' Msg' 4 +20445 ' Mud' 4 +20446 ' Mug' 4 +20447 ' Muk' 4 +20448 ' Mul' 4 +20449 ' Mum' 4 +20450 ' Mun' 4 +20451 ' Mur' 4 +20452 ' Mus' 4 +20453 ' Mut' 4 +20454 ' Mys' 4 +20455 ' Mé' 4 +20456 ' Mö' 4 +20457 ' Mü' 4 +20458 ' NAD' 4 +20459 ' NAS' 4 +20460 ' NAT' 4 +20461 ' NBA' 4 +20462 ' NBC' 4 +20463 ' NEC' 4 +20464 ' NET' 4 +20465 ' NEW' 4 +20466 ' NFC' 4 +20467 ' NFL' 4 +20468 ' NGC' 4 +20469 ' NGO' 4 +20470 ' NHL' 4 +20471 ' NHS' 4 +20472 ' NIC' 4 +20473 ' NIH' 4 +20474 ' NON' 4 +20475 ' NOR' 4 +20476 ' NOT' 4 +20477 ' NOW' 4 +20478 ' NPC' 4 +20479 ' NPR' 4 +20480 ' NRA' 4 +20481 ' NSA' 4 +20482 ' NSW' 4 +20483 ' NUM' 4 +20484 ' NYC' 4 +20485 ' NaN' 4 +20486 ' Nab' 4 +20487 ' Nad' 4 +20488 ' Nag' 4 +20489 ' Nah' 4 +20490 ' Naj' 4 +20491 ' Nak' 4 +20492 ' Nam' 4 +20493 ' Nan' 4 +20494 ' Nap' 4 +20495 ' Nar' 4 +20496 ' Nas' 4 +20497 ' Nat' 4 +20498 ' Nav' 4 +20499 ' Naz' 4 +20500 ' Neb' 4 +20501 ' Nec' 4 +20502 ' Ned' 4 +20503 ' Neg' 4 +20504 ' Nel' 4 +20505 ' Nem' 4 +20506 ' Neo' 4 +20507 ' Nep' 4 +20508 ' Ner' 4 +20509 ' Net' 4 +20510 ' Neu' 4 +20511 ' Nev' 4 +20512 ' New' 4 +20513 ' Nex' 4 +20514 ' Nic' 4 +20515 ' Nie' 4 +20516 ' Nig' 4 +20517 ' Nik' 4 +20518 ' Nil' 4 +20519 ' Nim' 4 +20520 ' Nin' 4 +20521 ' Nit' 4 +20522 ' Nob' 4 +20523 ' Nom' 4 +20524 ' Non' 4 +20525 ' Nor' 4 +20526 ' Nos' 4 +20527 ' Not' 4 +20528 ' Nou' 4 +20529 ' Nov' 4 +20530 ' Now' 4 +20531 ' Nug' 4 +20532 ' Num' 4 +20533 ' Nun' 4 +20534 ' Nur' 4 +20535 ' Nut' 4 +20536 ' Nä' 4 +20537 ' Né' 4 +20538 ' OCD' 4 +20539 ' OCT' 4 +20540 ' OFF' 4 +20541 ' ONE' 4 +20542 ' OPT' 4 +20543 ' OUR' 4 +20544 ' OUT' 4 +20545 ' Oak' 4 +20546 ' Obj' 4 +20547 ' Obl' 4 +20548 ' Obs' 4 +20549 ' Occ' 4 +20550 ' Oct' 4 +20551 ' Odd' 4 +20552 ' Off' 4 +20553 ' Oil' 4 +20554 ' Old' 4 +20555 ' Ole' 4 +20556 ' One' 4 +20557 ' Ont' 4 +20558 ' Opp' 4 +20559 ' Ops' 4 +20560 ' Opt' 4 +20561 ' Orb' 4 +20562 ' Ord' 4 +20563 ' Ore' 4 +20564 ' Org' 4 +20565 ' Ori' 4 +20566 ' Orn' 4 +20567 ' Ort' 4 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Paw' 4 +20631 ' Pay' 4 +20632 ' Paz' 4 +20633 ' Pdf' 4 +20634 ' Pec' 4 +20635 ' Ped' 4 +20636 ' Peg' 4 +20637 ' Pel' 4 +20638 ' Pen' 4 +20639 ' Pep' 4 +20640 ' Per' 4 +20641 ' Pes' 4 +20642 ' Pet' 4 +20643 ' PhD' 4 +20644 ' Phi' 4 +20645 ' Pho' 4 +20646 ' Pic' 4 +20647 ' Pie' 4 +20648 ' Pig' 4 +20649 ' Pik' 4 +20650 ' Pil' 4 +20651 ' Pin' 4 +20652 ' Pip' 4 +20653 ' Pir' 4 +20654 ' Pis' 4 +20655 ' Pit' 4 +20656 ' Pix' 4 +20657 ' Ple' 4 +20658 ' Ply' 4 +20659 ' Pod' 4 +20660 ' Pok' 4 +20661 ' Pol' 4 +20662 ' Pom' 4 +20663 ' Pon' 4 +20664 ' Pop' 4 +20665 ' Por' 4 +20666 ' Pos' 4 +20667 ' Pot' 4 +20668 ' Pow' 4 +20669 ' Poz' 4 +20670 ' Pra' 4 +20671 ' Pre' 4 +20672 ' Pri' 4 +20673 ' Pro' 4 +20674 ' Psy' 4 +20675 ' Pub' 4 +20676 ' Pul' 4 +20677 ' Pun' 4 +20678 ' Pur' 4 +20679 ' Put' 4 +20680 ' Pé' 4 +20681 ' QUE' 4 +20682 ' Que' 4 +20683 ' Qui' 4 +20684 ' RAD' 4 +20685 ' RAF' 4 +20686 ' RAM' 4 +20687 ' RAW' 4 +20688 ' RBI' 4 +20689 ' REC' 4 +20690 ' RED' 4 +20691 ' REF' 4 +20692 ' REG' 4 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Rio' 4 +20756 ' Rip' 4 +20757 ' Ris' 4 +20758 ' Rit' 4 +20759 ' Riv' 4 +20760 ' Rob' 4 +20761 ' Roc' 4 +20762 ' Rod' 4 +20763 ' Rog' 4 +20764 ' Roh' 4 +20765 ' Rol' 4 +20766 ' Rom' 4 +20767 ' Ron' 4 +20768 ' Ros' 4 +20769 ' Rot' 4 +20770 ' Rou' 4 +20771 ' Row' 4 +20772 ' Rox' 4 +20773 ' Roy' 4 +20774 ' Rub' 4 +20775 ' Rud' 4 +20776 ' Rue' 4 +20777 ' Rug' 4 +20778 ' Rum' 4 +20779 ' Run' 4 +20780 ' Rus' 4 +20781 ' Rut' 4 +20782 ' Ré' 4 +20783 ' Rö' 4 +20784 ' SAF' 4 +20785 ' SAL' 4 +20786 ' SAM' 4 +20787 ' SAN' 4 +20788 ' SAP' 4 +20789 ' SAR' 4 +20790 ' SAS' 4 +20791 ' SAT' 4 +20792 ' SCH' 4 +20793 ' SCI' 4 +20794 ' SCM' 4 +20795 ' SCO' 4 +20796 ' SDK' 4 +20797 ' SDL' 4 +20798 ' SDS' 4 +20799 ' SEC' 4 +20800 ' SEE' 4 +20801 ' SEL' 4 +20802 ' SEM' 4 +20803 ' SEO' 4 +20804 ' SER' 4 +20805 ' SES' 4 +20806 ' SET' 4 +20807 ' SGD' 4 +20808 ' SHA' 4 +20809 ' SHE' 4 +20810 ' SHO' 4 +20811 ' SIG' 4 +20812 ' SIL' 4 +20813 ' SIM' 4 +20814 ' SIP' 4 +20815 ' SMB' 4 +20816 ' SMS' 4 +20817 ' SNP' 4 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Sew' 4 +20881 ' Sex' 4 +20882 ' Sey' 4 +20883 ' Sgt' 4 +20884 ' Sha' 4 +20885 ' She' 4 +20886 ' Shi' 4 +20887 ' Sho' 4 +20888 ' Sic' 4 +20889 ' Sid' 4 +20890 ' Sie' 4 +20891 ' Sig' 4 +20892 ' Sik' 4 +20893 ' Sil' 4 +20894 ' Sim' 4 +20895 ' Sin' 4 +20896 ' Sir' 4 +20897 ' Sit' 4 +20898 ' Six' 4 +20899 ' Ske' 4 +20900 ' Ski' 4 +20901 ' Sky' 4 +20902 ' Sob' 4 +20903 ' Soc' 4 +20904 ' Sof' 4 +20905 ' Sok' 4 +20906 ' Sol' 4 +20907 ' Som' 4 +20908 ' Son' 4 +20909 ' Sor' 4 +20910 ' Sou' 4 +20911 ' Sov' 4 +20912 ' Sox' 4 +20913 ' Soy' 4 +20914 ' Spa' 4 +20915 ' Spe' 4 +20916 ' Spl' 4 +20917 ' Spo' 4 +20918 ' Spr' 4 +20919 ' Spy' 4 +20920 ' Sql' 4 +20921 ' Squ' 4 +20922 ' Sri' 4 +20923 ' Sta' 4 +20924 ' Ste' 4 +20925 ' Sto' 4 +20926 ' Str' 4 +20927 ' Sty' 4 +20928 ' Sub' 4 +20929 ' Suc' 4 +20930 ' Sud' 4 +20931 ' Sue' 4 +20932 ' Sug' 4 +20933 ' Suk' 4 +20934 ' Sul' 4 +20935 ' Sum' 4 +20936 ' Sun' 4 +20937 ' Sup' 4 +20938 ' Sur' 4 +20939 ' Sus' 4 +20940 ' Suz' 4 +20941 ' Swe' 4 +20942 ' Syd' 4 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Til' 4 +21006 ' Tim' 4 +21007 ' Tin' 4 +21008 ' Tip' 4 +21009 ' Tir' 4 +21010 ' Tit' 4 +21011 ' Tob' 4 +21012 ' Tod' 4 +21013 ' Tok' 4 +21014 ' Tol' 4 +21015 ' Tom' 4 +21016 ' Ton' 4 +21017 ' Too' 4 +21018 ' Top' 4 +21019 ' Tor' 4 +21020 ' Tos' 4 +21021 ' Tot' 4 +21022 ' Tou' 4 +21023 ' Tow' 4 +21024 ' Toy' 4 +21025 ' Tra' 4 +21026 ' Tre' 4 +21027 ' Tri' 4 +21028 ' Tro' 4 +21029 ' Tru' 4 +21030 ' Try' 4 +21031 ' Tub' 4 +21032 ' Tuc' 4 +21033 ' Tud' 4 +21034 ' Tue' 4 +21035 ' Tul' 4 +21036 ' Tum' 4 +21037 ' Tun' 4 +21038 ' Tur' 4 +21039 ' Tus' 4 +21040 ' Tut' 4 +21041 ' Twe' 4 +21042 ' Two' 4 +21043 ' Typ' 4 +21044 ' Tyr' 4 +21045 ' UAE' 4 +21046 ' UDP' 4 +21047 ' UFC' 4 +21048 ' UFO' 4 +21049 ' UID' 4 +21050 ' UIT' 4 +21051 ' UPS' 4 +21052 ' URI' 4 +21053 ' URL' 4 +21054 ' USA' 4 +21055 ' USB' 4 +21056 ' USC' 4 +21057 ' USD' 4 +21058 ' USE' 4 +21059 ' USS' 4 +21060 ' UTC' 4 +21061 ' UTF' 4 +21062 ' Uhr' 4 +21063 ' Ult' 4 +21064 ' Una' 4 +21065 ' Und' 4 +21066 ' Une' 4 +21067 ' Ung' 4 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WIN' 4 +21131 ' WIT' 4 +21132 ' WOR' 4 +21133 ' WWE' 4 +21134 ' Wah' 4 +21135 ' Wak' 4 +21136 ' Wal' 4 +21137 ' Wan' 4 +21138 ' War' 4 +21139 ' Was' 4 +21140 ' Wat' 4 +21141 ' Way' 4 +21142 ' Web' 4 +21143 ' Wed' 4 +21144 ' Wei' 4 +21145 ' Wel' 4 +21146 ' Wen' 4 +21147 ' Wer' 4 +21148 ' Wes' 4 +21149 ' Wet' 4 +21150 ' Whe' 4 +21151 ' Who' 4 +21152 ' Why' 4 +21153 ' Wid' 4 +21154 ' Wie' 4 +21155 ' Wii' 4 +21156 ' Wik' 4 +21157 ' Wil' 4 +21158 ' Win' 4 +21159 ' Wir' 4 +21160 ' Wis' 4 +21161 ' Wit' 4 +21162 ' Wol' 4 +21163 ' Won' 4 +21164 ' Woo' 4 +21165 ' Wor' 4 +21166 ' Wow' 4 +21167 ' Wyn' 4 +21168 ' XII' 4 +21169 ' XIV' 4 +21170 ' XML' 4 +21171 ' XOR' 4 +21172 ' XVI' 4 +21173 ' XXX' 4 +21174 ' Xen' 4 +21175 ' Xia' 4 +21176 ' Xin' 4 +21177 ' Xml' 4 +21178 ' YES' 4 +21179 ' YOU' 4 +21180 ' Yad' 4 +21181 ' Yak' 4 +21182 ' Yam' 4 +21183 ' Yan' 4 +21184 ' Yao' 4 +21185 ' Yas' 4 +21186 ' Yes' 4 +21187 ' Yet' 4 +21188 ' Yin' 4 +21189 ' You' 4 +21190 ' Yuk' 4 +21191 ' Yun' 4 +21192 ' Yus' 4 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alk' 4 +21256 ' all' 4 +21257 ' als' 4 +21258 ' alt' 4 +21259 ' ama' 4 +21260 ' amb' 4 +21261 ' ami' 4 +21262 ' amp' 4 +21263 ' ana' 4 +21264 ' anc' 4 +21265 ' and' 4 +21266 ' ang' 4 +21267 ' ank' 4 +21268 ' ann' 4 +21269 ' ano' 4 +21270 ' ans' 4 +21271 ' ant' 4 +21272 ' anx' 4 +21273 ' any' 4 +21274 ' aos' 4 +21275 ' aph' 4 +21276 ' api' 4 +21277 ' apo' 4 +21278 ' app' 4 +21279 ' apr' 4 +21280 ' apt' 4 +21281 ' aqu' 4 +21282 ' ara' 4 +21283 ' arb' 4 +21284 ' arc' 4 +21285 ' ard' 4 +21286 ' are' 4 +21287 ' arg' 4 +21288 ' ark' 4 +21289 ' arm' 4 +21290 ' arr' 4 +21291 ' art' 4 +21292 ' asc' 4 +21293 ' ash' 4 +21294 ' asi' 4 +21295 ' ask' 4 +21296 ' asm' 4 +21297 ' asp' 4 +21298 ' ass' 4 +21299 ' ast' 4 +21300 ' ate' 4 +21301 ' ath' 4 +21302 ' atm' 4 +21303 ' att' 4 +21304 ' auc' 4 +21305 ' aud' 4 +21306 ' auf' 4 +21307 ' aug' 4 +21308 ' aur' 4 +21309 ' aus' 4 +21310 ' aut' 4 +21311 ' aux' 4 +21312 ' ave' 4 +21313 ' avg' 4 +21314 ' avo' 4 +21315 ' awa' 4 +21316 ' awe' 4 +21317 ' awk' 4 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bot' 4 +21381 ' bou' 4 +21382 ' bow' 4 +21383 ' box' 4 +21384 ' boy' 4 +21385 ' bra' 4 +21386 ' bre' 4 +21387 ' bri' 4 +21388 ' bro' 4 +21389 ' bru' 4 +21390 ' btn' 4 +21391 ' bub' 4 +21392 ' bud' 4 +21393 ' buf' 4 +21394 ' bug' 4 +21395 ' bul' 4 +21396 ' bum' 4 +21397 ' bun' 4 +21398 ' bur' 4 +21399 ' bus' 4 +21400 ' but' 4 +21401 ' buy' 4 +21402 ' bye' 4 +21403 ' bzw' 4 +21404 ' bä' 4 +21405 ' bé' 4 +21406 ' bý' 4 +21407 ' cab' 4 +21408 ' cac' 4 +21409 ' cad' 4 +21410 ' caf' 4 +21411 ' cal' 4 +21412 ' cam' 4 +21413 ' can' 4 +21414 ' cap' 4 +21415 ' car' 4 +21416 ' cas' 4 +21417 ' cat' 4 +21418 ' cav' 4 +21419 ' cel' 4 +21420 ' cen' 4 +21421 ' cep' 4 +21422 ' cer' 4 +21423 ' ces' 4 +21424 ' cet' 4 +21425 ' cfg' 4 +21426 ' cha' 4 +21427 ' che' 4 +21428 ' chi' 4 +21429 ' chk' 4 +21430 ' cho' 4 +21431 ' chr' 4 +21432 ' cic' 4 +21433 ' cid' 4 +21434 ' cig' 4 +21435 ' cin' 4 +21436 ' cir' 4 +21437 ' cis' 4 +21438 ' cit' 4 +21439 ' civ' 4 +21440 ' cla' 4 +21441 ' cle' 4 +21442 ' cli' 4 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5 +35949 'utter' 5 +35950 'utton' 5 +35951 'uture' 5 +35952 'uyên' 5 +35953 'uzzle' 5 +35954 'vable' 5 +35955 'valid' 5 +35956 'valor' 5 +35957 'value' 5 +35958 'varez' 5 +35959 'vault' 5 +35960 'vdots' 5 +35961 'velle' 5 +35962 'velop' 5 +35963 'venir' 5 +35964 'venth' 5 +35965 'vents' 5 +35966 'venue' 5 +35967 'verbs' 5 +35968 'verse' 5 +35969 'verte' 5 +35970 'verts' 5 +35971 