mirror of
https://github.com/1Panel-dev/MaxKB.git
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261 lines
11 KiB
Python
261 lines
11 KiB
Python
# coding=utf-8
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"""
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@project: maxkb
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@Author：虎
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@file： i_step_node.py
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@date：2024/6/3 14:57
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@desc:
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"""
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import time
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import uuid
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from abc import abstractmethod
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from hashlib import sha1
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from typing import Type, Dict, List
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from django.core import cache
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from django.db.models import QuerySet
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from rest_framework import serializers
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from rest_framework.exceptions import ValidationError, ErrorDetail
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from application.flow.common import Answer, NodeChunk
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from application.models import ApplicationChatUserStats
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from application.models import ChatRecord, ChatUserType
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from common.field.common import InstanceField
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chat_cache = cache
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def write_context(step_variable: Dict, global_variable: Dict, node, workflow):
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if step_variable is not None:
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for key in step_variable:
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node.context[key] = step_variable[key]
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if workflow.is_result(node, NodeResult(step_variable, global_variable)) and 'answer' in step_variable:
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answer = step_variable['answer']
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yield answer
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node.answer_text = answer
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if global_variable is not None:
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for key in global_variable:
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workflow.context[key] = global_variable[key]
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node.context['run_time'] = time.time() - node.context['start_time']
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def is_interrupt(node, step_variable: Dict, global_variable: Dict):
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return node.type == 'form-node' and not node.context.get('is_submit', False)
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class WorkFlowPostHandler:
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def __init__(self, chat_info):
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self.chat_info = chat_info
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def handler(self, workflow):
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workflow_body = workflow.get_body()
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question = workflow_body.get('question')
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chat_record_id = workflow_body.get('chat_record_id')
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chat_id = workflow_body.get('chat_id')
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details = workflow.get_runtime_details()
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message_tokens = sum([row.get('message_tokens') for row in details.values() if
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'message_tokens' in row and row.get('message_tokens') is not None])
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answer_tokens = sum([row.get('answer_tokens') for row in details.values() if
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'answer_tokens' in row and row.get('answer_tokens') is not None])
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answer_text_list = workflow.get_answer_text_list()
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answer_text = '\n\n'.join(
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'\n\n'.join([a.get('content') for a in answer]) for answer in
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answer_text_list)
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if workflow.chat_record is not None:
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chat_record = workflow.chat_record
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chat_record.answer_text = answer_text
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chat_record.details = details
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chat_record.message_tokens = message_tokens
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chat_record.answer_tokens = answer_tokens
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chat_record.answer_text_list = answer_text_list
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chat_record.run_time = time.time() - workflow.context['start_time']
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else:
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chat_record = ChatRecord(id=chat_record_id,
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chat_id=chat_id,
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problem_text=question,
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answer_text=answer_text,
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details=details,
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message_tokens=message_tokens,
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answer_tokens=answer_tokens,
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answer_text_list=answer_text_list,
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run_time=time.time() - workflow.context['start_time'],
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index=0)
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self.chat_info.append_chat_record(chat_record)
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self.chat_info.set_cache()
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if not self.chat_info.debug and [ChatUserType.ANONYMOUS_USER.value, ChatUserType.CHAT_USER.value].__contains__(
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workflow_body.get('chat_user_type')):
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application_public_access_client = (QuerySet(ApplicationChatUserStats)
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.filter(chat_user_id=workflow_body.get('chat_user_id'),
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chat_user_type=workflow_body.get('chat_user_type'),
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application_id=self.chat_info.application_id).first())
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if application_public_access_client is not None:
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application_public_access_client.access_num = application_public_access_client.access_num + 1
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application_public_access_client.intraday_access_num = application_public_access_client.intraday_access_num + 1
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application_public_access_client.save()
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self.chat_info = None
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class NodeResult:
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def __init__(self, node_variable: Dict, workflow_variable: Dict,
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_write_context=write_context, _is_interrupt=is_interrupt):
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self._write_context = _write_context
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self.node_variable = node_variable
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self.workflow_variable = workflow_variable
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self._is_interrupt = _is_interrupt
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def write_context(self, node, workflow):
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return self._write_context(self.node_variable, self.workflow_variable, node, workflow)
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def is_assertion_result(self):
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return 'branch_id' in self.node_variable
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def is_interrupt_exec(self, current_node):
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"""
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是否中断执行
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@param current_node:
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@return:
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"""
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return self._is_interrupt(current_node, self.node_variable, self.workflow_variable)
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class ReferenceAddressSerializer(serializers.Serializer):
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node_id = serializers.CharField(required=True, label="节点id")
