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Delete src/response_parser.py
Browse files- src/response_parser.py +0 -200
src/response_parser.py
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from abc import ABCMeta, abstractmethod
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from functional import *
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class ChoiceStrategy(metaclass=ABCMeta):
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def __init__(self, choice):
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self.choice = choice
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self.delta = choice['delta']
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@abstractmethod
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def support(self):
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pass
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@abstractmethod
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def execute(self, bot_backend: BotBackend, history: List, whether_exit: bool):
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pass
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class RoleChoiceStrategy(ChoiceStrategy):
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def support(self):
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return 'role' in self.delta
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def execute(self, bot_backend: BotBackend, history: List, whether_exit: bool):
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bot_backend.set_assistant_role_name(assistant_role_name=self.delta['role'])
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return history, whether_exit
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class ContentChoiceStrategy(ChoiceStrategy):
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def support(self):
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return 'content' in self.delta and self.delta['content'] is not None
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def execute(self, bot_backend: BotBackend, history: List, whether_exit: bool):
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# null value of content often occur in function call:
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# {
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# "role": "assistant",
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# "content": null,
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# "function_call": {
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# "name": "python",
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# "arguments": ""
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# }
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# }
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bot_backend.add_content(content=self.delta.get('content', ''))
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history[-1][1] = bot_backend.content
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return history, whether_exit
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class NameFunctionCallChoiceStrategy(ChoiceStrategy):
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def support(self):
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return 'function_call' in self.delta and 'name' in self.delta['function_call']
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def execute(self, bot_backend: BotBackend, history: List, whether_exit: bool):
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function_dict = bot_backend.jupyter_kernel.available_functions
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bot_backend.set_function_name(function_name=self.delta['function_call']['name'])
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bot_backend.copy_current_bot_history(bot_history=history)
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if bot_backend.function_name not in function_dict:
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history.append(
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[
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None,
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f'GPT attempted to call a function that does '
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f'not exist: {bot_backend.function_name}\n '
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]
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)
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whether_exit = True
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return history, whether_exit
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class ArgumentsFunctionCallChoiceStrategy(ChoiceStrategy):
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def support(self):
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return 'function_call' in self.delta and 'arguments' in self.delta['function_call']
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def execute(self, bot_backend: BotBackend, history: List, whether_exit: bool):
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bot_backend.add_function_args_str(function_args_str=self.delta['function_call']['arguments'])
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if bot_backend.function_name == 'python': # handle hallucinatory function calls
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'''
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In practice, we have noticed that GPT, especially GPT-3.5, may occasionally produce hallucinatory
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function calls. These calls involve a non-existent function named `python` with arguments consisting
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solely of raw code text (not a JSON format).
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'''
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temp_code_str = bot_backend.function_args_str
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bot_backend.update_display_code_block(
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display_code_block="\n🔴Working:\n```python\n{}\n```".format(temp_code_str)
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)
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history = copy.deepcopy(bot_backend.bot_history)
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history[-1][1] += bot_backend.display_code_block
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else:
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temp_code_str = parse_json(function_args=bot_backend.function_args_str, finished=False)
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if temp_code_str is not None:
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bot_backend.update_display_code_block(
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display_code_block="\n🔴Working:\n```python\n{}\n```".format(
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temp_code_str
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)
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)
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history = copy.deepcopy(bot_backend.bot_history)
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history[-1][1] += bot_backend.display_code_block
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return history, whether_exit
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class FinishReasonChoiceStrategy(ChoiceStrategy):
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def support(self):
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return self.choice['finish_reason'] is not None
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def execute(self, bot_backend: BotBackend, history: List, whether_exit: bool):
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function_dict = bot_backend.jupyter_kernel.available_functions
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if bot_backend.content:
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bot_backend.add_gpt_response_content_message()
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bot_backend.update_finish_reason(finish_reason=self.choice['finish_reason'])
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if bot_backend.finish_reason == 'function_call':
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try:
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code_str = self.get_code_str(bot_backend)
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bot_backend.update_display_code_block(
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display_code_block="\n🟢Working:\n```python\n{}\n```".format(code_str)
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)
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history = copy.deepcopy(bot_backend.bot_history)
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history[-1][1] += bot_backend.display_code_block
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# function response
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text_to_gpt, content_to_display = function_dict[
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bot_backend.function_name
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](code_str)
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# add function call to conversion
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bot_backend.add_function_call_response_message(function_response=text_to_gpt, save_tokens=True)
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add_function_response_to_bot_history(
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content_to_display=content_to_display, history=history, unique_id=bot_backend.unique_id
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)
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except json.JSONDecodeError:
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history.append(
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[None, f"GPT generate wrong function args: {bot_backend.function_args_str}"]
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)
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whether_exit = True
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return history, whether_exit
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except Exception as e:
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history.append([None, f'Backend error: {e}'])
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whether_exit = True
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return history, whether_exit
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bot_backend.reset_gpt_response_log_values(exclude=['finish_reason'])
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return history, whether_exit
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@staticmethod
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def get_code_str(bot_backend):
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if bot_backend.function_name == 'python':
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code_str = bot_backend.function_args_str
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else:
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code_str = parse_json(function_args=bot_backend.function_args_str, finished=True)
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if code_str is None:
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raise json.JSONDecodeError
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return code_str
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class ChoiceHandler:
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strategies = [
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RoleChoiceStrategy, ContentChoiceStrategy, NameFunctionCallChoiceStrategy,
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ArgumentsFunctionCallChoiceStrategy, FinishReasonChoiceStrategy
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]
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def __init__(self, choice):
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self.choice = choice
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def handle(self, bot_backend: BotBackend, history: List, whether_exit: bool):
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for Strategy in self.strategies:
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strategy_instance = Strategy(choice=self.choice)
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if not strategy_instance.support():
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continue
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history, whether_exit = strategy_instance.execute(
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bot_backend=bot_backend,
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history=history,
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whether_exit=whether_exit
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)
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return history, whether_exit
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def parse_response(chunk, history, bot_backend: BotBackend):
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"""
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:return: history, whether_exit
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"""
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whether_exit = False
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if chunk['choices']:
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choice = chunk['choices'][0]
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choice_handler = ChoiceHandler(choice=choice)
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history, whether_exit = choice_handler.handle(
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history=history,
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bot_backend=bot_backend,
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whether_exit=whether_exit
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)
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return history, whether_exit
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