verbalize_final.py 2.3 KB

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  1. import os
  2. import pynini
  3. from fun_text_processing.text_normalization.en.graph_utils import (
  4. GraphFst,
  5. delete_extra_space,
  6. delete_space,
  7. generator_main,
  8. )
  9. from fun_text_processing.text_normalization.en.verbalizers.word import WordFst
  10. from fun_text_processing.text_normalization.ru.verbalizers.verbalize import VerbalizeFst
  11. from pynini.lib import pynutil
  12. import logging
  13. class VerbalizeFinalFst(GraphFst):
  14. """
  15. Finite state transducer that verbalizes an entire sentence, e.g.
  16. tokens { name: "its" } tokens { time { hours: "12" minutes: "30" } } tokens { name: "now" } -> its 12:30 now
  17. Args:
  18. deterministic: if True will provide a single transduction option,
  19. for False multiple options (used for audio-based normalization)
  20. cache_dir: path to a dir with .far grammar file. Set to None to avoid using cache.
  21. overwrite_cache: set to True to overwrite .far files
  22. """
  23. def __init__(self, deterministic: bool = True, cache_dir: str = None, overwrite_cache: bool = False):
  24. super().__init__(name="verbalize_final", kind="verbalize", deterministic=deterministic)
  25. far_file = None
  26. if cache_dir is not None and cache_dir != "None":
  27. os.makedirs(cache_dir, exist_ok=True)
  28. far_file = os.path.join(cache_dir, f"ru_tn_{deterministic}_deterministic_verbalizer.far")
  29. if not overwrite_cache and far_file and os.path.exists(far_file):
  30. self.fst = pynini.Far(far_file, mode="r")["verbalize"]
  31. logging.info(f'VerbalizeFinalFst graph was restored from {far_file}.')
  32. else:
  33. verbalize = VerbalizeFst().fst
  34. word = WordFst().fst
  35. types = verbalize | word
  36. graph = (
  37. pynutil.delete("tokens")
  38. + delete_space
  39. + pynutil.delete("{")
  40. + delete_space
  41. + types
  42. + delete_space
  43. + pynutil.delete("}")
  44. )
  45. graph = delete_space + pynini.closure(graph + delete_extra_space) + graph + delete_space
  46. self.fst = graph.optimize()
  47. if far_file:
  48. generator_main(far_file, {"verbalize": self.fst})
  49. logging.info(f"VerbalizeFinalFst grammars are saved to {far_file}.")