mirror of
https://gitee.com/dify_ai/dify.git
synced 2024-12-05 12:48:32 +08:00
1660 lines
66 KiB
Python
1660 lines
66 KiB
Python
import json
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import re
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import uuid
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from collections.abc import Mapping, Sequence
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from datetime import datetime
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from enum import Enum
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from typing import Any, Literal, Optional
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from flask import request
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from flask_login import UserMixin
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from pydantic import BaseModel, Field
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from sqlalchemy import Float, func, text
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from sqlalchemy.orm import Mapped, mapped_column
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from configs import dify_config
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from core.file import FILE_MODEL_IDENTITY, File, FileExtraConfig, FileTransferMethod, FileType
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from core.file import helpers as file_helpers
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from core.file.tool_file_parser import ToolFileParser
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from extensions.ext_database import db
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from libs.helper import generate_string
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from models.enums import CreatedByRole
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from .account import Account, Tenant
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from .types import StringUUID
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class FileUploadConfig(BaseModel):
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enabled: bool = Field(default=False)
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allowed_file_types: Sequence[FileType] = Field(default_factory=list)
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allowed_extensions: Sequence[str] = Field(default_factory=list)
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allowed_upload_methods: Sequence[FileTransferMethod] = Field(default_factory=list)
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number_limits: int = Field(default=0, gt=0, le=10)
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class DifySetup(db.Model):
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__tablename__ = "dify_setups"
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__table_args__ = (db.PrimaryKeyConstraint("version", name="dify_setup_pkey"),)
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version = db.Column(db.String(255), nullable=False)
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setup_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
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class AppMode(str, Enum):
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COMPLETION = "completion"
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WORKFLOW = "workflow"
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CHAT = "chat"
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ADVANCED_CHAT = "advanced-chat"
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AGENT_CHAT = "agent-chat"
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CHANNEL = "channel"
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@classmethod
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def value_of(cls, value: str) -> "AppMode":
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"""
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Get value of given mode.
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:param value: mode value
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:return: mode
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"""
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for mode in cls:
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if mode.value == value:
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return mode
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raise ValueError(f"invalid mode value {value}")
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class IconType(Enum):
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IMAGE = "image"
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EMOJI = "emoji"
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class App(db.Model):
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__tablename__ = "apps"
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__table_args__ = (db.PrimaryKeyConstraint("id", name="app_pkey"), db.Index("app_tenant_id_idx", "tenant_id"))
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id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
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tenant_id: Mapped[str] = db.Column(StringUUID, nullable=False)
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name = db.Column(db.String(255), nullable=False)
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description = db.Column(db.Text, nullable=False, server_default=db.text("''::character varying"))
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mode = db.Column(db.String(255), nullable=False)
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icon_type = db.Column(db.String(255), nullable=True)
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icon = db.Column(db.String(255))
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icon_background = db.Column(db.String(255))
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app_model_config_id = db.Column(StringUUID, nullable=True)
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workflow_id = db.Column(StringUUID, nullable=True)
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status = db.Column(db.String(255), nullable=False, server_default=db.text("'normal'::character varying"))
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enable_site = db.Column(db.Boolean, nullable=False)
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enable_api = db.Column(db.Boolean, nullable=False)
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api_rpm = db.Column(db.Integer, nullable=False, server_default=db.text("0"))
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api_rph = db.Column(db.Integer, nullable=False, server_default=db.text("0"))
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is_demo = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
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is_public = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
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is_universal = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
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tracing = db.Column(db.Text, nullable=True)
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max_active_requests = db.Column(db.Integer, nullable=True)
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created_by = db.Column(StringUUID, nullable=True)
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created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
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updated_by = db.Column(StringUUID, nullable=True)
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updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
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use_icon_as_answer_icon = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
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@property
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def desc_or_prompt(self):
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if self.description:
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return self.description
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else:
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app_model_config = self.app_model_config
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if app_model_config:
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return app_model_config.pre_prompt
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else:
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return ""
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@property
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def site(self):
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site = db.session.query(Site).filter(Site.app_id == self.id).first()
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return site
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@property
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def app_model_config(self) -> Optional["AppModelConfig"]:
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if self.app_model_config_id:
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return db.session.query(AppModelConfig).filter(AppModelConfig.id == self.app_model_config_id).first()
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return None
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@property
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def workflow(self) -> Optional["Workflow"]:
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if self.workflow_id:
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from .workflow import Workflow
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return db.session.query(Workflow).filter(Workflow.id == self.workflow_id).first()
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return None
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@property
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def api_base_url(self):
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return (dify_config.SERVICE_API_URL or request.host_url.rstrip("/")) + "/v1"
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@property
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def tenant(self):
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tenant = db.session.query(Tenant).filter(Tenant.id == self.tenant_id).first()
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return tenant
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@property
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def is_agent(self) -> bool:
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app_model_config = self.app_model_config
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if not app_model_config:
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return False
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if not app_model_config.agent_mode:
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return False
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if self.app_model_config.agent_mode_dict.get("enabled", False) and self.app_model_config.agent_mode_dict.get(
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"strategy", ""
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) in {"function_call", "react"}:
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self.mode = AppMode.AGENT_CHAT.value
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db.session.commit()
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return True
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return False
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@property
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def mode_compatible_with_agent(self) -> str:
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if self.mode == AppMode.CHAT.value and self.is_agent:
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return AppMode.AGENT_CHAT.value
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return self.mode
