from typing import Any import jsgf import argparse class Model(): def __init__(self): pass def __call__(self, prompt) -> Any: nlu = NLU() dst = DST() dp = DP() nlg = NLG() msg = prompt.lower() rama_nlu = nlu(msg) print(rama_nlu) rama_dst = dst(rama_nlu) rama_dp = dp(rama_dst) text = nlg(rama_dp) return text class NLU(): def __init__(self): pass def get_dialog_act(self, rule): slots = [] self.get_slots(rule.expansion, slots) return {'act': rule.grammar.name, 'slots': slots} def get_slots(self, expansion, slots): if expansion.tag != '': slots.append((expansion.tag, expansion.current_match)) return for child in expansion.children: self.get_slots(child, slots) if not expansion.children and isinstance(expansion, jsgf.NamedRuleRef): self.get_slots(expansion.referenced_rule.expansion, slots) def __call__(self, prompt) -> Any: book_grammar = jsgf.parse_grammar_file('book.jsgf') matched = book_grammar.find_matching_rules(prompt) if matched: return self.get_dialog_act(matched[0]) else: return {'act': 'null', 'slots': []} class DST(): def __init__(self): self.msgs = [] def __call__(self, msg) -> Any: self.msgs.append(msg) return msg class DP(): def __init__(self): pass def __call__(self, msg) -> Any: if "imie" in msg: return "imieMSG" else: return None class NLG(): def __init__(self): pass def __call__(self, msg) -> Any: if msg == "imieMSG": return "Mam na imie JARVIS" else: return "Nie rozumiem" if __name__ == "__main__": model = Model() parser = argparse.ArgumentParser() parser.add_argument("--msg") args = parser.parse_args() ans = model(prompt=args.msg) print(ans)