# coding=utf-8 """ @project: maxkb @Author：虎 @file： dataset_serializers.py @date：2023/9/21 16:14 @desc: """ import os.path import uuid from typing import Dict from django.contrib.postgres.fields import ArrayField from django.core import validators from django.db import transaction, models from django.db.models import QuerySet from drf_yasg import openapi from rest_framework import serializers from application.models import ApplicationDatasetMapping from common.db.search import get_dynamics_model, native_page_search, native_search from common.db.sql_execute import select_list from common.event.listener_manage import ListenerManagement from common.exception.app_exception import AppApiException from common.mixins.api_mixin import ApiMixin from common.util.common import post from common.util.file_util import get_file_content from dataset.models.data_set import DataSet, Document, Paragraph, Problem from dataset.serializers.document_serializers import DocumentSerializers, DocumentInstanceSerializer from setting.models import AuthOperate from smartdoc.conf import PROJECT_DIR from users.models import User """ # __exact 精确等于 like ‘aaa’ # __iexact 精确等于 忽略大小写 ilike 'aaa' # __contains 包含like '%aaa%' # __icontains 包含 忽略大小写 ilike ‘%aaa%’，但是对于sqlite来说，contains的作用效果等同于icontains。 # __gt 大于 # __gte 大于等于 # __lt 小于 # __lte 小于等于 # __in 存在于一个list范围内 # __startswith 以…开头 # __istartswith 以…开头 忽略大小写 # __endswith 以…结尾 # __iendswith 以…结尾，忽略大小写 # __range 在…范围内 # __year 日期字段的年份 # __month 日期字段的月份 # __day 日期字段的日 # __isnull=True/False """ class DataSetSerializers(serializers.ModelSerializer): class Meta: model = DataSet fields = ['id', 'name', 'desc', 'create_time', 'update_time'] class Application(ApiMixin, serializers.Serializer): user_id = serializers.UUIDField(required=True) dataset_id = serializers.UUIDField(required=True) @staticmethod def get_request_params_api(): return [ openapi.Parameter(name='dataset_id', in_=openapi.IN_PATH, type=openapi.TYPE_STRING, required=True, description='知识库id') ] @staticmethod def get_response_body_api(): return openapi.Schema( type=openapi.TYPE_OBJECT, required=['id', 'name', 'desc', 'model_id', 'multiple_rounds_dialogue', 'user_id', 'status', 'create_time', 'update_time'], properties={ 'id': openapi.Schema(type=openapi.TYPE_STRING, title="", description="主键id"), 'name': openapi.Schema(type=openapi.TYPE_STRING, title="应用名称", description="应用名称"), 'desc': openapi.Schema(type=openapi.TYPE_STRING, title="应用描述", description="应用描述"), 'model_id': openapi.Schema(type=openapi.TYPE_STRING, title="模型id", description="模型id"), "multiple_rounds_dialogue": openapi.Schema(type=openapi.TYPE_BOOLEAN, title="是否开启多轮对话", description="是否开启多轮对话"), 'prologue': openapi.Schema(type=openapi.TYPE_STRING, title="开场白", description="开场白"), 'example': openapi.Schema(type=openapi.TYPE_ARRAY, items=openapi.Schema(type=openapi.TYPE_STRING), title="示例列表", description="示例列表"), 'user_id': openapi.Schema(type=openapi.TYPE_STRING, title="所属用户", description="所属用户"), 'status': openapi.Schema(type=openapi.TYPE_BOOLEAN, title="是否发布", description='是否发布'), 'create_time': openapi.Schema(type=openapi.TYPE_STRING, title="创建时间", description='创建时间'), 'update_time': openapi.Schema(type=openapi.TYPE_STRING, title="修改时间", description='修改时间') } ) class Query(ApiMixin, serializers.Serializer): """ 查询对象 """ name = serializers.CharField(required=False, validators=[ validators.MaxLengthValidator(limit_value=20, message="知识库名称在1-20个字符之间"), validators.MinLengthValidator(limit_value=1, message="知识库名称在1-20个字符之间") ]) desc = serializers.CharField(required=False, validators=[ validators.MaxLengthValidator(limit_value=256, message="知识库名称在1-256个字符之间"), validators.MinLengthValidator(limit_value=1, message="知识库名称在1-256个字符之间") ]) user_id = serializers.CharField(required=True) def get_query_set(self): user_id = self.data.get("user_id") query_set_dict = {} query_set = QuerySet(model=get_dynamics_model( {'temp.name': models.CharField(), 'temp.desc': models.CharField(), "document_temp.char_length": models.IntegerField(), 'temp.create_time': models.DateTimeField()})) if "desc" in self.data and self.data.get('desc') is not None: query_set = query_set.filter(**{'temp.desc__contains': self.data.get("desc")}) if "name" in self.data and self.data.get('name') is not None: query_set = query_set.filter(**{'temp.name__contains': self.data.get("name")}) query_set = query_set.order_by("-temp.create_time") query_set_dict['default_sql'] = query_set query_set_dict['dataset_custom_sql'] = QuerySet(model=get_dynamics_model( {'dataset.user_id': models.CharField(), })).filter( **{'dataset.user_id': user_id} ) query_set_dict['team_member_permission_custom_sql'] = QuerySet(model=get_dynamics_model( {'user_id': models.CharField(), 'team_member_permission.auth_target_type': models.CharField(), 'team_member_permission.operate': ArrayField(verbose_name="权限操作列表", base_field=models.CharField(max_length=256, blank=True, choices=AuthOperate.choices, default=AuthOperate.USE) )})).filter( **{'user_id': user_id, 'team_member_permission.operate__contains': ['USE'], 'team_member_permission.auth_target_type': 'DATASET'}) return query_set_dict def page(self, current_page: int, page_size: int): return native_page_search(current_page, page_size, self.get_query_set(), select_string=get_file_content( os.path.join(PROJECT_DIR, "apps", "dataset", 'sql', 'list_dataset.sql')), post_records_handler=lambda r: r) def list(self): return native_search(self.get_query_set(), select_string=get_file_content( os.path.join(PROJECT_DIR, "apps", "dataset", 'sql', 'list_dataset.sql'))) @staticmethod def get_request_params_api(): return [openapi.Parameter(name='name', in_=openapi.IN_QUERY, type=openapi.TYPE_STRING, required=False, description='知识库名称'), openapi.Parameter(name='desc', in_=openapi.IN_QUERY, type=openapi.TYPE_STRING, required=False, description='知识库描述') ] @staticmethod def get_response_body_api(): return DataSetSerializers.Operate.get_response_body_api() class Create(ApiMixin, serializers.Serializer): """ 创建序列化对象 """ name = serializers.CharField(required=True, validators=[ validators.MaxLengthValidator(limit_value=20, message="知识库名称在1-20个字符之间"), validators.MinLengthValidator(limit_value=1, message="知识库名称在1-20个字符之间") ]) desc = serializers.CharField(required=True, validators=[ validators.MaxLengthValidator(limit_value=256, message="知识库名称在1-256个字符之间"), validators.MinLengthValidator(limit_value=1, message="知识库名称在1-256个字符之间") ]) documents = DocumentInstanceSerializer(required=False, many=True) def is_valid(self, *, raise_exception=False): super().is_valid(raise_exception=True) return True @staticmethod def post_embedding_dataset(document_list, dataset_id): # 发送向量化事件 ListenerManagement.embedding_by_dataset_signal.send(dataset_id) return document_list @post(post_function=post_embedding_dataset) @transaction.atomic def save(self, user: User): dataset_id = uuid.uuid1() dataset = DataSet( **{'id': dataset_id, 'name': self.data.get("name"), 'desc': self.data.get('desc'), 'user': user}) document_model_list = [] paragraph_model_list = [] problem_model_list = [] # 插入文档 for document in self.data.get('documents') if 'documents' in self.data else []: document_paragraph_dict_model = DocumentSerializers.Create.get_document_paragraph_model(dataset_id, document) document_model_list.append(document_paragraph_dict_model.get('document')) for paragraph in document_paragraph_dict_model.get('paragraph_model_list'): paragraph_model_list.append(paragraph) for problem in document_paragraph_dict_model.get('problem_model_list'): problem_model_list.append(problem) # 插入知识库 dataset.save() # 插入文档 QuerySet(Document).bulk_create(document_model_list) if len(document_model_list) > 0 else None # 