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@property
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def deleted_tools(self) -> list:
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# get agent mode tools
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app_model_config = self.app_model_config
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if not app_model_config:
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return []
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if not app_model_config.agent_mode:
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return []
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agent_mode = app_model_config.agent_mode_dict
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tools = agent_mode.get("tools", [])
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provider_ids = []
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for tool in tools:
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keys = list(tool.keys())
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if len(keys) >= 4:
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provider_type = tool.get("provider_type", "")
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provider_id = tool.get("provider_id", "")
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if provider_type == "api":
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# check if provider id is a uuid string, if not, skip
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try:
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uuid.UUID(provider_id)
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except Exception:
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continue
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provider_ids.append(provider_id)
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if not provider_ids:
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return []
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api_providers = db.session.execute(
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text("SELECT id FROM tool_api_providers WHERE id IN :provider_ids"), {"provider_ids": tuple(provider_ids)}
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).fetchall()
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deleted_tools = []
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current_api_provider_ids = [str(api_provider.id) for api_provider in api_providers]
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for tool in tools:
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keys = list(tool.keys())
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if len(keys) >= 4:
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provider_type = tool.get("provider_type", "")
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provider_id = tool.get("provider_id", "")
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if provider_type == "api" and provider_id not in current_api_provider_ids:
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deleted_tools.append(tool["tool_name"])
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return deleted_tools
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@property
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def tags(self):
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tags = (
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db.session.query(Tag)
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.join(TagBinding, Tag.id == TagBinding.tag_id)
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.filter(
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TagBinding.target_id == self.id,
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TagBinding.tenant_id == self.tenant_id,
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Tag.tenant_id == self.tenant_id,
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Tag.type == "app",
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)
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.all()
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)
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return tags or []
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class AppModelConfig(db.Model):
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__tablename__ = "app_model_configs"
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__table_args__ = (db.PrimaryKeyConstraint("id", name="app_model_config_pkey"), db.Index("app_app_id_idx", "app_id"))
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id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
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app_id = db.Column(StringUUID, nullable=False)
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provider = db.Column(db.String(255), nullable=True)
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model_id = db.Column(db.String(255), nullable=True)
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configs = db.Column(db.JSON, nullable=True)
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created_by = db.Column(StringUUID, nullable=True)
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created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
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updated_by = db.Column(StringUUID, nullable=True)
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updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
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opening_statement = db.Column(db.Text)
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suggested_questions = db.Column(db.Text)
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suggested_questions_after_answer = db.Column(db.Text)
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speech_to_text = db.Column(db.Text)
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text_to_speech = db.Column(db.Text)
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more_like_this = db.Column(db.Text)
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model = db.Column(db.Text)
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user_input_form = db.Column(db.Text)
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dataset_query_variable = db.Column(db.String(255))
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pre_prompt = db.Column(db.Text)
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agent_mode = db.Column(db.Text)
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sensitive_word_avoidance = db.Column(db.Text)
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retriever_resource = db.Column(db.Text)
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prompt_type = db.Column(db.String(255), nullable=False, server_default=db.text("'simple'::character varying"))
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chat_prompt_config = db.Column(db.Text)
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completion_prompt_config = db.Column(db.Text)
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dataset_configs = db.Column(db.Text)
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external_data_tools = db.Column(db.Text)
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file_upload = db.Column(db.Text)
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@property
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def app(self):
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app = db.session.query(App).filter(App.id == self.app_id).first()
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return app
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@property
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def model_dict(self) -> dict:
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return json.loads(self.model) if self.model else None
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@property
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def suggested_questions_list(self) -> list:
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return json.loads(self.suggested_questions) if self.suggested_questions else []
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@property
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def suggested_questions_after_answer_dict(self) -> dict:
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return (
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json.loads(self.suggested_questions_after_answer)
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if self.suggested_questions_after_answer
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else {"enabled": False}
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)
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@property
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def speech_to_text_dict(self) -> dict:
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return json.loads(self.speech_to_text) if self.speech_to_text else {"enabled": False}
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@property
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def text_to_speech_dict(self) -> dict:
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return json.loads(self.text_to_speech) if self.text_to_speech else {"enabled": False}
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@property
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def retriever_resource_dict(self) -> dict:
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return json.loads(self.retriever_resource) if self.retriever_resource else {"enabled": True}
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@property
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def annotation_reply_dict(self) -> dict:
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annotation_setting = (
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db.session.query(AppAnnotationSetting).filter(AppAnnotationSetting.app_id == self.app_id).first()
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)
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if annotation_setting:
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collection_binding_detail = annotation_setting.collection_binding_detail
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return {
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"id": annotation_setting.id,
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"enabled": True,
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"score_threshold": annotation_setting.score_threshold,
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"embedding_model": {
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"embedding_provider_name": collection_binding_detail.provider_name,
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"embedding_model_name": collection_binding_detail.model_name,
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},
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}
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else:
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return {"enabled": False}
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@property
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def more_like_this_dict(self) -> dict:
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return json.loads(self.more_like_this) if self.more_like_this else {"enabled": False}
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@property
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def sensitive_word_avoidance_dict(self) -> dict:
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return (
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json.loads(self.sensitive_word_avoidance)
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if self.sensitive_word_avoidance
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else {"enabled": False, "type": "", "configs": []}
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)
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@property
