dify/api/models/model.py
2023-10-11 14:37:11 -05:00

771 lines
34 KiB
Python

import json
from json import JSONDecodeError
from flask import current_app, request
from flask_login import UserMixin
from sqlalchemy.dialects.postgresql import UUID
from libs.helper import generate_string
from extensions.ext_database import db
from .account import Account, Tenant
class DifySetup(db.Model):
__tablename__ = 'dify_setups'
__table_args__ = (
db.PrimaryKeyConstraint('version', name='dify_setup_pkey'),
)
version = db.Column(db.String(255), nullable=False)
setup_at = db.Column(db.DateTime, nullable=False, server_default=db.text('CURRENT_TIMESTAMP(0)'))
class App(db.Model):
__tablename__ = 'apps'
__table_args__ = (
db.PrimaryKeyConstraint('id', name='app_pkey'),
db.Index('app_tenant_id_idx', 'tenant_id')
)
id = db.Column(UUID, server_default=db.text('uuid_generate_v4()'))
tenant_id = db.Column(UUID, nullable=False)
name = db.Column(db.String(255), nullable=False)
mode = db.Column(db.String(255), nullable=False)
icon = db.Column(db.String(255))
icon_background = db.Column(db.String(255))
app_model_config_id = db.Column(UUID, nullable=True)
status = db.Column(db.String(255), nullable=False, server_default=db.text("'normal'::character varying"))
enable_site = db.Column(db.Boolean, nullable=False)
enable_api = db.Column(db.Boolean, nullable=False)
api_rpm = db.Column(db.Integer, nullable=False)
api_rph = db.Column(db.Integer, nullable=False)
is_demo = db.Column(db.Boolean, nullable=False, server_default=db.text('false'))
is_public = db.Column(db.Boolean, nullable=False, server_default=db.text('false'))
is_universal = db.Column(db.Boolean, nullable=False, server_default=db.text('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 site(self):
site = db.session.query(Site).filter(Site.app_id == self.id).first()
return site
@property
def app_model_config(self):
app_model_config = db.session.query(AppModelConfig).filter(
AppModelConfig.id == self.app_model_config_id).first()
return app_model_config
@property
def api_base_url(self):
return (current_app.config['SERVICE_API_URL'] if current_app.config['SERVICE_API_URL']
else request.host_url.rstrip('/')) + '/v1'
@property
def tenant(self):
tenant = db.session.query(Tenant).filter(Tenant.id == self.tenant_id).first()
return tenant
class AppModelConfig(db.Model):
__tablename__ = 'app_model_configs'
__table_args__ = (
db.PrimaryKeyConstraint('id', name='app_model_config_pkey'),
db.Index('app_app_id_idx', 'app_id')
)
id = db.Column(UUID, server_default=db.text('uuid_generate_v4()'))
app_id = db.Column(UUID, nullable=False)
provider = db.Column(db.String(255), nullable=False)
model_id = db.Column(db.String(255), nullable=False)
configs = db.Column(db.JSON, 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)'))
opening_statement = db.Column(db.Text)
suggested_questions = db.Column(db.Text)
suggested_questions_after_answer = db.Column(db.Text)
speech_to_text = db.Column(db.Text)
more_like_this = db.Column(db.Text)
model = db.Column(db.Text)
user_input_form = db.Column(db.Text)
dataset_query_variable = db.Column(db.String(255))
pre_prompt = db.Column(db.Text)
agent_mode = db.Column(db.Text)
sensitive_word_avoidance = db.Column(db.Text)
retriever_resource = db.Column(db.Text)
@property
def app(self):
app = db.session.query(App).filter(App.id == self.app_id).first()
return app
@property
def model_dict(self) -> dict:
return json.loads(self.model) if self.model else None
@property
def suggested_questions_list(self) -> list:
return json.loads(self.suggested_questions) if self.suggested_questions else []
@property
def suggested_questions_after_answer_dict(self) -> dict:
return json.loads(self.suggested_questions_after_answer) if self.suggested_questions_after_answer \
else {"enabled": False}
@property
def speech_to_text_dict(self) -> dict:
return json.loads(self.speech_to_text) if self.speech_to_text \
else {"enabled": False}
@property
def retriever_resource_dict(self) -> dict:
return json.loads(self.retriever_resource) if self.retriever_resource \
else {"enabled": False}
@property
def more_like_this_dict(self) -> dict:
return json.loads(self.more_like_this) if self.more_like_this else {"enabled": False}
@property
def sensitive_word_avoidance_dict(self) -> dict:
return json.loads(self.sensitive_word_avoidance) if self.sensitive_word_avoidance \
else {"enabled": False, "words": [], "canned_response": []}
@property
def user_input_form_list(self) -> dict:
return json.loads(self.user_input_form) if self.user_input_form else []
@property
def agent_mode_dict(self) -> dict:
return json.loads(self.agent_mode) if self.agent_mode else {"enabled": False, "strategy": None, "tools": []}
def to_dict(self) -> dict:
return {
"provider": "",
"model_id": "",
"configs": {},
"opening_statement": self.opening_statement,
"suggested_questions": self.suggested_questions_list,
"suggested_questions_after_answer": self.suggested_questions_after_answer_dict,
"speech_to_text": self.speech_to_text_dict,
"retriever_resource": self.retriever_resource_dict,
"more_like_this": self.more_like_this_dict,
"sensitive_word_avoidance": self.sensitive_word_avoidance_dict,
"model": self.model_dict,
"user_input_form": self.user_input_form_list,
"dataset_query_variable": self.dataset_query_variable,
