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ufal.nametag

The ufal.nametag is a Python binding to NameTag library <http://ufal.mff.cuni.cz/nametag>.

The bindings is a straightforward conversion of the C++ bindings API. Python >=3 is supported.

Wrapped C++ API

The C++ API being wrapped follows. For a API reference of the original C++ API, see <http://ufal.mff.cuni.cz/nametag/api-reference>.

Helper Structures
-----------------

  typedef vector<string> Forms;

  struct TokenRange {
    size_t start;
    size_t length;
  };
  typedef vector<TokenRange> TokenRanges;

  struct NamedEntity {
    size_t start;
    size_t length;
    string type;

    NamedEntity();
    NamedEntity(size_t start, size_t length, const string& type);
  };
  typedef vector<NamedEntity> NamedEntities;


Main Classes
------------

  class Version {
   public:
    unsigned major;
    unsigned minor;
    unsigned patch;
    string prerelease;

    static Version current();
  };

  class Tokenizer {
   public:
    virtual void setText(const char* text);
    virtual bool nextSentence(Forms* forms, TokenRanges* tokens);

    static Tokenizer* newVerticalTokenizer();
  };

  class Ner {
    static ner* load(const char* fname);

    virtual void recognize(Forms& forms, NamedEntities& entities) const;

    virtual void entityTypes(Forms& types) const;
    virtual void gazetteers(Forms& gazetteers, Ints& gazetteer_types) const;

    virtual Tokenizer* newTokenizer() const;
  };

Examples

run_ner

Simple example performing named entity recognition:

import sys

from ufal.nametag import *

def encode_entities(text):
  return text.replace('&', '&amp;').replace('<', '&lt;').replace('>', '&gt;').replace('"', '&quot;')

def sort_entities(entities):
  return sorted(entities, key=lambda entity: (entity.start, -entity.length))

# In Python2, wrap sys.stdin and sys.stdout to work with unicode.
if sys.version_info[0] < 3:
  import codecs
  import locale
  encoding = locale.getpreferredencoding()
  sys.stdin = codecs.getreader(encoding)(sys.stdin)
  sys.stdout = codecs.getwriter(encoding)(sys.stdout)

if len(sys.argv) == 1:
  sys.stderr.write('Usage: %s recognizer_model\n' % sys.argv[0])
  sys.exit(1)

sys.stderr.write('Loading ner: ')
ner = Ner.load(sys.argv[1])
if not ner:
  sys.stderr.write("Cannot load recognizer from file '%s'\n" % sys.argv[1])
  sys.exit(1)
sys.stderr.write('done\n')

forms = Forms()
tokens = TokenRanges()
entities = NamedEntities()
sortedEntities = []
openEntities = []
tokenizer = ner.newTokenizer()
if tokenizer is None:
  sys.stderr.write("No tokenizer is defined for the supplied model!")
  sys.exit(1)

not_eof = True
while not_eof:
  text = ''

  # Read block
  while True:
    line = sys.stdin.readline()
    not_eof = bool(line)
    if not not_eof: break
    line = line.rstrip('\r\n')
    text += line
    text += '\n';
    if not line: break

  # Tokenize and recognize
  tokenizer.setText(text)
  t = 0
  while tokenizer.nextSentence(forms, tokens):
    ner.recognize(forms, entities)
    sortedEntities = sort_entities(entities)

    # Write entities
    e = 0
    for i in range(len(tokens)):
      sys.stdout.write(encode_entities(text[t:tokens[i].start]))
      if (i == 0): sys.stdout.write("<sentence>")

      # Open entities starting at current token
      while (e < len(sortedEntities) and sortedEntities[e].start == i):
        sys.stdout.write('<ne type="%s">' % encode_entities(sortedEntities[e].type))
        openEntities.append(sortedEntities[e].start + sortedEntities[e].length - 1)
        e = e + 1

      # The token itself
      sys.stdout.write('<token>%s</token>' % encode_entities(text[tokens[i].start : tokens[i].start + tokens[i].length]))

      # Close entities ending after current token
      while openEntities and openEntities[-1] == i:
        sys.stdout.write('</ne>')
        openEntities.pop()
      if (i + 1 == len(tokens)): sys.stdout.write("</sentence>")
      t = tokens[i].start + tokens[i].length
  # Write rest of the text
  sys.stdout.write(encode_entities(text[t:]))

AUTHORS

Milan Straka <straka@ufal.mff.cuni.cz>

Jana Straková <strakova@ufal.mff.cuni.cz>

Metadata

Release files for ufal.nametag 1.2.1.1

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Files added late

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While project maintainers occasionally add legitimate files to an existing release, late additions can also indicate a security compromise.