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def external_data_tools_list(self) -> list[dict]:
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return json.loads(self.external_data_tools) if self.external_data_tools else []
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@property
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def user_input_form_list(self) -> dict:
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return json.loads(self.user_input_form) if self.user_input_form else []
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@property
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def agent_mode_dict(self) -> dict:
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return (
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json.loads(self.agent_mode)
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if self.agent_mode
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else {"enabled": False, "strategy": None, "tools": [], "prompt": None}
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)
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@property
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def chat_prompt_config_dict(self) -> dict:
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return json.loads(self.chat_prompt_config) if self.chat_prompt_config else {}
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@property
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def completion_prompt_config_dict(self) -> dict:
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return json.loads(self.completion_prompt_config) if self.completion_prompt_config else {}
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@property
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def dataset_configs_dict(self) -> dict:
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if self.dataset_configs:
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dataset_configs = json.loads(self.dataset_configs)
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if "retrieval_model" not in dataset_configs:
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return {"retrieval_model": "single"}
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else:
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return dataset_configs
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return {
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"retrieval_model": "multiple",
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}
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@property
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def file_upload_dict(self) -> dict:
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return (
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json.loads(self.file_upload)
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if self.file_upload
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else {
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"image": {
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"enabled": False,
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"number_limits": 3,
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"detail": "high",
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"transfer_methods": ["remote_url", "local_file"],
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}
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}
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)
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def to_dict(self) -> dict:
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return {
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"opening_statement": self.opening_statement,
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"suggested_questions": self.suggested_questions_list,
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"suggested_questions_after_answer": self.suggested_questions_after_answer_dict,
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"speech_to_text": self.speech_to_text_dict,
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"text_to_speech": self.text_to_speech_dict,
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"retriever_resource": self.retriever_resource_dict,
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"annotation_reply": self.annotation_reply_dict,
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"more_like_this": self.more_like_this_dict,
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"sensitive_word_avoidance": self.sensitive_word_avoidance_dict,
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"external_data_tools": self.external_data_tools_list,
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"model": self.model_dict,
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"user_input_form": self.user_input_form_list,
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"dataset_query_variable": self.dataset_query_variable,
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"pre_prompt": self.pre_prompt,
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"agent_mode": self.agent_mode_dict,
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"prompt_type": self.prompt_type,
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"chat_prompt_config": self.chat_prompt_config_dict,
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"completion_prompt_config": self.completion_prompt_config_dict,
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"dataset_configs": self.dataset_configs_dict,
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"file_upload": self.file_upload_dict,
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}
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def from_model_config_dict(self, model_config: dict):
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self.opening_statement = model_config.get("opening_statement")
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self.suggested_questions = (
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json.dumps(model_config["suggested_questions"]) if model_config.get("suggested_questions") else None
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)
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self.suggested_questions_after_answer = (
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json.dumps(model_config["suggested_questions_after_answer"])
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if model_config.get("suggested_questions_after_answer")
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else None
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)
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self.speech_to_text = json.dumps(model_config["speech_to_text"]) if model_config.get("speech_to_text") else None
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self.text_to_speech = json.dumps(model_config["text_to_speech"]) if model_config.get("text_to_speech") else None
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self.more_like_this = json.dumps(model_config["more_like_this"]) if model_config.get("more_like_this") else None
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self.sensitive_word_avoidance = (
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json.dumps(model_config["sensitive_word_avoidance"])
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if model_config.get("sensitive_word_avoidance")
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else None
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)
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self.external_data_tools = (
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json.dumps(model_config["external_data_tools"]) if model_config.get("external_data_tools") else None
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)
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self.model = json.dumps(model_config["model"]) if model_config.get("model") else None
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self.user_input_form = (
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json.dumps(model_config["user_input_form"]) if model_config.get("user_input_form") else None
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)
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self.dataset_query_variable = model_config.get("dataset_query_variable")
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self.pre_prompt = model_config["pre_prompt"]
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self.agent_mode = json.dumps(model_config["agent_mode"]) if model_config.get("agent_mode") else None
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self.retriever_resource = (
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json.dumps(model_config["retriever_resource"]) if model_config.get("retriever_resource") else None
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)
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self.prompt_type = model_config.get("prompt_type", "simple")
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self.chat_prompt_config = (
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json.dumps(model_config.get("chat_prompt_config")) if model_config.get("chat_prompt_config") else None
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)
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self.completion_prompt_config = (
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json.dumps(model_config.get("completion_prompt_config"))
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if model_config.get("completion_prompt_config")
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else None
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)
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self.dataset_configs = (
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json.dumps(model_config.get("dataset_configs")) if model_config.get("dataset_configs") else None
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)
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self.file_upload = json.dumps(model_config.get("file_upload")) if model_config.get("file_upload") else None
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return self
|
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|
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def copy(self):
|
|
new_app_model_config = AppModelConfig(
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id=self.id,
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app_id=self.app_id,
|
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opening_statement=self.opening_statement,
|
|
suggested_questions=self.suggested_questions,
|
|
suggested_questions_after_answer=self.suggested_questions_after_answer,
|
|
speech_to_text=self.speech_to_text,
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text_to_speech=self.text_to_speech,
|
|
more_like_this=self.more_like_this,
|
|
sensitive_word_avoidance=self.sensitive_word_avoidance,
|
|
external_data_tools=self.external_data_tools,
|
|
model=self.model,
|
|
user_input_form=self.user_input_form,
|
|
dataset_query_variable=self.dataset_query_variable,
|
|
pre_prompt=self.pre_prompt,
|
|
agent_mode=self.agent_mode,
|
|
retriever_resource=self.retriever_resource,
|
|
prompt_type=self.prompt_type,
|
|
chat_prompt_config=self.chat_prompt_config,
|
|
completion_prompt_config=self.completion_prompt_config,
|
|
dataset_configs=self.dataset_configs,
|
|
file_upload=self.file_upload,
|
|
)
|
|
|
|
return new_app_model_config
|
|
|
|
|
|
class RecommendedApp(db.Model):
|
|
__tablename__ = "recommended_apps"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="recommended_app_pkey"),
|
|
db.Index("recommended_app_app_id_idx", "app_id"),
|
|
db.Index("recommended_app_is_listed_idx", "is_listed", "language"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, primary_key=True, server_default=db.text("uuid_generate_v4()"))
|
|
app_id = db.Column(StringUUID, nullable=False)
|
|
description = db.Column(db.JSON, nullable=False)
|
|
