# Path: turkish_morphology/analyze.py
# def _remove_proper_feature(human_readable: str) -> str:
# def surface_form(surface_form: str,
#                  use_proper_feature: Optional[bool] = True) -> List[str]:
# 
# Path: turkish_morphology/decompose.py
# _AFFIX_REGEX = re.compile(
#     # Derivation or inflection delimiter.
#     r"[\+-]"
#     # Meta-morpheme.
#     r"(?P<meta_morpheme>(?:[^\W\d_]|['\.])*?)"
#     # Feature category-value.
#     r"\[(?P<category>[A-z]+?)=(?P<value>[A-z0-9]+?)\]")
# _IG_REGEX = re.compile(
#     # Beginning of an inflectional group.
#     r"\("
#     r"(?:"
#     # Root form in first inflectional group.
#     r"(?P<root>.+?)"
#     # Part-of-speech tag of the first inflectional group.
#     r"\[(?P<root_pos>[A-Z\.,:\(\)\'\-\"`\$]+?)\]"
#     r"|"
#     # Part-of-speech tag of the derived inflectional group.
#     r"\[(?P<derivation_pos>[A-Z\.,:\(\)\'\-\"`\$]+?)\]"
#     # Derivational morpheme and feature.
#     r"(?P<derivation>-(?:[^\W\d_]|')+?\[[A-z]+?=[A-z]+?\])?"
#     r")"
#     # Inflectional morphemes and features.
#     r"(?P<inflections>(?:\+(?:[^\W\d_]|['\.])*?\[[A-z]+?=[A-z0-9]+?\])*)"
#     # End of an inflectional group.
#     r"\)"
#     # Optional Proper feature analysis.
#     r"(?:\+\[Proper=(?P<proper>True|False)\])?")
# class IllformedHumanReadableAnalysisError(Exception):
# def _make_affix(human_readable: str) -> List[_Affix]:
# def human_readable_analysis(human_readable: str) -> _Analysis:


import dataclasses
import glob
import itertools
import multiprocessing
from typing import Generator, Iterable, List, Tuple, Sequence, Set
from turkish_morphology import analyze
from turkish_morphology import decompose
from absl import app
from absl import flags
from absl import logging
          f" whitespace separated columns found but word form is expected"
          f" to be on the second column.")

    token = column[1]

    if token != "_":  # It's an inflectional group, not a word form.
      yield from token.split("_")

  def _read_tokens_from(path: str) -> Generator[str, None, None]:
    """Reads tokens from CoNLL data file that lives in the path."""
    logging.info(f"Reading tokens from '{path}'")

    with open(path, "r", encoding="utf-8") as reader:
      line_tokens = (_extract_tokens_from(line) for line in reader)
      yield from itertools.chain.from_iterable(line_tokens)

  paths = glob.iglob(f"{treebank_dir}/*.conll")
  file_tokens = (_read_tokens_from(p) for p in paths)
  tokens = list(itertools.chain.from_iterable(file_tokens))

  if not tokens:
    raise EvaluationError(
        f"No tokens found in treebank files that are under '{treebank_dir}'.")

  return tokens


def _gather_analyses(word_form: str) -> _AnalysisResult:
  """Gathers generated morphological analysis strings for a word form."""
  with_proper = analyze.surface_form(word_form)

# Path: turkish_morphology/analyze.py
# def _remove_proper_feature(human_readable: str) -> str:
# def surface_form(surface_form: str,
#                  use_proper_feature: Optional[bool] = True) -> List[str]:
# 
# Path: turkish_morphology/decompose.py
# _AFFIX_REGEX = re.compile(
#     # Derivation or inflection delimiter.
#     r"[\+-]"
#     # Meta-morpheme.
#     r"(?P<meta_morpheme>(?:[^\W\d_]|['\.])*?)"
#     # Feature category-value.
#     r"\[(?P<category>[A-z]+?)=(?P<value>[A-z0-9]+?)\]")
# _IG_REGEX = re.compile(
#     # Beginning of an inflectional group.
#     r"\("
#     r"(?:"
#     # Root form in first inflectional group.
#     r"(?P<root>.+?)"
#     # Part-of-speech tag of the first inflectional group.
#     r"\[(?P<root_pos>[A-Z\.,:\(\)\'\-\"`\$]+?)\]"
#     r"|"
#     # Part-of-speech tag of the derived inflectional group.
#     r"\[(?P<derivation_pos>[A-Z\.,:\(\)\'\-\"`\$]+?)\]"
#     # Derivational morpheme and feature.
#     r"(?P<derivation>-(?:[^\W\d_]|')+?\[[A-z]+?=[A-z]+?\])?"
#     r")"
#     # Inflectional morphemes and features.
#     r"(?P<inflections>(?:\+(?:[^\W\d_]|['\.])*?\[[A-z]+?=[A-z0-9]+?\])*)"
#     # End of an inflectional group.
#     r"\)"
#     # Optional Proper feature analysis.
#     r"(?:\+\[Proper=(?P<proper>True|False)\])?")
# class IllformedHumanReadableAnalysisError(Exception):
# def _make_affix(human_readable: str) -> List[_Affix]:
# def human_readable_analysis(human_readable: str) -> _Analysis:


# Path: scripts/evaluate_analyzer.py
import dataclasses
import glob
import itertools
import multiprocessing
from typing import Generator, Iterable, List, Tuple, Sequence, Set
from turkish_morphology import analyze
from turkish_morphology import decompose
from absl import app
from absl import flags
from absl import logging

          f" whitespace separated columns found but word form is expected"
          f" to be on the second column.")

    token = column[1]

    if token != "_":  # It's an inflectional group, not a word form.
      yield from token.split("_")

  def _read_tokens_from(path: str) -> Generator[str, None, None]:
    """Reads tokens from CoNLL data file that lives in the path."""
    logging.info(f"Reading tokens from '{path}'")

    with open(path, "r", encoding="utf-8") as reader:
      line_tokens = (_extract_tokens_from(line) for line in reader)
      yield from itertools.chain.from_iterable(line_tokens)

  paths = glob.iglob(f"{treebank_dir}/*.conll")
  file_tokens = (_read_tokens_from(p) for p in paths)
  tokens = list(itertools.chain.from_iterable(file_tokens))

  if not tokens:
    raise EvaluationError(
        f"No tokens found in treebank files that are under '{treebank_dir}'.")

  return tokens


def _gather_analyses(word_form: str) -> _AnalysisResult:
  """Gathers generated morphological analysis strings for a word form."""
  with_proper = analyze.surface_form(word_form)

  without_proper = analyze.surface_form(word_form, use_proper_feature=False)