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Source distribution (sdist)

Source distribution for ufal.nametag 1.2.1.1
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Built distributions (wheels)

Table of built distributions (wheels) for ufal.nametag 1.2.1.1
File
ufal.nametag-1.2.1.1-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
ufal.nametag-1.2.1.1-cp312-cp312-win32.whl CPython 3.12 CPython 3.12 Windows x86-32 Details
ufal.nametag-1.2.1.1-cp312-cp312-musllinux_1_1_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.1+ x86-64 Details
ufal.nametag-1.2.1.1-cp312-cp312-musllinux_1_1_i686.whl CPython 3.12 CPython 3.12 Linux musl 1.1+ x86-32 Details
ufal.nametag-1.2.1.1-cp312-cp312-musllinux_1_1_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.1+ ARM64 Details
ufal.nametag-1.2.1.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
ufal.nametag-1.2.1.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details
ufal.nametag-1.2.1.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
ufal.nametag-1.2.1.1-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
ufal.nametag-1.2.1.1-cp312-cp312-macosx_10_9_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.9+ x86-64 Details
ufal.nametag-1.2.1.1-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
ufal.nametag-1.2.1.1-cp311-cp311-win32.whl CPython 3.11 CPython 3.11 Windows x86-32 Details
ufal.nametag-1.2.1.1-cp311-cp311-musllinux_1_1_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.1+ x86-64 Details
ufal.nametag-1.2.1.1-cp311-cp311-musllinux_1_1_i686.whl CPython 3.11 CPython 3.11 Linux musl 1.1+ x86-32 Details
ufal.nametag-1.2.1.1-cp311-cp311-musllinux_1_1_aarch64.whl CPython 3.11 CPython 3.11 Linux musl 1.1+ ARM64 Details
ufal.nametag-1.2.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
ufal.nametag-1.2.1.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-32 Details
ufal.nametag-1.2.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
ufal.nametag-1.2.1.1-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
ufal.nametag-1.2.1.1-cp311-cp311-macosx_10_9_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.9+ x86-64 Details
ufal.nametag-1.2.1.1-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
ufal.nametag-1.2.1.1-cp310-cp310-win32.whl CPython 3.10 CPython 3.10 Windows x86-32 Details
ufal.nametag-1.2.1.1-cp310-cp310-musllinux_1_1_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.1+ x86-64 Details
ufal.nametag-1.2.1.1-cp310-cp310-musllinux_1_1_i686.whl CPython 3.10 CPython 3.10 Linux musl 1.1+ x86-32 Details
ufal.nametag-1.2.1.1-cp310-cp310-musllinux_1_1_aarch64.whl CPython 3.10 CPython 3.10 Linux musl 1.1+ ARM64 Details
ufal.nametag-1.2.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
ufal.nametag-1.2.1.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-32 Details
ufal.nametag-1.2.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
ufal.nametag-1.2.1.1-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
ufal.nametag-1.2.1.1-cp310-cp310-macosx_10_9_x86_64.whl CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details
ufal.nametag-1.2.1.1-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details
ufal.nametag-1.2.1.1-cp39-cp39-win32.whl CPython 3.9 CPython 3.9 Windows x86-32 Details
ufal.nametag-1.2.1.1-cp39-cp39-musllinux_1_1_x86_64.whl CPython 3.9 CPython 3.9 Linux musl 1.1+ x86-64 Details
ufal.nametag-1.2.1.1-cp39-cp39-musllinux_1_1_i686.whl CPython 3.9 CPython 3.9 Linux musl 1.1+ x86-32 Details
ufal.nametag-1.2.1.1-cp39-cp39-musllinux_1_1_aarch64.whl CPython 3.9 CPython 3.9 Linux musl 1.1+ ARM64 Details