copyright = db.Column(db.String(255), nullable=False)
|
|
privacy_policy = db.Column(db.String(255), nullable=False)
|
|
custom_disclaimer = db.Column(db.String(255), nullable=True)
|
|
category = db.Column(db.String(255), nullable=False)
|
|
position = db.Column(db.Integer, nullable=False, default=0)
|
|
is_listed = db.Column(db.Boolean, nullable=False, default=True)
|
|
install_count = db.Column(db.Integer, nullable=False, default=0)
|
|
language = db.Column(db.String(255), nullable=False, server_default=db.text("'en-US'::character varying"))
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
|
|
@property
|
|
def app(self):
|
|
app = db.session.query(App).filter(App.id == self.app_id).first()
|
|
return app
|
|
|
|
|
|
class InstalledApp(db.Model):
|
|
__tablename__ = "installed_apps"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="installed_app_pkey"),
|
|
db.Index("installed_app_tenant_id_idx", "tenant_id"),
|
|
db.Index("installed_app_app_id_idx", "app_id"),
|
|
db.UniqueConstraint("tenant_id", "app_id", name="unique_tenant_app"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
tenant_id = db.Column(StringUUID, nullable=False)
|
|
app_id = db.Column(StringUUID, nullable=False)
|
|
app_owner_tenant_id = db.Column(StringUUID, nullable=False)
|
|
position = db.Column(db.Integer, nullable=False, default=0)
|
|
is_pinned = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
|
|
last_used_at = db.Column(db.DateTime, nullable=True)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
|
|
@property
|
|
def app(self):
|
|
app = db.session.query(App).filter(App.id == self.app_id).first()
|
|
return app
|
|
|
|
@property
|
|
def tenant(self):
|
|
tenant = db.session.query(Tenant).filter(Tenant.id == self.tenant_id).first()
|
|
return tenant
|
|
|
|
|
|
class Conversation(db.Model):
|
|
__tablename__ = "conversations"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="conversation_pkey"),
|
|
db.Index("conversation_app_from_user_idx", "app_id", "from_source", "from_end_user_id"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
app_id = db.Column(StringUUID, nullable=False)
|
|
app_model_config_id = db.Column(StringUUID, nullable=True)
|
|
model_provider = db.Column(db.String(255), nullable=True)
|
|
override_model_configs = db.Column(db.Text)
|
|
model_id = db.Column(db.String(255), nullable=True)
|
|
mode = db.Column(db.String(255), nullable=False)
|
|
name = db.Column(db.String(255), nullable=False)
|
|
summary = db.Column(db.Text)
|
|
_inputs: Mapped[dict] = mapped_column("inputs", db.JSON)
|
|
introduction = db.Column(db.Text)
|
|
system_instruction = db.Column(db.Text)
|
|
system_instruction_tokens = db.Column(db.Integer, nullable=False, server_default=db.text("0"))
|
|
status = db.Column(db.String(255), nullable=False)
|
|
invoke_from = db.Column(db.String(255), nullable=True)
|
|
from_source = db.Column(db.String(255), nullable=False)
|
|
from_end_user_id = db.Column(StringUUID)
|
|
from_account_id = db.Column(StringUUID)
|
|
read_at = db.Column(db.DateTime)
|
|
read_account_id = db.Column(StringUUID)
|
|
dialogue_count: Mapped[int] = mapped_column(default=0)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
|
|
messages = db.relationship("Message", backref="conversation", lazy="select", passive_deletes="all")
|
|
message_annotations = db.relationship(
|
|
"MessageAnnotation", backref="conversation", lazy="select", passive_deletes="all"
|
|
)
|
|
|
|
is_deleted = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
|
|
|
|
@property
|
|
def inputs(self):
|
|
inputs = self._inputs.copy()
|
|
for key, value in inputs.items():
|
|
if isinstance(value, dict) and value.get("dify_model_identity") == FILE_MODEL_IDENTITY:
|
|
inputs[key] = File.model_validate(value)
|
|
elif isinstance(value, list) and all(
|
|
isinstance(item, dict) and item.get("dify_model_identity") == FILE_MODEL_IDENTITY for item in value
|
|
):
|
|
inputs[key] = [File.model_validate(item) for item in value]
|
|
return inputs
|
|
|
|
@inputs.setter
|
|
def inputs(self, value: Mapping[str, Any]):
|
|
inputs = dict(value)
|
|
for k, v in inputs.items():
|
|
if isinstance(v, File):
|
|
inputs[k] = v.model_dump()
|
|
elif isinstance(v, list) and all(isinstance(item, File) for item in v):
|
|
inputs[k] = [item.model_dump() for item in v]
|
|
self._inputs = inputs
|
|
|
|
@property
|
|
def model_config(self):
|
|
model_config = {}
|
|
if self.mode == AppMode.ADVANCED_CHAT.value:
|
|
if self.override_model_configs:
|
|
override_model_configs = json.loads(self.override_model_configs)
|
|
model_config = override_model_configs
|
|
else:
|
|
if self.override_model_configs:
|
|
override_model_configs = json.loads(self.override_model_configs)
|
|
|
|
if "model" in override_model_configs:
|
|
app_model_config = AppModelConfig()
|
|
app_model_config = app_model_config.from_model_config_dict(override_model_configs)
|
|
model_config = app_model_config.to_dict()
|
|
else:
|
|
model_config["configs"] = override_model_configs
|
|
else:
|
|
app_model_config = (
|
|
db.session.query(AppModelConfig).filter(AppModelConfig.id == self.app_model_config_id).first()
|
|
)
|
|
|
|
model_config = app_model_config.to_dict()
|
|
|
|
model_config["model_id"] = self.model_id
|
|
model_config["provider"] = self.model_provider
|
|
|
|
return model_config
|
|
|
|
@property
|
|
def summary_or_query(self):
|
|
if self.summary:
|
|
return self.summary
|
|
else:
|
|
first_message = self.first_message
|
|
if first_message:
|
|
return first_message.query
|
|
else:
|
|
return ""
|
|
|
|
@property
|
|
def annotated(self):
|
|
return db.session.query(MessageAnnotation).filter(MessageAnnotation.conversation_id == self.id).count() > 0
|
|
|
|
@property
|
|
def annotation(self):
|
|
return db.session.query(MessageAnnotation).filter(MessageAnnotation.conversation_id == self.id).first()
|
|
|
|
@property
|
|
def message_count(self):
|
|
return db.session.query(Message).filter(Message.conversation_id == self.id).count()
|
|
|
|
@property
|
|
def user_feedback_stats(self):
|
|
like = (
|
|
db.session.query(MessageFeedback)
|
|
.filter(
|
|
MessageFeedback.conversation_id == self.id,
|
|
MessageFeedback.from_source == "user",
|
|
MessageFeedback.rating == "like",
|
|
)
|
|
.count()
|
|
)
|
|
|
|
dislike = (
|
|
db.session.query(MessageFeedback)
|
|
.filter(
|
|
MessageFeedback.conversation_id == self.id,
|
|
MessageFeedback.from_source == "user",
|
|
MessageFeedback.rating == "dislike",
|
|
)
|
|
.count()
|
|
)
|
|
|
|
return {"like": like, "dislike": dislike}
|
|
|
|
@property
|
|
def admin_feedback_stats(self):
|
|
like = (
|
|
db.session.query(MessageFeedback)
|
|
.filter(
|
|
MessageFeedback.conversation_id == self.id,
|
|
MessageFeedback.from_source == "admin",
|
|
MessageFeedback.rating == "like",
|
|
)
|
|
.count()
|
|
)
|
|
|
|
dislike = (
|
|
db.session.query(MessageFeedback)
|
|
.filter(
|
|
MessageFeedback.conversation_id == self.id,
|
|
MessageFeedback.from_source == "admin",
|
|
MessageFeedback.rating == "dislike",
|
|
)
|
|
.count()
|
|
)
|
|
|
|
return {"like": like, "dislike": dislike}
|
|
|
|
@property
|
|
def first_message(self):
|
|
return db.session.query(Message).filter(Message.conversation_id == self.id).first()
|
|
|
|
@property
|
|
def app(self):
|
|
return db.session.query(App).filter(App.id == self.app_id).first()
|
|
|
|
@property
|
|
def from_end_user_session_id(self):
|
|
if self.from_end_user_id:
|
|
end_user = db.session.query(EndUser).filter(EndUser.id == self.from_end_user_id).first()
|
|
if end_user:
|
|
return end_user.session_id
|
|
|
|
return None
|
|
|
|
@property
|
|
def from_account_name(self):
|
|
if self.from_account_id:
|
|
account = db.session.query(Account).filter(Account.id == self.from_account_id).first()
|
|
if account:
|
|
return account.name
|
|
|
|
return None
|
|
|
|
@property
|
|
def in_debug_mode(self):
|
|
return self.override_model_configs is not None
|
|
|
|
|
|
class Message(db.Model):
|
|
__tablename__ = "messages"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="message_pkey"),
|
|
db.Index("message_app_id_idx", "app_id", "created_at"),
|
|
db.Index("message_conversation_id_idx", "conversation_id"),
|
|
db.Index("message_end_user_idx", "app_id", "from_source", "from_end_user_id"),
|
|
db.Index("message_account_idx", "app_id", "from_source", "from_account_id"),
|
|
db.Index("message_workflow_run_id_idx", "conversation_id", "workflow_run_id"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
app_id = db.Column(StringUUID, nullable=False)
|
|
model_provider = db.Column(db.String(255), nullable=True)
|
|
model_id = db.Column(db.String(255), nullable=True)
|
|
override_model_configs = db.Column(db.Text)
|
|
conversation_id = db.Column(StringUUID, db.ForeignKey("conversations.id"), nullable=False)
|
|
_inputs: Mapped[dict] = mapped_column("inputs", db.JSON)
|
|
query: Mapped[str] = db.Column(db.Text, nullable=False)
|
|
message = db.Column(db.JSON, nullable=False)
|
|
message_tokens = db.Column(db.Integer, nullable=False, server_default=db.text("0"))
|
|
message_unit_price = db.Column(db.Numeric(10, 4), nullable=False)
|
|
message_price_unit = db.Column(db.Numeric(10, 7), nullable=False, server_default=db.text("0.001"))
|
|
answer: Mapped[str] = db.Column(db.Text, nullable=False)
|
|
answer_tokens = db.Column(db.Integer, nullable=False, server_default=db.text("0"))
|
|
answer_unit_price = db.Column(db.Numeric(10, 4), nullable=False)
|
|
answer_price_unit = db.Column(db.Numeric(10, 7), nullable=False, server_default=db.text("0.001"))
|
|
parent_message_id = db.Column(StringUUID, nullable=True)
|
|
provider_response_latency = db.Column(db.Float, nullable=False, server_default=db.text("0"))
|
|
total_price = db.Column(db.Numeric(10, 7))
|
|
currency = db.Column(db.String(255), nullable=False)
|
|
status = db.Column(db.String(255), nullable=False, server_default=db.text("'normal'::character varying"))
|
|
error = db.Column(db.Text)
|
|
message_metadata = db.Column(db.Text)
|
|
invoke_from: Mapped[Optional[str]] = db.Column(db.String(255), nullable=True)
|
|
from_source = db.Column(db.String(255), nullable=False)
|
|
from_end_user_id: Mapped[Optional[str]] = db.Column(StringUUID)
|
|
from_account_id: Mapped[Optional[str]] = db.Column(StringUUID)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
agent_based = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
|
|
workflow_run_id = db.Column(StringUUID)
|
|
|
|
@property
|
|
def inputs(self):
|
|
inputs = self._inputs.copy()
|
|
for key, value in inputs.items():
|
|
if isinstance(value, dict) and value.get("dify_model_identity") == FILE_MODEL_IDENTITY:
|
|
inputs[key] = File.model_validate(value)
|
|
elif isinstance(value, list) and all(
|
|
isinstance(item, dict) and item.get("dify_model_identity") == FILE_MODEL_IDENTITY for item in value
|
|
):
|
|
inputs[key] = [File.model_validate(item) for item in value]
|
|
return inputs
|
|
|
|
@inputs.setter
|
|
def inputs(self, value: Mapping[str, Any]):
|
|
inputs = dict(value)
|
|
for k, v in inputs.items():
|
|
if isinstance(v, File):
|
|
inputs[k] = v.model_dump()
|
|
elif isinstance(v, list) and all(isinstance(item, File) for item in v):
|
|
inputs[k] = [item.model_dump() for item in v]
|
|
self._inputs = inputs
|
|
|
|
@property
|
|
def re_sign_file_url_answer(self) -> str:
|
|
if not self.answer:
|
|
return self.answer
|
|
|
|
pattern = r"\[!?.*?\]\((((http|https):\/\/.+)?\/files\/(tools\/)?[\w-]+.*?timestamp=.*&nonce=.*&sign=.*)\)"
|
|
matches = re.findall(pattern, self.answer)
|
|
|
|
if not matches:
|
|
return self.answer
|
|
|
|
urls = [match[0] for match in matches]
|
|
|
|
# remove duplicate urls
|
|
urls = list(set(urls))
|
|
|
|
if not urls:
|
|
return self.answer
|
|
|
|
re_sign_file_url_answer = self.answer
|
|
for url in urls:
|
|
if "files/tools" in url:
|
|
# get tool file id
|
|
tool_file_id_pattern = r"\/files\/tools\/([\.\w-]+)?\?timestamp="
|
|
result = re.search(tool_file_id_pattern, url)
|
|
if not result:
|
|
continue
|
|
|
|
tool_file_id = result.group(1)
|
|
|
|
# get extension
|
|
if "." in tool_file_id:
|
|
split_result = tool_file_id.split(".")