批量插入段落 QuerySet(Paragraph).bulk_create(paragraph_model_list) if len(paragraph_model_list) > 0 else None # 批量插入问题 QuerySet(Problem).bulk_create(problem_model_list) if len(problem_model_list) > 0 else None # 响应数据 return {**DataSetSerializers(dataset).data, 'document_list': DocumentSerializers.Query(data={'dataset_id': dataset_id}).list( with_valid=True)}, dataset_id @staticmethod def get_response_body_api(): return openapi.Schema( type=openapi.TYPE_OBJECT, required=['id', 'name', 'desc', 'user_id', 'char_length', 'document_count', 'update_time', 'create_time', 'document_list'], properties={ 'id': openapi.Schema(type=openapi.TYPE_STRING, title="id", description="id", default="xx"), 'name': openapi.Schema(type=openapi.TYPE_STRING, title="名称", description="名称", default="测试知识库"), 'desc': openapi.Schema(type=openapi.TYPE_STRING, title="描述", description="描述", default="测试知识库描述"), 'user_id': openapi.Schema(type=openapi.TYPE_STRING, title="所属用户id", description="所属用户id", default="user_xxxx"), 'char_length': openapi.Schema(type=openapi.TYPE_STRING, title="字符数", description="字符数", default=10), 'document_count': openapi.Schema(type=openapi.TYPE_STRING, title="文档数量", description="文档数量", default=1), 'update_time': openapi.Schema(type=openapi.TYPE_STRING, title="修改时间", description="修改时间", default="1970-01-01 00:00:00"), 'create_time': openapi.Schema(type=openapi.TYPE_STRING, title="创建时间", description="创建时间", default="1970-01-01 00:00:00" ), 'document_list': openapi.Schema(type=openapi.TYPE_ARRAY, title="文档列表", description="文档列表", items=DocumentSerializers.Operate.get_response_body_api()) } ) @staticmethod def get_request_body_api(): return openapi.Schema( type=openapi.TYPE_OBJECT, required=['name', 'desc'], properties={ 'name': openapi.Schema(type=openapi.TYPE_STRING, title="知识库名称", description="知识库名称"), 'desc': openapi.Schema(type=openapi.TYPE_STRING, title="知识库描述", description="知识库描述"), 'documents': openapi.Schema(type=openapi.TYPE_ARRAY, title="文档数据", description="文档数据", items=DocumentSerializers().Create.get_request_body_api() ) } ) class Edit(serializers.Serializer): name = serializers.CharField(required=False) desc = serializers.CharField(required=False) application_id_list = serializers.ListSerializer(required=False, child=serializers.UUIDField(required=True)) class Operate(ApiMixin, serializers.Serializer): id = serializers.CharField(required=True) user_id = serializers.UUIDField(required=False) def is_valid(self, *, raise_exception=True): super().is_valid(raise_exception=True) if not QuerySet(DataSet).filter(id=self.data.get("id")).exists(): raise AppApiException(300, "id不存在") @transaction.atomic def delete(self): self.is_valid() dataset = QuerySet(DataSet).get(id=self.data.get("id")) QuerySet(Document).filter(dataset=dataset).delete() QuerySet(Paragraph).filter(dataset=dataset).delete() QuerySet(Problem).filter(dataset=dataset).delete() dataset.delete() ListenerManagement.delete_embedding_by_dataset_signal.send(self.data.get('id')) return True def list_application(self, with_valid=True): if with_valid: self.is_valid(raise_exception=True) dataset = QuerySet(DataSet).get(id=self.data.get("id")) return select_list(get_file_content( os.path.join(PROJECT_DIR, "apps", "dataset", 'sql', 'list_dataset_application.sql')), [self.data.get('user_id'), dataset.user_id, self.data.get('user_id')]) def one(self, user_id, with_valid=True): if with_valid: self.is_valid() query_set_dict = {'default_sql': QuerySet(model=get_dynamics_model( {'temp.id': models.UUIDField()})).filter(**{'temp.id': self.data.get("id")}), 'dataset_custom_sql': QuerySet(model=get_dynamics_model( {'dataset.user_id': models.CharField()})).filter( **{'dataset.user_id': user_id} ), 'team_member_permission_custom_sql': QuerySet( model=get_dynamics_model({'user_id': models.CharField(), 'team_member_permission.operate': ArrayField( verbose_name="权限操作列表", base_field=models.CharField(max_length=256, blank=True, choices=AuthOperate.choices, default=AuthOperate.USE) )})).filter( **{'user_id': user_id, 'team_member_permission.operate__contains': ['USE']})} all_application_list = [str(adm.get('id')) for adm in self.list_application(with_valid=False)] return {**native_search(query_set_dict, select_string=get_file_content( os.path.join(PROJECT_DIR, "apps", "dataset", 'sql', 'list_dataset.sql')), with_search_one=True), 'application_id_list': list( filter(lambda application_id: all_application_list.