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										 |  |  | import json | 
					
						
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										 |  |  | from sqlalchemy import ForeignKey | 
					
						
							|  |  |  | from sqlalchemy.dialects.postgresql import UUID | 
					
						
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										 |  |  | from core.tools.entities.common_entities import I18nObject | 
					
						
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										 |  |  | from core.tools.entities.tool_bundle import ApiBasedToolBundle | 
					
						
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										 |  |  | from core.tools.entities.tool_entities import ApiProviderSchemaType | 
					
						
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										 |  |  | from extensions.ext_database import db | 
					
						
							|  |  |  | from models.model import Account, App, Tenant | 
					
						
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							|  |  |  | class BuiltinToolProvider(db.Model): | 
					
						
							|  |  |  |     """
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							|  |  |  |     This table stores the tool provider information for built-in tools for each tenant. | 
					
						
							|  |  |  |     """
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							|  |  |  |     __tablename__ = 'tool_builtin_providers' | 
					
						
							|  |  |  |     __table_args__ = ( | 
					
						
							|  |  |  |         db.PrimaryKeyConstraint('id', name='tool_builtin_provider_pkey'), | 
					
						
							|  |  |  |         # one tenant can only have one tool provider with the same name | 
					
						
							|  |  |  |         db.UniqueConstraint('tenant_id', 'provider', name='unique_builtin_tool_provider') | 
					
						
							|  |  |  |     ) | 
					
						
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							|  |  |  |     # id of the tool provider | 
					
						
							|  |  |  |     id = db.Column(UUID, server_default=db.text('uuid_generate_v4()')) | 
					
						
							|  |  |  |     # id of the tenant | 
					
						
							|  |  |  |     tenant_id = db.Column(UUID, nullable=True) | 
					
						
							|  |  |  |     # who created this tool provider | 
					
						
							|  |  |  |     user_id = db.Column(UUID, nullable=False) | 
					
						
							|  |  |  |     # name of the tool provider | 
					
						
							|  |  |  |     provider = db.Column(db.String(40), nullable=False) | 
					
						
							|  |  |  |     # credential of the tool provider | 
					
						
							|  |  |  |     encrypted_credentials = db.Column(db.Text, nullable=True) | 
					
						
							|  |  |  |     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)')) | 
					
						
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							|  |  |  |     @property | 
					
						
							|  |  |  |     def credentials(self) -> dict: | 
					
						
							|  |  |  |         return json.loads(self.encrypted_credentials) | 
					
						
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							|  |  |  | class PublishedAppTool(db.Model): | 
					
						
							|  |  |  |     """
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							|  |  |  |     The table stores the apps published as a tool for each person. | 
					
						
							|  |  |  |     """
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							|  |  |  |     __tablename__ = 'tool_published_apps' | 
					
						
							|  |  |  |     __table_args__ = ( | 
					
						
							|  |  |  |         db.PrimaryKeyConstraint('id', name='published_app_tool_pkey'), | 
					
						
							|  |  |  |         db.UniqueConstraint('app_id', 'user_id', name='unique_published_app_tool') | 
					
						
							|  |  |  |     ) | 
					
						
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							|  |  |  |     # id of the tool provider | 
					
						
							|  |  |  |     id = db.Column(UUID, server_default=db.text('uuid_generate_v4()')) | 
					
						
							|  |  |  |     # id of the app | 
					
						
							|  |  |  |     app_id = db.Column(UUID, ForeignKey('apps.id'), nullable=False) | 
					
						
							|  |  |  |     # who published this tool | 
					
						
							|  |  |  |     user_id = db.Column(UUID, nullable=False) | 
					
						
							|  |  |  |     # description of the tool, stored in i18n format, for human | 
					
						
							|  |  |  |     description = db.Column(db.Text, nullable=False) | 
					
						
							|  |  |  |     # llm_description of the tool, for LLM | 
					
						
							|  |  |  |     llm_description = db.Column(db.Text, nullable=False) | 
					
						
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										 |  |  |     # query description, query will be seem as a parameter of the tool, to describe this parameter to llm, we need this field | 
					
						
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										 |  |  |     query_description = db.Column(db.Text, nullable=False) | 
					
						
							|  |  |  |     # query name, the name of the query parameter | 
					
						
							|  |  |  |     query_name = db.Column(db.String(40), nullable=False) | 
					
						
							|  |  |  |     # name of the tool provider | 
					
						
							|  |  |  |     tool_name = db.Column(db.String(40), nullable=False) | 
					
						
							|  |  |  |     # author | 
					
						
							|  |  |  |     author = db.Column(db.String(40), 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)')) | 
					