|
|
extension = f".{split_result[-1]}"
|
|
if len(extension) > 10:
|
|
extension = ".bin"
|
|
tool_file_id = split_result[0]
|
|
else:
|
|
extension = ".bin"
|
|
|
|
if not tool_file_id:
|
|
continue
|
|
|
|
sign_url = ToolFileParser.get_tool_file_manager().sign_file(
|
|
tool_file_id=tool_file_id, extension=extension
|
|
)
|
|
elif "file-preview" in url:
|
|
# get upload file id
|
|
upload_file_id_pattern = r"\/files\/([\w-]+)\/file-preview?\?timestamp="
|
|
result = re.search(upload_file_id_pattern, url)
|
|
if not result:
|
|
continue
|
|
|
|
upload_file_id = result.group(1)
|
|
if not upload_file_id:
|
|
continue
|
|
sign_url = file_helpers.get_signed_file_url(upload_file_id)
|
|
elif "image-preview" in url:
|
|
# image-preview is deprecated, use file-preview instead
|
|
upload_file_id_pattern = r"\/files\/([\w-]+)\/image-preview?\?timestamp="
|
|
result = re.search(upload_file_id_pattern, url)
|
|
if not result:
|
|
continue
|
|
upload_file_id = result.group(1)
|
|
if not upload_file_id:
|
|
continue
|
|
sign_url = file_helpers.get_signed_file_url(upload_file_id)
|
|
else:
|
|
continue
|
|
|
|
re_sign_file_url_answer = re_sign_file_url_answer.replace(url, sign_url)
|
|
|
|
return re_sign_file_url_answer
|
|
|
|
@property
|
|
def user_feedback(self):
|
|
feedback = (
|
|
db.session.query(MessageFeedback)
|
|
.filter(MessageFeedback.message_id == self.id, MessageFeedback.from_source == "user")
|
|
.first()
|
|
)
|
|
return feedback
|
|
|
|
@property
|
|
def admin_feedback(self):
|
|
feedback = (
|
|
db.session.query(MessageFeedback)
|
|
.filter(MessageFeedback.message_id == self.id, MessageFeedback.from_source == "admin")
|
|
.first()
|
|
)
|
|
return feedback
|
|
|
|
@property
|
|
def feedbacks(self):
|
|
feedbacks = db.session.query(MessageFeedback).filter(MessageFeedback.message_id == self.id).all()
|
|
return feedbacks
|
|
|
|
@property
|
|
def annotation(self):
|
|
annotation = db.session.query(MessageAnnotation).filter(MessageAnnotation.message_id == self.id).first()
|
|
return annotation
|
|
|
|
@property
|
|
def annotation_hit_history(self):
|
|
annotation_history = (
|
|
db.session.query(AppAnnotationHitHistory).filter(AppAnnotationHitHistory.message_id == self.id).first()
|
|
)
|
|
if annotation_history:
|
|
annotation = (
|
|
db.session.query(MessageAnnotation)
|
|
.filter(MessageAnnotation.id == annotation_history.annotation_id)
|
|
.first()
|
|
)
|
|
return annotation
|
|
return None
|
|
|
|
@property
|
|
def app_model_config(self):
|
|
conversation = db.session.query(Conversation).filter(Conversation.id == self.conversation_id).first()
|
|
if conversation:
|
|
return (
|
|
db.session.query(AppModelConfig).filter(AppModelConfig.id == conversation.app_model_config_id).first()
|
|
)
|
|
|
|
return None
|
|
|
|
@property
|
|
def in_debug_mode(self):
|
|
return self.override_model_configs is not None
|
|
|
|
@property
|
|
def message_metadata_dict(self) -> dict:
|
|
return json.loads(self.message_metadata) if self.message_metadata else {}
|
|
|
|
@property
|
|
def agent_thoughts(self):
|
|
return (
|
|
db.session.query(MessageAgentThought)
|
|
.filter(MessageAgentThought.message_id == self.id)
|
|
.order_by(MessageAgentThought.position.asc())
|
|
.all()
|
|
)
|
|
|
|
@property
|
|
def retriever_resources(self):
|
|
return (
|
|
db.session.query(DatasetRetrieverResource)
|
|
.filter(DatasetRetrieverResource.message_id == self.id)
|
|
.order_by(DatasetRetrieverResource.position.asc())
|
|
.all()
|
|
)
|
|
|
|
@property
|
|
def message_files(self):
|
|
from factories import file_factory
|
|
|
|
message_files = db.session.query(MessageFile).filter(MessageFile.message_id == self.id).all()
|
|
current_app = db.session.query(App).filter(App.id == self.app_id).first()
|
|
if not current_app:
|
|
raise ValueError(f"App {self.app_id} not found")
|
|
|
|
files: list[File] = []
|
|
for message_file in message_files:
|
|
if message_file.transfer_method == "local_file":
|
|
if message_file.upload_file_id is None:
|
|
raise ValueError(f"MessageFile {message_file.id} is a local file but has no upload_file_id")
|
|
file = file_factory.build_from_mapping(
|
|
mapping={
|
|
"id": message_file.id,
|
|
"upload_file_id": message_file.upload_file_id,
|
|
"transfer_method": message_file.transfer_method,
|
|
"type": message_file.type,
|
|
},
|
|
tenant_id=current_app.tenant_id,
|
|
user_id=self.from_account_id or self.from_end_user_id or "",
|
|
role=CreatedByRole(message_file.created_by_role),
|
|
config=FileExtraConfig(),
|
|
)
|
|
elif message_file.transfer_method == "remote_url":
|
|
if message_file.url is None:
|
|
raise ValueError(f"MessageFile {message_file.id} is a remote url but has no url")
|
|
file = file_factory.build_from_mapping(
|
|
mapping={
|
|
"id": message_file.id,
|
|
"type": message_file.type,
|
|
"transfer_method": message_file.transfer_method,
|
|
"url": message_file.url,
|
|
},
|
|
tenant_id=current_app.tenant_id,
|
|
user_id=self.from_account_id or self.from_end_user_id or "",
|
|
role=CreatedByRole(message_file.created_by_role),
|
|
config=FileExtraConfig(),
|
|
)
|
|
elif message_file.transfer_method == "tool_file":
|
|
if message_file.upload_file_id is None:
|
|
assert message_file.url is not None
|
|
message_file.upload_file_id = message_file.url.split("/")[-1].split(".")[0]
|
|
mapping = {
|
|
"id": message_file.id,
|
|
"type": message_file.type,
|
|
"transfer_method": message_file.transfer_method,
|
|
"tool_file_id": message_file.upload_file_id,
|
|
}
|
|
file = file_factory.build_from_mapping(
|
|
mapping=mapping,
|
|
tenant_id=current_app.tenant_id,
|
|
user_id=self.from_account_id or self.from_end_user_id or "",
|
|
role=CreatedByRole(message_file.created_by_role),
|
|
config=FileExtraConfig(),
|
|
)
|
|
else:
|
|
raise ValueError(
|
|
f"MessageFile {message_file.id} has an invalid transfer_method {message_file.transfer_method}"
|
|
)
|
|
files.append(file)
|
|
|
|
result = [
|
|
{"belongs_to": message_file.belongs_to, **file.to_dict()}
|
|
for (file, message_file) in zip(files, message_files)
|
|
]
|
|
|
|
db.session.commit()
|
|
return result
|
|
|
|
@property
|
|
def workflow_run(self):
|
|
if self.workflow_run_id:
|
|
from .workflow import WorkflowRun
|
|
|
|
return db.session.query(WorkflowRun).filter(WorkflowRun.id == self.workflow_run_id).first()
|
|
|
|
return None
|
|
|
|
def to_dict(self) -> dict:
|
|
return {
|
|
"id": self.id,
|
|
"app_id": self.app_id,
|
|
"conversation_id": self.conversation_id,
|
|
"inputs": self.inputs,
|
|
"query": self.query,
|
|
"message": self.message,
|
|
"answer": self.answer,
|
|
"status": self.status,
|
|
"error": self.error,
|
|
"message_metadata": self.message_metadata_dict,
|
|
"from_source": self.from_source,
|
|
"from_end_user_id": self.from_end_user_id,
|
|
"from_account_id": self.from_account_id,
|
|
"created_at": self.created_at.isoformat(),
|
|
"updated_at": self.updated_at.isoformat(),
|
|
"agent_based": self.agent_based,
|
|
"workflow_run_id": self.workflow_run_id,
|
|
}
|
|
|
|
@classmethod
|
|
def from_dict(cls, data: dict):
|
|
return cls(
|
|
id=data["id"],
|
|
app_id=data["app_id"],
|
|
conversation_id=data["conversation_id"],
|
|
inputs=data["inputs"],
|
|
query=data["query"],
|
|
message=data["message"],
|
|
answer=data["answer"],
|
|
status=data["status"],
|
|
error=data["error"],
|
|
message_metadata=json.dumps(data["message_metadata"]),
|
|
from_source=data["from_source"],
|
|
from_end_user_id=data["from_end_user_id"],
|
|
from_account_id=data["from_account_id"],
