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add mg ser&deser
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parent
4db99b825a
commit
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16 changed files with 693 additions and 16 deletions
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@ -4,13 +4,13 @@
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import copy
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import pickle
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from typing import Dict, List
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from metagpt.actions.action_output import ActionOutput
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from metagpt.schema import Message
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from metagpt.actions.action import Action
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def actionoutout_schema_to_mapping(schema: Dict) -> Dict:
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def actionoutout_schema_to_mapping(schema: dict) -> dict:
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"""
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directly traverse the `properties` in the first level.
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schema structure likes
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@ -35,13 +35,47 @@ def actionoutout_schema_to_mapping(schema: Dict) -> Dict:
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if property["type"] == "string":
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mapping[field] = (str, ...)
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elif property["type"] == "array" and property["items"]["type"] == "string":
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mapping[field] = (List[str], ...)
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mapping[field] = (list[str], ...)
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elif property["type"] == "array" and property["items"]["type"] == "array":
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# here only consider the `List[List[str]]` situation
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mapping[field] = (List[List[str]], ...)
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# here only consider the `list[list[str]]` situation
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mapping[field] = (list[list[str]], ...)
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return mapping
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def actionoutput_mapping_to_str(mapping: dict) -> dict:
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new_mapping = {}
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for key, value in mapping.items():
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new_mapping[key] = str(value)
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return new_mapping
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def actionoutput_str_to_mapping(mapping: dict) -> dict:
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new_mapping = {}
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for key, value in mapping.items():
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if value == "(<class 'str'>, Ellipsis)":
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new_mapping[key] = (str, ...)
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else:
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new_mapping[key] = eval(value) # `"'(list[str], Ellipsis)"` to `(list[str], ...)`
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return new_mapping
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def serialize_general_message(message: Message) -> dict:
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""" serialize Message, not to save"""
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message_cp = copy.deepcopy(message)
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ic = message_cp.instruct_content
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if ic:
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# model create by pydantic create_model like `pydantic.main.prd`, can't pickle.dump directly
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schema = ic.schema()
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mapping = actionoutout_schema_to_mapping(schema)
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mapping = actionoutput_mapping_to_str(mapping)
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message_cp.instruct_content = {"class": schema["title"], "mapping": mapping, "value": ic.dict()}
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cb = message_cp.cause_by
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if cb:
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message_cp.cause_by = cb.ser_class()
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return message_cp.dict()
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def serialize_message(message: Message):
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message_cp = copy.deepcopy(message) # avoid `instruct_content` value update by reference
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ic = message_cp.instruct_content
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@ -56,6 +90,24 @@ def serialize_message(message: Message):
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return msg_ser
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def deserialize_general_message(message_dict: dict) -> Message:
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""" deserialize Message, not to load"""
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instruct_content = message_dict.pop("instruct_content")
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cause_by = message_dict.pop("cause_by")
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message = Message(**message_dict)
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if instruct_content:
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ic = instruct_content
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mapping = actionoutput_str_to_mapping(ic["mapping"])
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ic_obj = ActionOutput.create_model_class(class_name=ic["class"], mapping=mapping)
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ic_new = ic_obj(**ic["value"])
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message.instruct_content = ic_new
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if cause_by:
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message.cause_by = Action.deser_class(cause_by)
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return message
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def deserialize_message(message_ser: str) -> Message:
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message = pickle.loads(message_ser)
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if message.instruct_content:
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@ -3,7 +3,10 @@
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# @Desc :
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import typing
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from typing import Any
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import json
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from pathlib import Path
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import importlib
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from tenacity import _utils
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@ -20,3 +23,36 @@ def general_after_log(logger: "loguru.Logger", sec_format: str = "%0.3f") -> typ
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)
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return log_it
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def read_json_file(json_file: str, encoding=None) -> list[Any]:
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if not Path(json_file).exists():
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raise FileNotFoundError(f"json_file: {json_file} not exist, return []")
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with open(json_file, "r", encoding=encoding) as fin:
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try:
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data = json.load(fin)
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except Exception as exp:
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raise ValueError(f"read json file: {json_file} failed")
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return data
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def write_json_file(json_file: str, data: list, encoding=None):
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folder_path = Path(json_file).parent
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if not folder_path.exists():
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folder_path.mkdir(parents=True, exist_ok=True)
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with open(json_file, "w", encoding=encoding) as fout:
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json.dump(data, fout, ensure_ascii=False, indent=4)
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def import_class(class_name: str, module_name: str) -> type:
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module = importlib.import_module(module_name)
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a_class = getattr(module, class_name)
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return a_class
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def import_class_inst(class_name: str, module_name: str, *args, **kwargs) -> object:
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a_class = import_class(class_name, module_name)
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class_inst = a_class(*args, **kwargs)
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return class_inst
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