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import json | |
from sqlalchemy import ForeignKey | |
from core.tools.entities.common_entities import I18nObject | |
from core.tools.entities.tool_bundle import ApiBasedToolBundle | |
from core.tools.entities.tool_entities import ApiProviderSchemaType | |
from extensions.ext_database import db | |
from models import StringUUID | |
from models.model import Account, App, Tenant | |
class BuiltinToolProvider(db.Model): | |
""" | |
This table stores the tool provider information for built-in tools for each tenant. | |
""" | |
__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') | |
) | |
# id of the tool provider | |
id = db.Column(StringUUID, server_default=db.text('uuid_generate_v4()')) | |
# id of the tenant | |
tenant_id = db.Column(StringUUID, nullable=True) | |
# who created this tool provider | |
user_id = db.Column(StringUUID, 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)')) | |
def credentials(self) -> dict: | |
return json.loads(self.encrypted_credentials) | |
class PublishedAppTool(db.Model): | |
""" | |
The table stores the apps published as a tool for each person. | |
""" | |
__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') | |
) | |
# id of the tool provider | |
id = db.Column(StringUUID, server_default=db.text('uuid_generate_v4()')) | |
# id of the app | |
app_id = db.Column(StringUUID, ForeignKey('apps.id'), nullable=False) | |
# who published this tool | |
user_id = db.Column(StringUUID, 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) | |
# query description, query will be seem as a parameter of the tool, to describe this parameter to llm, we need this field | |
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)')) | |
def description_i18n(self) -> I18nObject: | |
return I18nObject(**json.loads(self.description)) | |
def app(self) -> App: | |
return db.session.query(App).filter(App.id == self.app_id).first() | |
class ApiToolProvider(db.Model): | |
""" | |
The table stores the api providers. | |
""" | |
__tablename__ = 'tool_api_providers' | |
__table_args__ = ( | |
db.PrimaryKeyConstraint('id', name='tool_api_provider_pkey'), | |
db.UniqueConstraint('name', 'tenant_id', name='unique_api_tool_provider') | |
) | |
id = db.Column(StringUUID, 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(StringUUID, nullable=False) | |
# tenant id | |
tenant_id = db.Column(StringUUID, 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) | |
# custom_disclaimer | |
custom_disclaimer = db.Column(db.String(255), 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)')) | |
def schema_type(self) -> ApiProviderSchemaType: | |
return ApiProviderSchemaType.value_of(self.schema_type_str) | |
def tools(self) -> list[ApiBasedToolBundle]: | |
return [ApiBasedToolBundle(**tool) for tool in json.loads(self.tools_str)] | |
def credentials(self) -> dict: | |
return json.loads(self.credentials_str) | |
def user(self) -> Account: | |
return db.session.query(Account).filter(Account.id == self.user_id).first() | |
def tenant(self) -> Tenant: | |
return db.session.query(Tenant).filter(Tenant.id == self.tenant_id).first() | |
class ToolModelInvoke(db.Model): | |
""" | |
store the invoke logs from tool invoke | |
""" | |
__tablename__ = "tool_model_invokes" | |
__table_args__ = ( | |
db.PrimaryKeyConstraint('id', name='tool_model_invoke_pkey'), | |
) | |
id = db.Column(StringUUID, server_default=db.text('uuid_generate_v4()')) | |
# who invoke this tool | |
user_id = db.Column(StringUUID, nullable=False) | |
# tenant id | |
tenant_id = db.Column(StringUUID, 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) | |
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)')) | |
class ToolConversationVariables(db.Model): | |
""" | |
store the conversation variables from tool invoke | |
""" | |
__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'), | |
) | |
id = db.Column(StringUUID, server_default=db.text('uuid_generate_v4()')) | |
# conversation user id | |
user_id = db.Column(StringUUID, nullable=False) | |
# tenant id | |
tenant_id = db.Column(StringUUID, nullable=False) | |
# conversation id | |
conversation_id = db.Column(StringUUID, nullable=False) | |
# variables pool | |
variables_str = db.Column(db.Text, 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)')) | |
def variables(self) -> dict: | |
return json.loads(self.variables_str) | |
class ToolFile(db.Model): | |
""" | |
store the file created by agent | |
""" | |
__tablename__ = "tool_files" | |
__table_args__ = ( | |
db.PrimaryKeyConstraint('id', name='tool_file_pkey'), | |
# add index for conversation_id | |
db.Index('tool_file_conversation_id_idx', 'conversation_id'), | |
) | |
id = db.Column(StringUUID, server_default=db.text('uuid_generate_v4()')) | |
# conversation user id | |
user_id = db.Column(StringUUID, nullable=False) | |
# tenant id | |
tenant_id = db.Column(StringUUID, nullable=False) | |
# conversation id | |
conversation_id = db.Column(StringUUID, nullable=True) | |
# 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) |