|
|
created_at=data["created_at"],
|
|
updated_at=data["updated_at"],
|
|
agent_based=data["agent_based"],
|
|
workflow_run_id=data["workflow_run_id"],
|
|
)
|
|
|
|
|
|
class MessageFeedback(db.Model):
|
|
__tablename__ = "message_feedbacks"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="message_feedback_pkey"),
|
|
db.Index("message_feedback_app_idx", "app_id"),
|
|
db.Index("message_feedback_message_idx", "message_id", "from_source"),
|
|
db.Index("message_feedback_conversation_idx", "conversation_id", "from_source", "rating"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
app_id = db.Column(StringUUID, nullable=False)
|
|
conversation_id = db.Column(StringUUID, nullable=False)
|
|
message_id = db.Column(StringUUID, nullable=False)
|
|
rating = db.Column(db.String(255), nullable=False)
|
|
content = db.Column(db.Text)
|
|
from_source = db.Column(db.String(255), nullable=False)
|
|
from_end_user_id = db.Column(StringUUID)
|
|
from_account_id = db.Column(StringUUID)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
|
|
@property
|
|
def from_account(self):
|
|
account = db.session.query(Account).filter(Account.id == self.from_account_id).first()
|
|
return account
|
|
|
|
|
|
class MessageFile(db.Model):
|
|
__tablename__ = "message_files"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="message_file_pkey"),
|
|
db.Index("message_file_message_idx", "message_id"),
|
|
db.Index("message_file_created_by_idx", "created_by"),
|
|
)
|
|
|
|
def __init__(
|
|
self,
|
|
*,
|
|
message_id: str,
|
|
type: FileType,
|
|
transfer_method: FileTransferMethod,
|
|
url: str | None = None,
|
|
belongs_to: Literal["user", "assistant"] | None = None,
|
|
upload_file_id: str | None = None,
|
|
created_by_role: CreatedByRole,
|
|
created_by: str,
|
|
):
|
|
self.message_id = message_id
|
|
self.type = type
|
|
self.transfer_method = transfer_method
|
|
self.url = url
|
|
self.belongs_to = belongs_to
|
|
self.upload_file_id = upload_file_id
|
|
self.created_by_role = created_by_role.value
|
|
self.created_by = created_by
|
|
|
|
id: Mapped[str] = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
message_id: Mapped[str] = db.Column(StringUUID, nullable=False)
|
|
type: Mapped[str] = db.Column(db.String(255), nullable=False)
|
|
transfer_method: Mapped[str] = db.Column(db.String(255), nullable=False)
|
|
url: Mapped[Optional[str]] = db.Column(db.Text, nullable=True)
|
|
belongs_to: Mapped[Optional[str]] = db.Column(db.String(255), nullable=True)
|
|
upload_file_id: Mapped[Optional[str]] = db.Column(StringUUID, nullable=True)
|
|
created_by_role: Mapped[str] = db.Column(db.String(255), nullable=False)
|
|
created_by: Mapped[str] = db.Column(StringUUID, nullable=False)
|
|
created_at: Mapped[datetime] = db.Column(
|
|
db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)")
|
|
)
|
|
|
|
|
|
class MessageAnnotation(db.Model):
|
|
__tablename__ = "message_annotations"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="message_annotation_pkey"),
|
|
db.Index("message_annotation_app_idx", "app_id"),
|
|
db.Index("message_annotation_conversation_idx", "conversation_id"),
|
|
db.Index("message_annotation_message_idx", "message_id"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
app_id = db.Column(StringUUID, nullable=False)
|
|
conversation_id = db.Column(StringUUID, db.ForeignKey("conversations.id"), nullable=True)
|
|
message_id = db.Column(StringUUID, nullable=True)
|
|
question = db.Column(db.Text, nullable=True)
|
|
content = db.Column(db.Text, nullable=False)
|
|
hit_count = db.Column(db.Integer, nullable=False, server_default=db.text("0"))
|
|
account_id = db.Column(StringUUID, nullable=False)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
|
|
@property
|
|
def account(self):
|
|
account = db.session.query(Account).filter(Account.id == self.account_id).first()
|
|
return account
|
|
|
|
@property
|
|
def annotation_create_account(self):
|
|
account = db.session.query(Account).filter(Account.id == self.account_id).first()
|
|
return account
|
|
|
|
|
|
class AppAnnotationHitHistory(db.Model):
|
|
__tablename__ = "app_annotation_hit_histories"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="app_annotation_hit_histories_pkey"),
|
|
db.Index("app_annotation_hit_histories_app_idx", "app_id"),
|
|
db.Index("app_annotation_hit_histories_account_idx", "account_id"),
|
|
db.Index("app_annotation_hit_histories_annotation_idx", "annotation_id"),
|
|
db.Index("app_annotation_hit_histories_message_idx", "message_id"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
app_id = db.Column(StringUUID, nullable=False)
|
|
annotation_id = db.Column(StringUUID, nullable=False)
|
|
source = db.Column(db.Text, nullable=False)
|
|
question = db.Column(db.Text, nullable=False)
|
|
account_id = db.Column(StringUUID, nullable=False)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
score = db.Column(Float, nullable=False, server_default=db.text("0"))
|
|
message_id = db.Column(StringUUID, nullable=False)
|
|
annotation_question = db.Column(db.Text, nullable=False)
|
|
annotation_content = db.Column(db.Text, nullable=False)
|
|
|
|
@property
|
|
def account(self):
|
|
account = (
|
|
db.session.query(Account)
|
|
.join(MessageAnnotation, MessageAnnotation.account_id == Account.id)
|
|
.filter(MessageAnnotation.id == self.annotation_id)
|
|
.first()
|
|
)
|
|
return account
|
|
|
|
@property
|
|
def annotation_create_account(self):
|
|
account = db.session.query(Account).filter(Account.id == self.account_id).first()
|
|
return account
|
|
|
|
|
|
class AppAnnotationSetting(db.Model):
|
|
__tablename__ = "app_annotation_settings"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="app_annotation_settings_pkey"),
|
|
db.Index("app_annotation_settings_app_idx", "app_id"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
app_id = db.Column(StringUUID, nullable=False)
|
|
score_threshold = db.Column(Float, nullable=False, server_default=db.text("0"))
|
|
collection_binding_id = db.Column(StringUUID, nullable=False)
|
|
created_user_id = db.Column(StringUUID, nullable=False)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
updated_user_id = db.Column(StringUUID, nullable=False)
|
|
updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
|
|
@property
|
|
def created_account(self):
|
|
account = (
|
|
db.session.query(Account)
|
|
.join(AppAnnotationSetting, AppAnnotationSetting.created_user_id == Account.id)
|
|
.filter(AppAnnotationSetting.id == self.annotation_id)
|
|
.first()
|
|
)
|
|
return account
|
|
|
|
@property
|
|
def updated_account(self):
|
|
account = (
|
|
db.session.query(Account)
|
|
.join(AppAnnotationSetting, AppAnnotationSetting.updated_user_id == Account.id)
|
|
.filter(AppAnnotationSetting.id == self.annotation_id)
|
|
.first()
|
|
)
|
|
return account
|
|
|
|
@property
|
|
def collection_binding_detail(self):
|
|
from .dataset import DatasetCollectionBinding
|
|
|
|
collection_binding_detail = (
|
|
db.session.query(DatasetCollectionBinding)
|
|
.filter(DatasetCollectionBinding.id == self.collection_binding_id)
|
|
.first()
|
|
)
|
|
return collection_binding_detail
|
|
|
|
|
|
class OperationLog(db.Model):
|
|
__tablename__ = "operation_logs"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="operation_log_pkey"),
|
|
db.Index("operation_log_account_action_idx", "tenant_id", "account_id", "action"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
tenant_id = db.Column(StringUUID, nullable=False)
|
|
