code: def tokenize_lines(
      lines: Iterable[str],
      *,
      version_info: PythonVersionInfo,
      indents: List[int] = None,
      start_pos: Tuple[int, int] = (1, 0),
      is_first_token=True,
  ) -> Iterator[PythonToken]:
      """
      A heavily modified Python standard library tokenizer.
  
      Additionally to the default information, yields also the prefix of each
      token. This idea comes from lib2to3. The prefix contains all information
      that is irrelevant for the parser like newlines in parentheses or comments.
      """
  
      def dedent_if_necessary(start):
          while start < indents[-1]:
              if start > indents[-2]:
                  yield PythonToken(ERROR_DEDENT, "", (lnum, start), "")
                  indents[-1] = start
                  break
              indents.pop()
              yield PythonToken(DEDENT, "", spos, "")
  
      (
          pseudo_token,
          single_quoted,
          triple_quoted,
          endpats,
          whitespace,
          fstring_pattern_map,
          always_break_tokens,
      ) = _get_token_collection(version_info)
      paren_level = 0  # count parentheses
      if indents is None:
          indents = [0]
      max_ = 0
      numchars = "0123456789"
      contstr = ""
      contline: str
      contstr_start: Tuple[int, int]
      endprog: Pattern
      # We start with a newline. This makes indent at the first position
      # possible. It's not valid Python, but still better than an INDENT in the
      # second line (and not in the first). This makes quite a few things in
      # Jedi's fast parser possible.
      new_line = True
      prefix = ""  # Should never be required, but here for safety
      additional_prefix = ""
      lnum = start_pos[0] - 1
      fstring_stack: List[FStringNode] = []
      for line in lines:  # loop over lines in stream
          lnum += 1
          pos = 0
          max_ = len(line)
          if is_first_token:
              if line.startswith(BOM_UTF8_STRING):
                  additional_prefix = BOM_UTF8_STRING
                  line = line[1:]
                  max_ = len(line)
  
              # Fake that the part before was already parsed.
              line = "^" * start_pos[1] + line
              pos = start_pos[1]
              max_ += start_pos[1]
  
              is_first_token = False
  
          if contstr:  # continued string
              endmatch = endprog.match(line)  # noqa: F821
              if endmatch:
                  pos = endmatch.end(0)
                  yield PythonToken(
                      STRING,
                      contstr + line[:pos],
                      contstr_start,
                      prefix,
                  )  # noqa: F821
                  contstr = ""
                  contline = ""
              else:
                  contstr = contstr + line
                  contline = contline + line
                  continue
  
          while pos < max_:
              if fstring_stack:
                  tos = fstring_stack[-1]
                  if not tos.is_in_expr():
                      string, pos = _find_fstring_string(
                          endpats, fstring_stack, line, lnum, pos
                      )
                      if string:
                          yield PythonToken(
                              FSTRING_STRING,
                              string,
                              tos.last_string_start_pos,
                              # Never has a prefix because it can start anywhere and
                              # include whitespace.
                              prefix="",
                          )
                          tos.previous_lines = ""
                          continue
                      if pos == max_:
                          break
  
                  rest = line[pos:]
                  (
                      fstring_end_token,
                      additional_prefix,
                      quote_length,
                  ) = _close_fstring_if_necessary(
                      fstring_stack,
                      rest,
                      lnum,
                      pos,
                      additional_prefix,
                  )
                  pos += quote_length
                  if fstring_end_token is not None:
                      yield fstring_end_token
                      continue
  
              # in an f-string, match until the end of the string
              if fstring_stack:
                  string_line = line
                  for fstring_stack_node in fstring_stack:
                      quote = fstring_stack_node.quote
                      end_match = endpats[quote].match(line, pos)
                      if end_match is not None:
                          end_match_string = end_match.group(0)
                          if len(end_match_string) - len(
                              quote
                          ) + pos < len(string_line):
                              string_line = (
                                  line[:pos]
                                  + end_match_string[: -len(quote)]
                              )
                  pseudomatch = pseudo_token.match(string_line, pos)
              else:
                  pseudomatch = pseudo_token.match(line, pos)
  
              if pseudomatch:
                  prefix = additional_prefix + pseudomatch.group(1)
                  additional_prefix = ""
                  start, pos = pseudomatch.span(2)
                  spos = (lnum, start)
                  token = pseudomatch.group(2)
                  if token == "":
                      assert prefix
                      additional_prefix = prefix
                      # This means that we have a line with whitespace/comments at
                      # the end, which just results in an endmarker.
                      break
                  initial = token[0]
              else:
                  match = whitespace.match(line, pos)
                  initial = line[match.end()]
                  start = match.end()
                  spos = (lnum, start)
  
              if (
                  new_line
                  and initial not in "\r\n#"
                  and (initial != "\\" or pseudomatch is None)
              ):
                  new_line = False
                  if paren_level == 0 and not fstring_stack:
                      indent_start = start
                      if indent_start > indents[-1]:
                          yield PythonToken(INDENT, "", spos, "")
                          indents.append(indent_start)
                      yield from dedent_if_necessary(indent_start)
  
              if not pseudomatch:  # scan for tokens
                  match = whitespace.match(line, pos)
                  if (
                      new_line
                      and paren_level == 0
                      and not fstring_stack
                  ):
                      yield from dedent_if_necessary(match.end())
                  pos = match.end()
                  new_line = False
                  yield PythonToken(
                      ERRORTOKEN,
                      line[pos],
                      (lnum, pos),
                      additional_prefix + match.group(0),
                  )
                  additional_prefix = ""
                  pos += 1
                  continue
  