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fields = serializers.ListField(
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child=serializers.CharField(required=True, label="节点字段"), required=True,
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label="节点字段数组")
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class FlowParamsSerializer(serializers.Serializer):
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# 历史对答
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history_chat_record = serializers.ListField(child=InstanceField(model_type=ChatRecord, required=True),
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label="历史对答")
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question = serializers.CharField(required=True, label="用户问题")
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chat_id = serializers.CharField(required=True, label="对话id")
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chat_record_id = serializers.CharField(required=True, label="对话记录id")
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stream = serializers.BooleanField(required=True, label="流式输出")
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chat_user_id = serializers.CharField(required=False, label="对话用户id")
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chat_user_type = serializers.CharField(required=False, label="对话用户类型")
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workspace_id = serializers.CharField(required=True, label="工作空间id")
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application_id = serializers.CharField(required=True, label="应用id")
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re_chat = serializers.BooleanField(required=True, label="换个答案")
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debug = serializers.BooleanField(required=True, label="是否debug")
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class INode:
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view_type = 'many_view'
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@abstractmethod
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def save_context(self, details, workflow_manage):
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pass
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def get_answer_list(self) -> List[Answer] | None:
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if self.answer_text is None:
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return None
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reasoning_content_enable = self.context.get('model_setting', {}).get('reasoning_content_enable', False)
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return [
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Answer(self.answer_text, self.view_type, self.runtime_node_id, self.workflow_params['chat_record_id'], {},
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self.runtime_node_id, self.context.get('reasoning_content', '') if reasoning_content_enable else '')]
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def __init__(self, node, workflow_params, workflow_manage, up_node_id_list=None,
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get_node_params=lambda node: node.properties.get('node_data'), salt=None):
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# 当前步骤上下文,用于存储当前步骤信息
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self.status = 200
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self.err_message = ''
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self.node = node
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self.node_params = get_node_params(node)
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self.workflow_params = workflow_params
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self.workflow_manage = workflow_manage
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self.node_params_serializer = None
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self.flow_params_serializer = None
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self.context = {}
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self.answer_text = None
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self.id = node.id
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if up_node_id_list is None:
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up_node_id_list = []
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self.up_node_id_list = up_node_id_list
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self.node_chunk = NodeChunk()
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self.runtime_node_id = sha1(uuid.NAMESPACE_DNS.bytes + bytes(str(uuid.uuid5(uuid.NAMESPACE_DNS,
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"".join([*sorted(up_node_id_list),
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node.id]))),
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"utf-8")).hexdigest() + (
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"__" + str(salt) if salt is not None else '')
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def valid_args(self, node_params, flow_params):
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flow_params_serializer_class = self.get_flow_params_serializer_class()
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node_params_serializer_class = self.get_node_params_serializer_class()
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if flow_params_serializer_class is not None and flow_params is not None:
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self.flow_params_serializer = flow_params_serializer_class(data=flow_params)
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self.flow_params_serializer.is_valid(raise_exception=True)
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if node_params_serializer_class is not None:
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self.node_params_serializer = node_params_serializer_class(data=node_params)
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self.node_params_serializer.is_valid(raise_exception=True)
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if self.node.properties.get('status', 200) != 200:
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raise ValidationError(ErrorDetail(f'节点{self.node.properties.get("stepName")} 不可用'))
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def get_reference_field(self, fields: List[str]):
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return self.get_field(self.context, fields)
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@staticmethod
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def get_field(obj, fields: List[str]):
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for field in fields:
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value = obj.get(field)
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if value is None:
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return None
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else:
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obj = value
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return obj
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@abstractmethod
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def get_node_params_serializer_class(self) -> Type[serializers.Serializer]:
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pass
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def get_flow_params_serializer_class(self) -> Type[serializers.Serializer]:
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return FlowParamsSerializer
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def get_write_error_context(self, e):
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self.status = 500
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self.answer_text = str(e)
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self.err_message = str(e)
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self.context['run_time'] = time.time() - self.context['start_time']
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def write_error_context(answer, status=200):
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pass
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return write_error_context
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def run(self) -> NodeResult:
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"""
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:return: 执行结果
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"""
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start_time = time.time()
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self.context['start_time'] = start_time
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result = self._run()
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self.context['run_time'] = time.time() - start_time
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return result
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def _run(self):
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result = self.execute()
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return result
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def execute(self, **kwargs) -> NodeResult:
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pass
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def get_details(self, index: int, **kwargs):
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"""
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运行详情
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:return: 步骤详情
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"""
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return {}
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