account_id = db.Column(StringUUID, nullable=False)
|
|
action = db.Column(db.String(255), nullable=False)
|
|
content = db.Column(db.JSON)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
created_ip = db.Column(db.String(255), nullable=False)
|
|
updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
|
|
|
|
class EndUser(UserMixin, db.Model):
|
|
__tablename__ = "end_users"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="end_user_pkey"),
|
|
db.Index("end_user_session_id_idx", "session_id", "type"),
|
|
db.Index("end_user_tenant_session_id_idx", "tenant_id", "session_id", "type"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
tenant_id = db.Column(StringUUID, nullable=False)
|
|
app_id = db.Column(StringUUID, nullable=True)
|
|
type = db.Column(db.String(255), nullable=False)
|
|
external_user_id = db.Column(db.String(255), nullable=True)
|
|
name = db.Column(db.String(255))
|
|
is_anonymous = db.Column(db.Boolean, nullable=False, server_default=db.text("true"))
|
|
session_id = db.Column(db.String(255), nullable=False)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
|
|
|
|
class Site(db.Model):
|
|
__tablename__ = "sites"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="site_pkey"),
|
|
db.Index("site_app_id_idx", "app_id"),
|
|
db.Index("site_code_idx", "code", "status"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
app_id = db.Column(StringUUID, nullable=False)
|
|
title = db.Column(db.String(255), nullable=False)
|
|
icon_type = db.Column(db.String(255), nullable=True)
|
|
icon = db.Column(db.String(255))
|
|
icon_background = db.Column(db.String(255))
|
|
description = db.Column(db.Text)
|
|
default_language = db.Column(db.String(255), nullable=False)
|
|
chat_color_theme = db.Column(db.String(255))
|
|
chat_color_theme_inverted = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
|
|
copyright = db.Column(db.String(255))
|
|
privacy_policy = db.Column(db.String(255))
|
|
show_workflow_steps = db.Column(db.Boolean, nullable=False, server_default=db.text("true"))
|
|
use_icon_as_answer_icon = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
|
|
custom_disclaimer = db.Column(db.String(255), nullable=True)
|
|
customize_domain = db.Column(db.String(255))
|
|
customize_token_strategy = db.Column(db.String(255), nullable=False)
|
|
prompt_public = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
|
|
status = db.Column(db.String(255), nullable=False, server_default=db.text("'normal'::character varying"))
|
|
created_by = db.Column(StringUUID, nullable=True)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
updated_by = db.Column(StringUUID, nullable=True)
|
|
updated_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
code = db.Column(db.String(255))
|
|
|
|
@staticmethod
|
|
def generate_code(n):
|
|
while True:
|
|
result = generate_string(n)
|
|
while db.session.query(Site).filter(Site.code == result).count() > 0:
|
|
result = generate_string(n)
|
|
|
|
return result
|
|
|
|
@property
|
|
def app_base_url(self):
|
|
return dify_config.APP_WEB_URL or request.url_root.rstrip("/")
|
|
|
|
|
|
class ApiToken(db.Model):
|
|
__tablename__ = "api_tokens"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="api_token_pkey"),
|
|
db.Index("api_token_app_id_type_idx", "app_id", "type"),
|
|
db.Index("api_token_token_idx", "token", "type"),
|
|
db.Index("api_token_tenant_idx", "tenant_id", "type"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
app_id = db.Column(StringUUID, nullable=True)
|
|
tenant_id = db.Column(StringUUID, nullable=True)
|
|
type = db.Column(db.String(16), nullable=False)
|
|
token = db.Column(db.String(255), nullable=False)
|
|
last_used_at = db.Column(db.DateTime, nullable=True)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
|
|
@staticmethod
|
|
def generate_api_key(prefix, n):
|
|
while True:
|
|
result = prefix + generate_string(n)
|
|
while db.session.query(ApiToken).filter(ApiToken.token == result).count() > 0:
|
|
result = prefix + generate_string(n)
|
|
|
|
return result
|
|
|
|
|
|
class UploadFile(db.Model):
|
|
__tablename__ = "upload_files"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="upload_file_pkey"),
|
|
db.Index("upload_file_tenant_idx", "tenant_id"),
|
|
)
|
|
|
|
id: Mapped[str] = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
tenant_id: Mapped[str] = db.Column(StringUUID, nullable=False)
|
|
storage_type: Mapped[str] = db.Column(db.String(255), nullable=False)
|
|
key: Mapped[str] = db.Column(db.String(255), nullable=False)
|
|
name: Mapped[str] = db.Column(db.String(255), nullable=False)
|
|
size: Mapped[int] = db.Column(db.Integer, nullable=False)
|
|
extension: Mapped[str] = db.Column(db.String(255), nullable=False)
|
|
mime_type: Mapped[str] = db.Column(db.String(255), nullable=True)
|
|
created_by_role: Mapped[str] = db.Column(
|
|
db.String(255), nullable=False, server_default=db.text("'account'::character varying")
|
|
)
|
|
created_by: Mapped[str] = db.Column(StringUUID, nullable=False)
|
|
created_at: Mapped[datetime] = db.Column(
|
|
db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)")
|
|
)
|
|
used: Mapped[bool] = db.Column(db.Boolean, nullable=False, server_default=db.text("false"))
|
|
used_by: Mapped[str | None] = db.Column(StringUUID, nullable=True)
|
|
used_at: Mapped[datetime | None] = db.Column(db.DateTime, nullable=True)
|
|
hash: Mapped[str | None] = db.Column(db.String(255), nullable=True)
|
|
|
|
def __init__(
|
|
self,
|
|
*,
|
|
tenant_id: str,
|
|
storage_type: str,
|
|
key: str,
|
|
name: str,
|
|
size: int,
|
|
extension: str,
|
|
mime_type: str,
|
|
created_by_role: CreatedByRole,
|
|
created_by: str,
|
|
created_at: datetime,
|
|
used: bool,
|
|
used_by: str | None = None,
|
|
used_at: datetime | None = None,
|
|
hash: str | None = None,
|
|
) -> None:
|
|
self.tenant_id = tenant_id
|
|
self.storage_type = storage_type
|
|
self.key = key
|
|
self.name = name
|
|
self.size = size
|
|
self.extension = extension
|
|
self.mime_type = mime_type
|
|
self.created_by_role = created_by_role.value
|
|
self.created_by = created_by
|
|
self.created_at = created_at
|
|
self.used = used
|
|
self.used_by = used_by
|
|
self.used_at = used_at
|
|
self.hash = hash
|
|
|
|
|
|
class ApiRequest(db.Model):
|
|
__tablename__ = "api_requests"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="api_request_pkey"),
|
|
db.Index("api_request_token_idx", "tenant_id", "api_token_id"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, nullable=False, server_default=db.text("uuid_generate_v4()"))
|
|
tenant_id = db.Column(StringUUID, nullable=False)
|
|
api_token_id = db.Column(StringUUID, nullable=False)
|
|
path = db.Column(db.String(255), nullable=False)
|
|
request = db.Column(db.Text, nullable=True)
|
|
response = db.Column(db.Text, nullable=True)
|
|
ip = db.Column(db.String(255), nullable=False)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
|
|
|
|
class MessageChain(db.Model):
|
|
__tablename__ = "message_chains"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="message_chain_pkey"),
|
|
db.Index("message_chain_message_id_idx", "message_id"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, nullable=False, server_default=db.text("uuid_generate_v4()"))
|
|
message_id = db.Column(StringUUID, nullable=False)
|
|
type = db.Column(db.String(255), nullable=False)
|
|
input = db.Column(db.Text, nullable=True)
|
|
output = db.Column(db.Text, nullable=True)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.func.current_timestamp())