'verty' 5 +35972 'vette' 5 +35973 'video' 5 +35974 'vider' 5 +35975 'vidia' 5 +35976 'views' 5 +35977 'villa' 5 +35978 'ville' 5 +35979 'vious' 5 +35980 'viron' 5 +35981 'virus' 5 +35982 'vised' 5 +35983 'visit' 5 +35984 'visor' 5 +35985 'vival' 5 +35986 'vocab' 5 +35987 'voice' 5 +35988 'votes' 5 +35989 'väst' 5 +35990 'wagen' 5 +35991 'walls' 5 +35992 'wards' 5 +35993 'wares' 5 +35994 'watch' 5 +35995 'water' 5 +35996 'waves' 5 +35997 'wedge' 5 +35998 'weeks' 5 +35999 'weets' 5 +36000 'weise' 5 +36001 'wheel' 5 +36002 'where' 5 +36003 'which' 5 +36004 'while' 5 +36005 'white' 5 +36006 'whole' 5 +36007 'whose' 5 +36008 'width' 5 +36009 'witch' 5 +36010 'wives' 5 +36011 'wiąz' 5 +36012 'woman' 5 +36013 'women' 5 +36014 'woods' 5 +36015 'words' 5 +36016 'works' 5 +36017 'world' 5 +36018 'worth' 5 +36019 'would' 5 +36020 'write' 5 +36021 'wrong' 5 +36022 'xhtml' 5 +36023 'xiety' 5 +36024 'xmlns' 5 +36025 'xpath' 5 +36026 'xture' 5 +36027 'xygen' 5 +36028 'yahoo' 5 +36029 'yards' 5 +36030 'ycler' 5 +36031 'years' 5 +36032 'yield' 5 +36033 'ylene' 5 +36034 'ylvan' 5 +36035 'ymbol' 5 +36036 'yntax' 5 +36037 'young' 5 +36038 'ystem' 5 +36039 'yster' 5 +36040 'ython' 5 +36041 'ytics' 5 +36042 'zeich' 5 +36043 'zeros' 5 +36044 'ział' 5 +36045 'zilla' 5 +36046 'zione' 5 +36047 'zsche' 5 +36048 '}}_{\\' 5 +36049 'ÇÃO' 5 +36050 'État' 5 +36051 'ában' 5 +36052 'ácil' 5 +36053 'ález' 5 +36054 'ális' 5 +36055 'álva' 5 +36056 'ámos' 5 +36057 'ának' 5 +36058 'ános' 5 +36059 'ání' 5 +36060 'ária' 5 +36061 'ário' 5 +36062 'ások' 5 +36063 'átum' 5 +36064 'ával' 5 +36065 'ável' 5 +36066 'ází' 5 +36067 'ână' 5 +36068 'âtre' 5 +36069 'äche' 5 +36070 'ächs' 5 +36071 'ächt' 5 +36072 'äger' 5 +36073 'ählt' 5 +36074 'äler' 5 +36075 'älle' 5 +36076 'ällt' 5 +36077 'ämä' 5 +36078 'ände' 5 +36079 'änge' 5 +36080 'ären' 5 +36081 'ässt' 5 +36082 'äter' 5 +36083 'ätte' 5 +36084 'ätze' 5 +36085 'äude' 5 +36086 'ään' 5 +36087 'ædia' 5 +36088 'çais' 5 +36089 'çois' 5 +36090 'çoit' 5 +36091 'ção' 5 +36092 'èces' 5 +36093 'èles' 5 +36094 'èmes' 5 +36095 'ènes' 5 +36096 'èque' 5 +36097 'ères' 5 +36098 'ètes' 5 +36099 'ètre' 5 +36100 'èves' 5 +36101 'ébec' 5 +36102 'ében' 5 +36103 'écur' 5 +36104 'éder' 5 +36105 'édia' 5 +36106 'édie' 5 +36107 'édé' 5 +36108 'élé' 5 +36109 'émet' 5 +36110 'émie' 5 +36111 'émon' 5 +36112 'ének' 5 +36113 'énez' 5 +36114 'énom' 5 +36115 'éné' 5 +36116 'éral' 5 +36117 'érer' 5 +36118 'érez' 5 +36119 'éric' 5 +36120 'érie' 5 +36121 'ério' 5 +36122 'éré' 5 +36123 'ésie' 5 +36124 'éső' 5 +36125 'état' 5 +36126 'éter' 5 +36127 'été' 5 +36128 'ével' 5 +36129 'êmes' 5 +36130 'êque' 5 +36131 'êtes' 5 +36132 'être' 5 +36133 'ícia' 5 +36134 'ício' 5 +36135 'ícul' 5 +36136 'ící' 5 +36137 'ígen' 5 +36138 'ília' 5 +36139 'ínez' 5 +36140 'íses' 5 +36141 'ível' 5 +36142 'ître' 5 +36143 'ñana' 5 +36144 'òria' 5 +36145 'ództ' 5 +36146 'ópez' 5 +36147 'ória' 5 +36148 'ório' 5 +36149 'ôtel' 5 +36150 'öder' 5 +36151 'önig' 5 +36152 'öße' 5 +36153 'úmer' 5 +36154 'über' 5 +36155 'ücke' 5 +36156 'ügel' 5 +36157 'ügen' 5 +36158 'ühle' 5 +36159 'ührt' 5 +36160 'üler' 5 +36161 'ület' 5 +36162 'ünst' 5 +36163 'ční' 5 +36164 'ędzy' 5 +36165 'ění' 5 +36166 'ılı' 5 +36167 'ında' 5 +36168 'ını' 5 +36169 'łoż' 5 +36170 'łuż' 5 +36171 'łów' 5 +36172 'ńczy' 5 +36173 'ńska' 5 +36174 'ński' 5 +36175 'ństw' 5 +36176 'ście' 5 +36177 'śnie' 5 +36178 'ště' 5 +36179 'ším' 5 +36180 'ướ' 5 +36181 'ườ' 5 +36182 'ưở' 5 +36183 'ượ' 5 +36184 'ảng' 5 +36185 'ằng' 5 +36186 'ịch' 5 +36187 'ống' 5 +36188 'ồng' 5 +36189 'ụng' 5 +36190 'ứng' 5 +36191 'ững' 5 +36192 '’il' 5 +36193 '’ll' 5 +36194 '’re' 5 +36195 '’ve' 5 +36196 '“No' 5 +36197 '”),' 5 +36198 '”).' 5 +36199 '…..' 5 +36200 '!",' 5 +36201 ':, + is_end_of_word: bool, + id: u16 +} + +impl TrieNode { + fn new() -> Self { + TrieNode { + children: HashMap::new(), + is_end_of_word: false, + id: 0 + } + } +} + +#[derive(Debug)] +pub(crate) struct Trie { + root: TrieNode, +} + +impl Trie { + pub(crate) fn new() -> Self { + Trie { + root: TrieNode::new(), + } + } + + pub(crate) fn insert(&mut self, word: String, id: u16) { + let mut node = &mut self.root; + for ch in word.chars() { + node = node.children.entry(ch).or_insert_with(TrieNode::new); + } + node.is_end_of_word = true; + node.id = id + } + + fn search_the_longest(&self, word: &str) -> (u16, u16) { + let mut node = &self.root; + let mut index = 0; + for ch in word.chars() { + if let Some(next_node) = node.children.get(&ch) { + node = next_node; + index += 1; + } else { + return (index, node.id); + } + } + (index, node.id) + } + + pub(crate) fn tokenize(&self, text: &str) -> Vec { + let mut vec: Vec = Vec::new(); + let mut index: usize = 0; + loop { + let result = self.search_the_longest(&text[index..]); + if result.0 != 0 { + vec.push(result.1.into()); + index += >::into(result.0); + } else { + return vec; + } + } + } +} \ No newline at end of file