"pre_prompt": self.pre_prompt,
"agent_mode": self.agent_mode_dict
}
def from_model_config_dict(self, model_config: dict):
self.provider = ""
self.model_id = ""
self.configs = {}
self.opening_statement = model_config['opening_statement']
self.suggested_questions = json.dumps(model_config['suggested_questions'])
self.suggested_questions_after_answer = json.dumps(model_config['suggested_questions_after_answer'])
self.speech_to_text = json.dumps(model_config['speech_to_text']) \
if model_config.get('speech_to_text') else None
self.more_like_this = json.dumps(model_config['more_like_this'])
self.sensitive_word_avoidance = json.dumps(model_config['sensitive_word_avoidance']) \
if model_config.get('sensitive_word_avoidance') else None
self.model = json.dumps(model_config['model'])
self.user_input_form = json.dumps(model_config['user_input_form'])
self.dataset_query_variable = model_config.get('dataset_query_variable')
self.pre_prompt = model_config['pre_prompt']
self.agent_mode = json.dumps(model_config['agent_mode'])
self.retriever_resource = json.dumps(model_config['retriever_resource']) \
if model_config.get('retriever_resource') else None
return self
def copy(self):
new_app_model_config = AppModelConfig(
id=self.id,
app_id=self.app_id,
provider="",
model_id="",
configs={},
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,
more_like_this=self.more_like_this,
sensitive_word_avoidance=self.sensitive_word_avoidance,
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
)
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(UUID, primary_key=True, server_default=db.text('uuid_generate_v4()'))
app_id = db.Column(UUID, 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)
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(UUID, server_default=db.text('uuid_generate_v4()'))
tenant_id = db.Column(UUID, nullable=False)
app_id = db.Column(UUID, nullable=False)
app_owner_tenant_id = db.Column(UUID, 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(UUID, server_default=db.text('uuid_generate_v4()'))
app_id = db.Column(UUID, nullable=False)
app_model_config_id = db.Column(UUID, nullable=False)
model_provider = db.Column(db.String(255), nullable=False)
override_model_configs = db.Column(db.Text)
model_id = db.Column(db.String(255), nullable=False)
mode = db.Column(db.String(255), nullable=False)
name = db.Column(db.String(255), nullable=False)
summary = db.Column(db.Text)
inputs = db.Column(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)
from_source = db.Column(db.String(255), nullable=False)
from_end_user_id = db.Column(UUID)
from_account_id = db.Column(UUID)
read_at = db.Column(db.DateTime)
read_account_id = db.Column(UUID)
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 model_config(self):
model_config = {}
if self.override_model_configs:
override_model_configs = json.loads(self.override_model_configs)
if 'model' in override_model_configs:
model_config['model'] = override_model_configs['model']
model_config['pre_prompt'] = override_model_configs['pre_prompt']
model_config['agent_mode'] = override_model_configs['agent_mode']
model_config['opening_statement'] = override_model_configs['opening_statement']
model_config['suggested_questions'] = override_model_configs['suggested_questions']
model_config['suggested_questions_after_answer'] = override_model_configs[
'suggested_questions_after_answer'] \
if 'suggested_questions_after_answer' in override_model_configs else {"enabled": False}
model_config['speech_to_text'] = override_model_configs[
'speech_to_text'] \
if 'speech_to_text' in override_model_configs else {"enabled": False}
model_config['more_like_this'] = override_model_configs['more_like_this'] \
if 'more_like_this' in override_model_configs else {"enabled": False}
model_config['sensitive_word_avoidance'] = override_model_configs['sensitive_word_avoidance'] \
if 'sensitive_word_avoidance' in override_model_configs \
else {"enabled": False, "words": [], "canned_response": []}
model_config['user_input_form'] = override_model_configs['user_input_form']
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['configs'] = app_model_config.configs
model_config['model'] = app_model_config.model_dict
model_config['pre_prompt'] = app_model_config.pre_prompt
model_config['agent_mode'] = app_model_config.agent_mode_dict
model_config['opening_statement'] = app_model_config.opening_statement
model_config['suggested_questions'] = app_model_config.suggested_questions_list
model_config['suggested_questions_after_answer'] = app_model_config.suggested_questions_after_answer_dict
model_config['speech_to_text'] = app_model_config.speech_to_text_dict
model_config['retriever_resource'] = app_model_config.retriever_resource_dict
model_config['more_like_this'] = app_model_config.more_like_this_dict
model_config['sensitive_word_avoidance'] = app_model_config.sensitive_word_avoidance_dict
model_config['user_input_form'] = app_model_config.user_input_form_list
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 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'),
)
id = db.Column(UUID, server_default=db.text('uuid_generate_v4()'))
app_id = db.Column(UUID, nullable=False)
model_provider = db.Column(db.String(255), nullable=False)
model_id = db.Column(db.String(255), nullable=False)