|
|
|
|
|
|
class MessageAgentThought(db.Model):
|
|
__tablename__ = "message_agent_thoughts"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="message_agent_thought_pkey"),
|
|
db.Index("message_agent_thought_message_id_idx", "message_id"),
|
|
db.Index("message_agent_thought_message_chain_id_idx", "message_chain_id"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, nullable=False, server_default=db.text("uuid_generate_v4()"))
|
|
message_id = db.Column(StringUUID, nullable=False)
|
|
message_chain_id = db.Column(StringUUID, nullable=True)
|
|
position = db.Column(db.Integer, nullable=False)
|
|
thought = db.Column(db.Text, nullable=True)
|
|
tool = db.Column(db.Text, nullable=True)
|
|
tool_labels_str = db.Column(db.Text, nullable=False, server_default=db.text("'{}'::text"))
|
|
tool_meta_str = db.Column(db.Text, nullable=False, server_default=db.text("'{}'::text"))
|
|
tool_input = db.Column(db.Text, nullable=True)
|
|
observation = db.Column(db.Text, nullable=True)
|
|
# plugin_id = db.Column(StringUUID, nullable=True) ## for future design
|
|
tool_process_data = db.Column(db.Text, nullable=True)
|
|
message = db.Column(db.Text, nullable=True)
|
|
message_token = db.Column(db.Integer, nullable=True)
|
|
message_unit_price = db.Column(db.Numeric, nullable=True)
|
|
message_price_unit = db.Column(db.Numeric(10, 7), nullable=False, server_default=db.text("0.001"))
|
|
message_files = db.Column(db.Text, nullable=True)
|
|
answer = db.Column(db.Text, nullable=True)
|
|
answer_token = db.Column(db.Integer, nullable=True)
|
|
answer_unit_price = db.Column(db.Numeric, nullable=True)
|
|
answer_price_unit = db.Column(db.Numeric(10, 7), nullable=False, server_default=db.text("0.001"))
|
|
tokens = db.Column(db.Integer, nullable=True)
|
|
total_price = db.Column(db.Numeric, nullable=True)
|
|
currency = db.Column(db.String, nullable=True)
|
|
latency = db.Column(db.Float, nullable=True)
|
|
created_by_role = db.Column(db.String, nullable=False)
|
|
created_by = db.Column(StringUUID, nullable=False)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.func.current_timestamp())
|
|
|
|
@property
|
|
def files(self) -> list:
|
|
if self.message_files:
|
|
return json.loads(self.message_files)
|
|
else:
|
|
return []
|
|
|
|
@property
|
|
def tools(self) -> list[str]:
|
|
return self.tool.split(";") if self.tool else []
|
|
|
|
@property
|
|
def tool_labels(self) -> dict:
|
|
try:
|
|
if self.tool_labels_str:
|
|
return json.loads(self.tool_labels_str)
|
|
else:
|
|
return {}
|
|
except Exception as e:
|
|
return {}
|
|
|
|
@property
|
|
def tool_meta(self) -> dict:
|
|
try:
|
|
if self.tool_meta_str:
|
|
return json.loads(self.tool_meta_str)
|
|
else:
|
|
return {}
|
|
except Exception as e:
|
|
return {}
|
|
|
|
@property
|
|
def tool_inputs_dict(self) -> dict:
|
|
tools = self.tools
|
|
try:
|
|
if self.tool_input:
|
|
data = json.loads(self.tool_input)
|
|
result = {}
|
|
for tool in tools:
|
|
if tool in data:
|
|
result[tool] = data[tool]
|
|
else:
|
|
if len(tools) == 1:
|
|
result[tool] = data
|
|
else:
|
|
result[tool] = {}
|
|
return result
|
|
else:
|
|
return {tool: {} for tool in tools}
|
|
except Exception as e:
|
|
return {}
|
|
|
|
@property
|
|
def tool_outputs_dict(self) -> dict:
|
|
tools = self.tools
|
|
try:
|
|
if self.observation:
|
|
data = json.loads(self.observation)
|
|
result = {}
|
|
for tool in tools:
|
|
if tool in data:
|
|
result[tool] = data[tool]
|
|
else:
|
|
if len(tools) == 1:
|
|
result[tool] = data
|
|
else:
|
|
result[tool] = {}
|
|
return result
|
|
else:
|
|
return {tool: {} for tool in tools}
|
|
except Exception as e:
|
|
if self.observation:
|
|
return dict.fromkeys(tools, self.observation)
|
|
|
|
|
|
class DatasetRetrieverResource(db.Model):
|
|
__tablename__ = "dataset_retriever_resources"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="dataset_retriever_resource_pkey"),
|
|
db.Index("dataset_retriever_resource_message_id_idx", "message_id"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, nullable=False, server_default=db.text("uuid_generate_v4()"))
|
|
message_id = db.Column(StringUUID, nullable=False)
|
|
position = db.Column(db.Integer, nullable=False)
|
|
dataset_id = db.Column(StringUUID, nullable=False)
|
|
dataset_name = db.Column(db.Text, nullable=False)
|
|
document_id = db.Column(StringUUID, nullable=True)
|
|
document_name = db.Column(db.Text, nullable=False)
|
|
data_source_type = db.Column(db.Text, nullable=True)
|
|
segment_id = db.Column(StringUUID, nullable=True)
|
|
score = db.Column(db.Float, nullable=True)
|
|
content = db.Column(db.Text, nullable=False)
|
|
hit_count = db.Column(db.Integer, nullable=True)
|
|
word_count = db.Column(db.Integer, nullable=True)
|
|
segment_position = db.Column(db.Integer, nullable=True)
|
|
index_node_hash = db.Column(db.Text, nullable=True)
|
|
retriever_from = db.Column(db.Text, nullable=False)
|
|
created_by = db.Column(StringUUID, nullable=False)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.func.current_timestamp())
|
|
|
|
|
|
class Tag(db.Model):
|
|
__tablename__ = "tags"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="tag_pkey"),
|
|
db.Index("tag_type_idx", "type"),
|
|
db.Index("tag_name_idx", "name"),
|
|
)
|
|
|
|
TAG_TYPE_LIST = ["knowledge", "app"]
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
tenant_id = db.Column(StringUUID, nullable=True)
|
|
type = db.Column(db.String(16), nullable=False)
|
|
name = db.Column(db.String(255), nullable=False)
|
|
created_by = db.Column(StringUUID, nullable=False)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
|
|
|
|
class TagBinding(db.Model):
|
|
__tablename__ = "tag_bindings"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="tag_binding_pkey"),
|
|
db.Index("tag_bind_target_id_idx", "target_id"),
|
|
db.Index("tag_bind_tag_id_idx", "tag_id"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
tenant_id = db.Column(StringUUID, nullable=True)
|
|
tag_id = db.Column(StringUUID, nullable=True)
|
|
target_id = db.Column(StringUUID, nullable=True)
|
|
created_by = db.Column(StringUUID, nullable=False)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text("CURRENT_TIMESTAMP(0)"))
|
|
|
|
|
|
class TraceAppConfig(db.Model):
|
|
__tablename__ = "trace_app_config"
|
|
__table_args__ = (
|
|
db.PrimaryKeyConstraint("id", name="tracing_app_config_pkey"),
|
|
db.Index("trace_app_config_app_id_idx", "app_id"),
|
|
)
|
|
|
|
id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
|
|
app_id = db.Column(StringUUID, nullable=False)
|
|
tracing_provider = db.Column(db.String(255), nullable=True)
|
|
tracing_config = db.Column(db.JSON, nullable=True)
|
|
created_at = db.Column(db.DateTime, nullable=False, server_default=func.now())
|
|
updated_at = db.Column(db.DateTime, nullable=False, server_default=func.now(), onupdate=func.now())
|
|
is_active = db.Column(db.Boolean, nullable=False, server_default=db.text("true"))
|
|
|
|
@property
|
|
def tracing_config_dict(self):
|
|
return self.tracing_config or {}
|
|
|
|
@property
|
|
def tracing_config_str(self):
|
|
return json.dumps(self.tracing_config_dict)
|
|
|
|
def to_dict(self):
|
|
return {
|
|
"id": self.id,
|
|
"app_id": self.app_id,
|
|
"tracing_provider": self.tracing_provider,
|
|
"tracing_config": self.tracing_config_dict,
|
|
"is_active": self.is_active,
|
|
"created_at": str(self.created_at) if self.created_at else None,
|
|
"updated_at": str(self.updated_at) if self.updated_at else None,
|
|
}
|