						
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							|  |  |  |     @property | 
					
						
							|  |  |  |     def description_i18n(self) -> I18nObject: | 
					
						
							|  |  |  |         return I18nObject(**json.loads(self.description)) | 
					
						
							|  |  |  |      | 
					
						
							|  |  |  |     @property | 
					
						
							|  |  |  |     def app(self) -> App: | 
					
						
							|  |  |  |         return db.session.query(App).filter(App.id == self.app_id).first() | 
					
						
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							|  |  |  | class ApiToolProvider(db.Model): | 
					
						
							|  |  |  |     """
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							|  |  |  |     The table stores the api providers. | 
					
						
							|  |  |  |     """
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							|  |  |  |     __tablename__ = 'tool_api_providers' | 
					
						
							|  |  |  |     __table_args__ = ( | 
					
						
							|  |  |  |         db.PrimaryKeyConstraint('id', name='tool_api_provider_pkey'), | 
					
						
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										 |  |  |         db.UniqueConstraint('name', 'tenant_id', name='unique_api_tool_provider') | 
					
						
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										 |  |  |     ) | 
					
						
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							|  |  |  |     id = db.Column(UUID, server_default=db.text('uuid_generate_v4()')) | 
					
						
							|  |  |  |     # name of the api provider | 
					
						
							|  |  |  |     name = db.Column(db.String(40), nullable=False) | 
					
						
							|  |  |  |     # icon | 
					
						
							|  |  |  |     icon = db.Column(db.String(255), nullable=False) | 
					
						
							|  |  |  |     # original schema | 
					
						
							|  |  |  |     schema = db.Column(db.Text, nullable=False) | 
					
						
							|  |  |  |     schema_type_str = db.Column(db.String(40), nullable=False) | 
					
						
							|  |  |  |     # who created this tool | 
					
						
							|  |  |  |     user_id = db.Column(UUID, nullable=False) | 
					
						
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										 |  |  |     # tenant id | 
					
						
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										 |  |  |     tenant_id = db.Column(UUID, nullable=False) | 
					
						
							|  |  |  |     # description of the provider | 
					
						
							|  |  |  |     description = db.Column(db.Text, nullable=False) | 
					
						
							|  |  |  |     # json format tools | 
					
						
							|  |  |  |     tools_str = db.Column(db.Text, nullable=False) | 
					
						
							|  |  |  |     # json format credentials | 
					
						
							|  |  |  |     credentials_str = db.Column(db.Text, nullable=False) | 
					
						
							|  |  |  |     # privacy policy | 
					
						
							|  |  |  |     privacy_policy = db.Column(db.String(255), nullable=True) | 
					
						
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							|  |  |  |     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)')) | 
					
						
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							|  |  |  |     @property | 
					
						
							|  |  |  |     def schema_type(self) -> ApiProviderSchemaType: | 
					
						
							|  |  |  |         return ApiProviderSchemaType.value_of(self.schema_type_str) | 
					
						
							|  |  |  |      | 
					
						
							|  |  |  |     @property | 
					
						
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										 |  |  |     def tools(self) -> list[ApiBasedToolBundle]: | 
					
						
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										 |  |  |         return [ApiBasedToolBundle(**tool) for tool in json.loads(self.tools_str)] | 
					
						
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							|  |  |  |     @property | 
					
						
							|  |  |  |     def credentials(self) -> dict: | 
					
						
							|  |  |  |         return json.loads(self.credentials_str) | 
					
						
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							|  |  |  |     @property | 
					
						
							|  |  |  |     def user(self) -> Account: | 
					
						
							|  |  |  |         return db.session.query(Account).filter(Account.id == self.user_id).first() | 
					
						
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							|  |  |  |     @property | 
					
						
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										 |  |  |     def tenant(self) -> Tenant: | 
					
						
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										 |  |  |         return db.session.query(Tenant).filter(Tenant.id == self.tenant_id).first() | 
					
						
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							|  |  |  | class ToolModelInvoke(db.Model): | 
					
						
							|  |  |  |     """
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							|  |  |  |     store the invoke logs from tool invoke | 
					
						
							|  |  |  |     """
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							|  |  |  |     __tablename__ = "tool_model_invokes" | 
					
						
							|  |  |  |     __table_args__ = ( | 
					
						
							|  |  |  |         db.PrimaryKeyConstraint('id', name='tool_model_invoke_pkey'), | 
					
						
							|  |  |  |     ) | 
					
						
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							|  |  |  |     id = db.Column(UUID, server_default=db.text('uuid_generate_v4()')) | 
					
						
							|  |  |  |     # who invoke this tool | 
					
						
							|  |  |  |     user_id = db.Column(UUID, nullable=False) | 
					
						
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										 |  |  |     # tenant id | 
					