__contains__(application_id), [str(application_dataset_mapping.application_id) for application_dataset_mapping in QuerySet(ApplicationDatasetMapping).filter( dataset_id=self.data.get('id'))]))} def edit(self, dataset: Dict, user_id: str): """ 修改知识库 :param user_id: 用户id :param dataset: Dict name desc :return: """ self.is_valid() DataSetSerializers.Edit(data=dataset).is_valid(raise_exception=True) _dataset = QuerySet(DataSet).get(id=self.data.get("id")) if "name" in dataset: _dataset.name = dataset.get("name") if 'desc' in dataset: _dataset.desc = dataset.get("desc") if 'application_id_list' in dataset and dataset.get('application_id_list') is not None: application_id_list = dataset.get('application_id_list') # 当前用户可修改关联的知识库列表 application_dataset_id_list = [str(dataset_dict.get('id')) for dataset_dict in self.list_application(with_valid=False)] for dataset_id in application_id_list: if not application_dataset_id_list.__contains__(dataset_id): raise AppApiException(500, f"未知的应用id${dataset_id},无法关联") # 删除已经关联的id QuerySet(ApplicationDatasetMapping).filter(application_id__in=application_dataset_id_list, dataset_id=self.data.get("id")).delete() # 插入 QuerySet(ApplicationDatasetMapping).bulk_create( [ApplicationDatasetMapping(application_id=application_id, dataset_id=self.data.get('id')) for application_id in application_id_list]) if len(application_id_list) > 0 else None [ApplicationDatasetMapping(application_id=application_id, dataset_id=self.data.get('id')) for application_id in application_id_list] _dataset.save() return self.one(with_valid=False, user_id=user_id) @staticmethod def get_request_body_api(): return openapi.Schema( type=openapi.TYPE_OBJECT, required=['name', 'desc'], properties={ 'name': openapi.Schema(type=openapi.TYPE_STRING, title="知识库名称", description="知识库名称"), 'desc': openapi.Schema(type=openapi.TYPE_STRING, title="知识库描述", description="知识库描述"), 'application_id_list': openapi.Schema(type=openapi.TYPE_ARRAY, title="应用id列表", description="应用id列表", items=openapi.Schema(type=openapi.TYPE_STRING)) } ) @staticmethod def get_response_body_api(): return openapi.Schema( type=openapi.TYPE_OBJECT, required=['id', 'name', 'desc', 'user_id', 'char_length', 'document_count', 'update_time', 'create_time'], properties={ 'id': openapi.Schema(type=openapi.TYPE_STRING, title="id", description="id", default="xx"), 'name': openapi.Schema(type=openapi.TYPE_STRING, title="名称", description="名称", default="测试知识库"), 'desc': openapi.Schema(type=openapi.TYPE_STRING, title="描述", description="描述", default="测试知识库描述"), 'user_id': openapi.Schema(type=openapi.TYPE_STRING, title="所属用户id", description="所属用户id", default="user_xxxx"), 'char_length': openapi.Schema(type=openapi.TYPE_STRING, title="字符数", description="字符数", default=10), 'document_count': openapi.Schema(type=openapi.TYPE_STRING, title="文档数量", description="文档数量", default=1), 'update_time': openapi.Schema(type=openapi.TYPE_STRING, title="修改时间", description="修改时间", default="1970-01-01 00:00:00"), 'create_time': openapi.Schema(type=openapi.TYPE_STRING, title="创建时间", description="创建时间", default="1970-01-01 00:00:00" ) } ) @staticmethod def get_request_params_api(): return [openapi.Parameter(name='dataset_id', in_=openapi.IN_PATH, type=openapi.TYPE_STRING, required=True, description='知识库id') ]