# coding=utf-8 """ @project: maxkb @Author:虎 @file: data_set.py @date:2023/9/21 9:35 @desc: 数据集 """ import uuid from enum import Enum from django.db import models from django.db.models.signals import pre_delete from django.dispatch import receiver from common.db.sql_execute import select_one from common.mixins.app_model_mixin import AppModelMixin from setting.models import Model from users.models import User class TaskType(Enum): # 向量 EMBEDDING = 1 # 生成问题 GENERATE_PROBLEM = 2 # 同步 SYNC = 3 class State(Enum): # 等待 PENDING = '0' # 执行中 STARTED = '1' # 成功 SUCCESS = '2' # 失败 FAILURE = '3' # 取消任务 REVOKE = '4' # 取消成功 REVOKED = '5' # 忽略 IGNORED = 'n' class Status: type_cls = TaskType state_cls = State def __init__(self, status: str = None): self.task_status = {} status_list = list(status[::-1] if status is not None else '') for _type in self.type_cls: index = _type.value - 1 _state = self.state_cls(status_list[index] if len(status_list) > index else 'n') self.task_status[_type] = _state @staticmethod def of(status: str): return Status(status) def __str__(self): result = [] for _type in sorted(self.type_cls, key=lambda item: item.value, reverse=True): result.insert(len(self.type_cls) - _type.value, self.task_status[_type].value) return ''.join(result) def __setitem__(self, key, value): self.task_status[key] = value def __getitem__(self, item): return self.task_status[item] def update_status(self, task_type: TaskType, state: State): self.task_status[task_type] = state class Type(models.TextChoices): base = 0, '通用类型' web = 1, 'web站点类型' lark = 2, '飞书类型' yuque = 3, '语雀类型' class HitHandlingMethod(models.TextChoices): optimization = 'optimization', '模型优化' directly_return = 'directly_return', '直接返回' def default_model(): return uuid.UUID('42f63a3d-427e-11ef-b3ec-a8a1595801ab') def default_status_meta(): return {"state_time": {}} class DataSet(AppModelMixin): """ 数据集表 """ id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid1, editable=False, verbose_name="主键id") name = models.CharField(max_length=150, verbose_name="数据集名称") desc = models.CharField(max_length=256, verbose_name="数据库描述") user = models.ForeignKey(User, on_delete=models.DO_NOTHING, verbose_name="所属用户") type = models.CharField(verbose_name='类型', max_length=1, choices=Type.choices, default=Type.base) embedding_mode = models.ForeignKey(Model, on_delete=models.DO_NOTHING, verbose_name="向量模型", default=default_model) meta = models.JSONField(verbose_name="元数据", default=dict) class Meta: db_table = "dataset" class Document(AppModelMixin): """ 文档表 """ id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid1, editable=False, verbose_name="主键id") dataset = models.ForeignKey(DataSet, on_delete=models.DO_NOTHING) name = models.CharField(max_length=150, verbose_name="文档名称") char_length = models.IntegerField(verbose_name="文档字符数 冗余字段") status = models.CharField(verbose_name='状态', max_length=20, default=Status('').__str__) status_meta = models.JSONField(verbose_name="状态统计数据", default=default_status_meta) is_active = models.BooleanField(default=True) type = models.CharField(verbose_name='类型', max_length=1, choices=Type.choices, default=Type.base) hit_handling_method = models.CharField(verbose_name='命中处理方式', max_length=20, choices=HitHandlingMethod.choices, default=HitHandlingMethod.optimization) directly_return_similarity = models.FloatField(verbose_name='直接回答相似度', default=0.9) meta = models.JSONField(verbose_name="元数据", default=dict) class Meta: db_table = "document" class Paragraph(AppModelMixin): """ 段落表 """ id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid1, editable=False, verbose_name="主键id") document = models.ForeignKey(Document, on_delete=models.DO_NOTHING, db_constraint=False) dataset = models.ForeignKey(DataSet, on_delete=models.DO_NOTHING) content = models.CharField(max_length=102400, verbose_name="段落内容") title = models.CharField(max_length=256, verbose_name="标题", default="") status = models.CharField(verbose_name='状态', max_length=20, default=Status('').__str__) status_meta = models.JSONField(verbose_name="状态数据", default=default_status_meta) hit_num = models.IntegerField(verbose_name="命中次数", default=0) is_active = models.BooleanField(default=True) class Meta: db_table = "paragraph" class Problem(AppModelMixin): """ 问题表 """ id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid1, editable=False, verbose_name="主键id") dataset = models.ForeignKey(DataSet, on_delete=models.DO_NOTHING, db_constraint=False) content = models.CharField(max_length=256, verbose_name="问题内容") hit_num = models.IntegerField(verbose_name="命中次数", default=0) class Meta: db_table = "problem" class ProblemParagraphMapping(AppModelMixin): id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid1, editable=False, verbose_name="主键id") dataset = models.ForeignKey(DataSet, on_delete=models.DO_NOTHING, db_constraint=False) document = models.ForeignKey(Document, on_delete=models.DO_NOTHING) problem = models.ForeignKey(Problem, on_delete=models.DO_NOTHING, db_constraint=False) paragraph = models.ForeignKey(Paragraph, on_delete=models.DO_NOTHING, db_constraint=False) class Meta: db_table = "problem_paragraph_mapping" class Image(AppModelMixin): id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid1, editable=False, verbose_name="主键id") image = models.BinaryField(verbose_name="图片数据") image_name = models.CharField(max_length=256, verbose_name="图片名称", default="") class Meta: db_table = "image" class File(AppModelMixin): id = models.UUIDField(primary_key=True, max_length=128, default=uuid.uuid1, editable=False, verbose_name="主键id") file_name = models.CharField(max_length=256, verbose_name="文件名称", default="") loid = models.IntegerField(verbose_name="loid") meta = models.JSONField(verbose_name="文件关联数据", default=dict) class Meta: db_table = "file" def save( self, bytea=None, force_insert=False, force_update=False, using=None, update_fields=None ): result = select_one("SELECT lo_from_bytea(%s, %s::bytea) as loid", [0, bytea]) self.loid = result['loid'] super().save() def get_byte(self): result = select_one(f'SELECT lo_get({self.loid}) as "data"', []) return result['data'] @receiver(pre_delete, sender=File) def on_delete_file(sender, instance, **kwargs): select_one(f'SELECT lo_unlink({instance.loid})', [])