              if initial in numchars or (  # ordinary number
                  initial == "." and token != "." and token != "..."
              ):
                  yield PythonToken(NUMBER, token, spos, prefix)
              elif pseudomatch.group(3) is not None:  # ordinary name
                  if token in always_break_tokens and (
                      fstring_stack or paren_level
                  ):
                      fstring_stack[:] = []
                      paren_level = 0
                      # We only want to dedent if the token is on a new line.
                      m = re.match(r"[ \f\t]*$", line[:start])
                      if m is not None:
                          yield from dedent_if_necessary(m.end())
                  if token.isidentifier():
                      yield PythonToken(NAME, token, spos, prefix)
                  else:
                      yield from _split_illegal_unicode_name(
                          token, spos, prefix
                      )
              elif initial in "\r\n":
                  if any(
                      not f.allow_multiline() for f in fstring_stack
                  ):
                      fstring_stack.clear()
  
                  if (
                      not new_line
                      and paren_level == 0
                      and not fstring_stack
                  ):
                      yield PythonToken(NEWLINE, token, spos, prefix)
                  else:
                      additional_prefix = prefix + token
                  new_line = True
              elif initial == "#":  # Comments
                  assert not token.endswith(
                      "\n"
                  ) and not token.endswith("\r")
                  if fstring_stack and fstring_stack[-1].is_in_expr():
                      # `#` is not allowed in f-string expressions
                      yield PythonToken(
                          ERRORTOKEN, initial, spos, prefix
                      )
                      pos = start + 1
                  else:
                      additional_prefix = prefix + token
              elif token in triple_quoted:
                  endprog = endpats[token]
                  endmatch = endprog.match(line, pos)
                  if endmatch:  # all on one line
                      pos = endmatch.end(0)
                      token = line[start:pos]
                      yield PythonToken(STRING, token, spos, prefix)
                  else:
                      contstr_start = spos  # multiple lines
                      contstr = line[start:]
                      contline = line
                      break
  
              # Check up to the first 3 chars of the token to see if
              #  they're in the single_quoted set. If so, they start
              #  a string.
              # We're using the first 3, because we're looking for
              #  "rb'" (for example) at the start of the token. If
              #  we switch to longer prefixes, this needs to be
              #  adjusted.
              # Note that initial == token[:1].
              # Also note that single quote checking must come after
              #  triple quote checking (above).
              elif (
                  initial in single_quoted
                  or token[:2] in single_quoted
                  or token[:3] in single_quoted
              ):
                  if token[-1] in "\r\n":  # continued string
                      # This means that a single quoted string ends with a
                      # backslash and is continued.
                      contstr_start = lnum, start
                      endprog = (
                          endpats.get(initial)
                          or endpats.get(token[1])
                          or endpats.get(token[2])
                      )
                      contstr = line[start:]
                      contline = line
                      break
                  else:  # ordinary string
                      yield PythonToken(STRING, token, spos, prefix)
              elif (
                  token in fstring_pattern_map
              ):  # The start of an fstring.
                  fstring_stack.append(
                      FStringNode(fstring_pattern_map[token])
                  )
                  yield PythonToken(FSTRING_START, token, spos, prefix)
              elif initial == "\\" and line[start:] in (
                  "\\\n",
                  "\\\r\n",
                  "\\\r",
              ):  # continued stmt
                  additional_prefix += prefix + line[start:]
                  break
              else:
                  if token in "([{":
                      if fstring_stack:
                          fstring_stack[-1].open_parentheses(token)
                      else:
                          paren_level += 1
                  elif token in ")]}":
                      if fstring_stack:
                          fstring_stack[-1].close_parentheses(token)
                      else:
                          if paren_level:
                              paren_level -= 1
                  elif (
                      token.startswith(":")
                      and fstring_stack
                      and fstring_stack[-1].parentheses_count
                      - fstring_stack[-1].format_spec_count
                      == 1
                  ):
                      # `:` and `:=` both count
                      fstring_stack[-1].format_spec_count += 1
                      token = ":"
                      pos = start + 1
  
                  yield PythonToken(OP, token, spos, prefix)
  
      if contstr:
          yield PythonToken(ERRORTOKEN, contstr, contstr_start, prefix)
          if contstr.endswith("\n") or contstr.endswith("\r"):
              new_line = True
  
      if fstring_stack:
          tos = fstring_stack[-1]
          if tos.previous_lines:
              yield PythonToken(
                  FSTRING_STRING,
                  tos.previous_lines,
                  tos.last_string_start_pos,
                  # Never has a prefix because it can start anywhere and
                  # include whitespace.
                  prefix="",
              )
  
      end_pos = lnum, max_
      # As the last position we just take the maximally possible position. We
      # remove -1 for the last new line.
      for indent in indents[1:]:
          indents.pop()
          yield PythonToken(DEDENT, "", end_pos, "")
      yield PythonToken(ENDMARKER, "", end_pos, additional_prefix)
  
imports: from __future__ import absolute_import
  import sys
  import re
  import itertools
  from codecs import BOM_UTF8
  from typing import NamedTuple, Tuple, Iterator, Iterable, List, Dict, Pattern, Set
  from parso.python.token import PythonTokenTypes
  from parso.utils import split_lines, PythonVersionInfo, parse_version_string
label_desc: Use image node_id 11 for calling a global function with example usage: tokenize_lines(lines) without return types