ufal.nametag-1.2.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
ufal.nametag-1.2.1.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-32 Details
ufal.nametag-1.2.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64 Details
ufal.nametag-1.2.1.1-cp39-cp39-macosx_11_0_arm64.whl CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
ufal.nametag-1.2.1.1-cp39-cp39-macosx_10_9_x86_64.whl CPython 3.9 CPython 3.9 macOS 10.9+ x86-64 Details
ufal.nametag-1.2.1.1-cp38-cp38-win_amd64.whl CPython 3.8 CPython 3.8 Windows x86-64 Details
ufal.nametag-1.2.1.1-cp38-cp38-win32.whl CPython 3.8 CPython 3.8 Windows x86-32 Details
ufal.nametag-1.2.1.1-cp38-cp38-musllinux_1_1_x86_64.whl CPython 3.8 CPython 3.8 Linux musl 1.1+ x86-64 Details
ufal.nametag-1.2.1.1-cp38-cp38-musllinux_1_1_i686.whl CPython 3.8 CPython 3.8 Linux musl 1.1+ x86-32 Details
ufal.nametag-1.2.1.1-cp38-cp38-musllinux_1_1_aarch64.whl CPython 3.8 CPython 3.8 Linux musl 1.1+ ARM64 Details
ufal.nametag-1.2.1.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details
ufal.nametag-1.2.1.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-32 Details
ufal.nametag-1.2.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ ARM64 Details
ufal.nametag-1.2.1.1-cp38-cp38-macosx_11_0_arm64.whl CPython 3.8 CPython 3.8 macOS 11.0+ ARM64 Details
ufal.nametag-1.2.1.1-cp38-cp38-macosx_10_9_x86_64.whl CPython 3.8 CPython 3.8 macOS 10.9+ x86-64 Details
ufal.nametag-1.2.1.1-cp37-cp37m-win_amd64.whl CPython 3.7 CPython 3.7 pymalloc Windows x86-64 Details
ufal.nametag-1.2.1.1-cp37-cp37m-win32.whl CPython 3.7 CPython 3.7 pymalloc Windows x86-32 Details
ufal.nametag-1.2.1.1-cp37-cp37m-musllinux_1_1_x86_64.whl CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ x86-64 Details
ufal.nametag-1.2.1.1-cp37-cp37m-musllinux_1_1_i686.whl CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ x86-32 Details
ufal.nametag-1.2.1.1-cp37-cp37m-musllinux_1_1_aarch64.whl CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ ARM64 Details
ufal.nametag-1.2.1.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 Details
ufal.nametag-1.2.1.1-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-32 Details
ufal.nametag-1.2.1.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARM64 Details
ufal.nametag-1.2.1.1-cp37-cp37m-macosx_10_9_x86_64.whl CPython 3.7 CPython 3.7 pymalloc macOS 10.9+ x86-64 Details
ufal.nametag-1.2.1.1-cp36-cp36m-win_amd64.whl CPython 3.6 CPython 3.6 pymalloc Windows x86-64 Details
ufal.nametag-1.2.1.1-cp36-cp36m-win32.whl CPython 3.6 CPython 3.6 pymalloc Windows x86-32 Details
ufal.nametag-1.2.1.1-cp36-cp36m-musllinux_1_1_x86_64.whl CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ x86-64 Details
ufal.nametag-1.2.1.1-cp36-cp36m-musllinux_1_1_i686.whl CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ x86-32 Details
ufal.nametag-1.2.1.1-cp36-cp36m-musllinux_1_1_aarch64.whl CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ ARM64 Details
ufal.nametag-1.2.1.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-64 Details
ufal.nametag-1.2.1.1-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-32 Details
ufal.nametag-1.2.1.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ ARM64 Details
ufal.nametag-1.2.1.1-cp36-cp36m-macosx_10_9_x86_64.whl CPython 3.6 CPython 3.6 pymalloc macOS 10.9+ x86-64 Details

Total release size: 40.9 MB

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Release files / ufal.nametag-1.2.1.1-cp36-cp36m-macosx_10_9_x86_64.whl

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1.2.1.1 This release

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