override_model_configs = db.Column(db.Text)
conversation_id = db.Column(UUID, db.ForeignKey('conversations.id'), nullable=False)
inputs = db.Column(db.JSON)
query = 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 = 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'))
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)
from_source = db.Column(db.String(255), nullable=False)
from_end_user_id = db.Column(UUID)
from_account_id = db.Column(UUID)
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'))
@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 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 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()
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(UUID, server_default=db.text('uuid_generate_v4()'))
app_id = db.Column(UUID, nullable=False)
conversation_id = db.Column(UUID, nullable=False)
message_id = db.Column(UUID, 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(UUID)
from_account_id = db.Column(UUID)
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 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(UUID, server_default=db.text('uuid_generate_v4()'))
app_id = db.Column(UUID, nullable=False)
conversation_id = db.Column(UUID, db.ForeignKey('conversations.id'), nullable=False)
message_id = db.Column(UUID, nullable=False)
content = db.Column(db.Text, nullable=False)
account_id = db.Column(UUID, 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
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(UUID, server_default=db.text('uuid_generate_v4()'))
tenant_id = db.Column(UUID, nullable=False)
account_id = db.Column(UUID, 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(UUID, server_default=db.text('uuid_generate_v4()'))
tenant_id = db.Column(UUID, nullable=False)
app_id = db.Column(UUID, 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(UUID, server_default=db.text('uuid_generate_v4()'))
app_id = db.Column(UUID, nullable=False)
title = db.Column(db.String(255), nullable=False)
icon = db.Column(db.String(255))
icon_background = db.Column(db.String(255))
description = db.Column(db.String(255))
default_language = db.Column(db.String(255), nullable=False)
copyright = db.Column(db.String(255))
privacy_policy = db.Column(db.String(255))
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_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)'))
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 (
current_app.config['APP_WEB_URL'] if current_app.config['APP_WEB_URL'] else request.host_url.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(UUID, server_default=db.text('uuid_generate_v4()'))
app_id = db.Column(UUID, nullable=True)
tenant_id = db.Column(UUID, 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 = db.Column(UUID, server_default=db.text('uuid_generate_v4()'))
tenant_id = db.Column(UUID, nullable=False)
storage_type = db.Column(db.String(255), nullable=False)
key = db.Column(db.String(255), nullable=False)
name = db.Column(db.String(255), nullable=False)
size = db.Column(db.Integer, nullable=False)
extension = db.Column(db.String(255), nullable=False)
mime_type = db.Column(db.String(255), nullable=True)
created_by = db.Column(UUID, nullable=False)
created_at = db.Column(db.DateTime, nullable=False, server_default=db.text('CURRENT_TIMESTAMP(0)'))
used = db.Column(db.Boolean, nullable=False, server_default=db.text('false'))
used_by = db.Column(UUID, nullable=True)
used_at = db.Column(db.DateTime, nullable=True)
hash = db.Column(db.String(255), nullable=True)
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(UUID, nullable=False, server_default=db.text('uuid_generate_v4()'))
tenant_id = db.Column(UUID, nullable=False)
api_token_id = db.Column(UUID, 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(UUID, nullable=False, server_default=db.text('uuid_generate_v4()'))
message_id = db.Column(UUID, 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(UUID, nullable=False, server_default=db.text('uuid_generate_v4()'))
message_id = db.Column(UUID, nullable=False)
message_chain_id = db.Column(UUID, nullable=False)
position = db.Column(db.Integer, nullable=False)
thought = db.Column(db.Text, nullable=True)
tool = db.Column(db.Text, nullable=True)
tool_input = db.Column(db.Text, nullable=True)
observation = db.Column(db.Text, nullable=True)
# plugin_id = db.Column(UUID, 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'))
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(UUID, nullable=False)
created_at = db.Column(db.DateTime, nullable=False, server_default=db.func.current_timestamp())
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(UUID, nullable=False, server_default=db.text('uuid_generate_v4()'))
message_id = db.Column(UUID, nullable=False)
position = db.Column(db.Integer, nullable=False)
dataset_id = db.Column(UUID, nullable=False)
dataset_name = db.Column(db.Text, nullable=False)
document_id = db.Column(UUID, nullable=False)
document_name = db.Column(db.Text, nullable=False)
data_source_type = db.Column(db.Text, nullable=False)
segment_id = db.Column(UUID, nullable=False)
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(UUID, nullable=False)
created_at = db.Column(db.DateTime, nullable=False, server_default=db.func.current_timestamp())