						
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										 |  |  |     tenant_id = db.Column(UUID, nullable=False) | 
					
						
							|  |  |  |     # provider | 
					
						
							|  |  |  |     provider = db.Column(db.String(40), nullable=False) | 
					
						
							|  |  |  |     # type | 
					
						
							|  |  |  |     tool_type = db.Column(db.String(40), nullable=False) | 
					
						
							|  |  |  |     # tool name | 
					
						
							|  |  |  |     tool_name = db.Column(db.String(40), nullable=False) | 
					
						
							|  |  |  |     # invoke parameters | 
					
						
							|  |  |  |     model_parameters = db.Column(db.Text, nullable=False) | 
					
						
							|  |  |  |     # prompt messages | 
					
						
							|  |  |  |     prompt_messages = db.Column(db.Text, nullable=False) | 
					
						
							|  |  |  |     # invoke response | 
					
						
							|  |  |  |     model_response = db.Column(db.Text, nullable=False) | 
					
						
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							|  |  |  |     prompt_tokens = db.Column(db.Integer, nullable=False, server_default=db.text('0')) | 
					
						
							|  |  |  |     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')) | 
					
						
							|  |  |  |     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) | 
					
						
							|  |  |  |     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)')) | 
					
						
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							|  |  |  | class ToolConversationVariables(db.Model): | 
					
						
							|  |  |  |     """
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							|  |  |  |     store the conversation variables from tool invoke | 
					
						
							|  |  |  |     """
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							|  |  |  |     __tablename__ = "tool_conversation_variables" | 
					
						
							|  |  |  |     __table_args__ = ( | 
					
						
							|  |  |  |         db.PrimaryKeyConstraint('id', name='tool_conversation_variables_pkey'), | 
					
						
							|  |  |  |         # add index for user_id and conversation_id | 
					
						
							|  |  |  |         db.Index('user_id_idx', 'user_id'), | 
					
						
							|  |  |  |         db.Index('conversation_id_idx', 'conversation_id'), | 
					
						
							|  |  |  |     ) | 
					
						
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							|  |  |  |     id = db.Column(UUID, server_default=db.text('uuid_generate_v4()')) | 
					
						
							|  |  |  |     # conversation user id | 
					
						
							|  |  |  |     user_id = db.Column(UUID, nullable=False) | 
					
						
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										 |  |  |     # tenant id | 
					
						
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										 |  |  |     tenant_id = db.Column(UUID, nullable=False) | 
					
						
							|  |  |  |     # conversation id | 
					
						
							|  |  |  |     conversation_id = db.Column(UUID, nullable=False) | 
					
						
							|  |  |  |     # variables pool | 
					
						
							|  |  |  |     variables_str = db.Column(db.Text, nullable=False) | 
					
						
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							|  |  |  |     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)')) | 
					
						
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							|  |  |  |     @property | 
					
						
							|  |  |  |     def variables(self) -> dict: | 
					
						
							|  |  |  |         return json.loads(self.variables_str) | 
					
						
							|  |  |  |      | 
					
						
							|  |  |  | class ToolFile(db.Model): | 
					
						
							|  |  |  |     """
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							|  |  |  |     store the file created by agent | 
					
						
							|  |  |  |     """
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							|  |  |  |     __tablename__ = "tool_files" | 
					
						
							|  |  |  |     __table_args__ = ( | 
					
						
							|  |  |  |         db.PrimaryKeyConstraint('id', name='tool_file_pkey'), | 
					
						
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										 |  |  |         # add index for conversation_id | 
					
						
							|  |  |  |         db.Index('tool_file_conversation_id_idx', 'conversation_id'), | 
					
						
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										 |  |  |     ) | 
					
						
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							|  |  |  |     id = db.Column(UUID, server_default=db.text('uuid_generate_v4()')) | 
					
						
							|  |  |  |     # conversation user id | 
					
						
							|  |  |  |     user_id = db.Column(UUID, nullable=False) | 
					
						
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										 |  |  |     # tenant id | 
					
						
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										 |  |  |     tenant_id = db.Column(UUID, nullable=False) | 
					
						
							|  |  |  |     # conversation id | 
					
						
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										 |  |  |     conversation_id = db.Column(UUID, nullable=True) | 
					
						
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										 |  |  |     # file key | 
					
						
							|  |  |  |     file_key = db.Column(db.String(255), nullable=False) | 
					
						
							|  |  |  |     # mime type | 
					
						
							|  |  |  |     mimetype = db.Column(db.String(255), nullable=False) | 
					
						
							|  |  |  |     # original url | 
					
						
							|  |  |  |     original_url = db.Column(db.String(255), nullable=True) |