MaxKB/apps/application/flow/i_step_node.py

# coding=utf-8
"""
    @project: maxkb
    @Author：虎
    @file： i_step_node.py
    @date：2024/6/3 14:57
    @desc:
"""
import time
from abc import abstractmethod
from typing import Type, Dict, List

from django.db.models import QuerySet
from rest_framework import serializers

from application.models import ChatRecord
from application.models.api_key_model import ApplicationPublicAccessClient
from application.serializers.application_serializers import chat_cache
from common.constants.authentication_type import AuthenticationType
from common.field.common import InstanceField
from common.util.field_message import ErrMessage


def write_context(step_variable: Dict, global_variable: Dict, node, workflow):
    if step_variable is not None:
        for key in step_variable:
            node.context[key] = step_variable[key]
    if global_variable is not None:
        for key in global_variable:
            workflow.context[key] = global_variable[key]


class WorkFlowPostHandler:
    def __init__(self, chat_info, client_id, client_type):
        self.chat_info = chat_info
        self.client_id = client_id
        self.client_type = client_type

    def handler(self, chat_id,
                chat_record_id,
                answer,
                workflow):
        question = workflow.params['question']
        details = workflow.get_runtime_details()
        message_tokens = sum([row.get('message_tokens') for row in details.values() if 'message_tokens' in row])
        answer_tokens = sum([row.get('answer_tokens') for row in details.values() if 'answer_tokens' in row])
        chat_record = ChatRecord(id=chat_record_id,
                                 chat_id=chat_id,
                                 problem_text=question,
                                 answer_text=answer,
                                 details=details,
                                 message_tokens=message_tokens,
                                 answer_tokens=answer_tokens,
                                 run_time=time.time() - workflow.context['time'],
                                 index=0)
        self.chat_info.append_chat_record(chat_record, self.client_id)
        # 重新设置缓存
        chat_cache.set(chat_id,
                       self.chat_info, timeout=60 * 30)
        if self.client_type == AuthenticationType.APPLICATION_ACCESS_TOKEN.value:
            application_public_access_client = QuerySet(ApplicationPublicAccessClient).filter(id=self.client_id).first()
            if application_public_access_client is not None:
                application_public_access_client.access_num = application_public_access_client.access_num + 1
                application_public_access_client.intraday_access_num = application_public_access_client.intraday_access_num + 1
                application_public_access_client.save()


class NodeResult:
    def __init__(self, node_variable: Dict, workflow_variable: Dict, _to_response=None, _write_context=write_context):
        self._write_context = _write_context
        self.node_variable = node_variable
        self.workflow_variable = workflow_variable
        self._to_response = _to_response

    def write_context(self, node, workflow):
        self._write_context(self.node_variable, self.workflow_variable, node, workflow)

    def to_response(self, chat_id, chat_record_id, node, workflow, post_handler: WorkFlowPostHandler):
        return self._to_response(chat_id, chat_record_id, self.node_variable, self.workflow_variable, node, workflow,
                                 post_handler)

    def is_assertion_result(self):
        return 'branch_id' in self.node_variable


class ReferenceAddressSerializer(serializers.Serializer):
    node_id = serializers.CharField(required=True, error_messages=ErrMessage.char("节点id"))
    fields = serializers.ListField(
        child=serializers.CharField(required=True, error_messages=ErrMessage.char("节点字段")), required=True,
        error_messages=ErrMessage.list("节点字段数组"))


class FlowParamsSerializer(serializers.Serializer):
    # 历史对答
    history_chat_record = serializers.ListField(child=InstanceField(model_type=ChatRecord, required=True),
                                                error_messages=ErrMessage.list("历史对答"))

    question = serializers.CharField(required=True, error_messages=ErrMessage.list("用户问题"))

    chat_id = serializers.CharField(required=True, error_messages=ErrMessage.list("对话id"))

    chat_record_id = serializers.CharField(required=True, error_messages=ErrMessage.char("对话记录id"))

    stream = serializers.BooleanField(required=True, error_messages=ErrMessage.base("流式输出"))

    client_id = serializers.CharField(required=False, error_messages=ErrMessage.char("客户端id"))

    client_type = serializers.CharField(required=False, error_messages=ErrMessage.char("客户端类型"))


class INode:
    def __init__(self, node, workflow_params, workflow_manage):
        # 当前步骤上下文,用于存储当前步骤信息
        self.node = node
        self.node_params = node.properties.get('node_data')
        self.workflow_manage = workflow_manage
        self.node_params_serializer = None
        self.flow_params_serializer = None
        self.context = {}
        self.id = node.id
        self.valid_args(self.node_params, workflow_params)

    def valid_args(self, node_params, flow_params):
        flow_params_serializer_class = self.get_flow_params_serializer_class()
        node_params_serializer_class = self.get_node_params_serializer_class()
        if flow_params_serializer_class is not None:
            self.flow_params_serializer = flow_params_serializer_class(data=flow_params)
            self.flow_params_serializer.is_valid(raise_exception=True)
        if node_params_serializer_class is not None:
            self.node_params_serializer = node_params_serializer_class(data=node_params)
            self.node_params_serializer.is_valid(raise_exception=True)

    def get_reference_field(self, fields: List[str]):
        return self.get_field(self.context, fields)

    @staticmethod
    def get_field(obj, fields: List[str]):
        for field in fields:
            value = obj.get(field)
            if value is None:
                return None
            else:
                obj = value
        return obj

    @abstractmethod
    def get_node_params_serializer_class(self) -> Type[serializers.Serializer]:
        pass

    def get_flow_params_serializer_class(self) -> Type[serializers.Serializer]:
        return FlowParamsSerializer

    def run(self) -> NodeResult:
        """
        :return: 执行结果
        """
        start_time = time.time()
        self.context['start_time'] = start_time
        result = self._run()
        self.context['run_time'] = time.time() - start_time
        return result

    def _run(self):
        result = self.execute()
        return result

    def execute(self, **kwargs) -> NodeResult:
        pass

    def get_details(self, index: int, **kwargs):
        """
        运行详情
        :return: 步骤详情
        """
        return {}