import json import re import uuid from enum import Enum from typing import Optional from flask import current_app, request from flask_login import UserMixin from sqlalchemy import Float, func, text from core.file.tool_file_parser import ToolFileParser from core.file.upload_file_parser import UploadFileParser from extensions.ext_database import db from libs.helper import generate_string from . import StringUUID 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 AppMode(Enum): COMPLETION = 'completion' WORKFLOW = 'workflow' CHAT = 'chat' ADVANCED_CHAT = 'advanced-chat' AGENT_CHAT = 'agent-chat' CHANNEL = 'channel' @classmethod def value_of(cls, value: str) -> 'AppMode': """ Get value of given mode. :param value: mode value :return: mode """ for mode in cls: if mode.value == value: return mode raise ValueError(f'invalid mode value {value}') 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(StringUUID, server_default=db.text('uuid_generate_v4()')) tenant_id = db.Column(StringUUID, nullable=False) name = db.Column(db.String(255), nullable=False) description = db.Column(db.Text, nullable=False, server_default=db.text("''::character varying")) 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(StringUUID, nullable=True) workflow_id = db.Column(StringUUID, 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, server_default=db.text('0')) api_rph = db.Column(db.Integer, nullable=False, server_default=db.text('0')) 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')) tracing = 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)')) @property def desc_or_prompt(self): if self.description: return self.description else: app_model_config = self.app_model_config if app_model_config: return app_model_config.pre_prompt else: return '' @property def site(self): site = db.session.query(Site).filter(Site.app_id == self.id).first() return site @property def app_model_config(self) -> Optional['AppModelConfig']: if self.app_model_config_id: return db.session.query(AppModelConfig).filter(AppModelConfig.id == self.app_model_config_id).first() return None @property def workflow(self) -> Optional['Workflow']: if self.workflow_id: from .workflow import Workflow return db.session.query(Workflow).filter(Workflow.id == self.workflow_id).first() return None @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 @property def is_agent(self) -> bool: app_model_config = self.app_model_config if not app_model_config: return False if not app_model_config.agent_mode: return False if self.app_model_config.agent_mode_dict.get('enabled', False) \ and self.app_model_config.agent_mode_dict.get('strategy', '') in ['function_call', 'react']: self.mode = AppMode.AGENT_CHAT.value db.session.commit() return True return False @property def mode_compatible_with_agent(self) -> str: if self.mode == AppMode.CHAT.value and self.is_agent: return AppMode.AGENT_CHAT.value return self.mode @property def deleted_tools(self) -> list: # get agent mode tools app_model_config = self.app_model_config if not app_model_config: return [] if not app_model_config.agent_mode: return [] agent_mode = app_model_config.agent_mode_dict tools = agent_mode.get('tools', []) provider_ids = [] for tool in tools: keys = list(tool.keys()) if len(keys) >= 4: provider_type = tool.get('provider_type', '') provider_id = tool.get('provider_id', '') if provider_type == 'api': # check if provider id is a uuid string, if not, skip try: uuid.UUID(provider_id) except Exception: continue provider_ids.append(provider_id) if not provider_ids: return [] api_providers = db.session.execute( text('SELECT id FROM tool_api_providers WHERE id IN :provider_ids'), {'provider_ids': tuple(provider_ids)} ).fetchall() deleted_tools = [] current_api_provider_ids = [str(api_provider.id) for api_provider in api_providers] for tool in tools: keys = list(tool.keys()) if len(keys) >= 4: provider_type = tool.get('provider_type', '') provider_id = tool.get('provider_id', '') if provider_type == 'api' and provider_id not in current_api_provider_ids: deleted_tools.append(tool['tool_name']) return deleted_tools @property def tags(self): tags = db.session.query(Tag).join( TagBinding, Tag.id == TagBinding.tag_id ).filter( TagBinding.target_id == self.id, TagBinding.tenant_id == self.tenant_id, Tag.tenant_id == self.tenant_id, Tag.type == 'app' ).all() return tags if tags else [] 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(StringUUID, server_default=db.text('uuid_generate_v4()')) app_id = db.Column(StringUUID, nullable=False) provider = db.Column(db.String(255), nullable=True) model_id = db.Column(db.String(255), nullable=True) configs = db.Column(db.JSON, 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)')) 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) text_to_speech = 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) prompt_type = db.Column(db.String(255), nullable=False, server_default=db.text("'simple'::character varying")) chat_prompt_config = db.Column(db.Text) completion_prompt_config = db.Column(db.Text) dataset_configs = db.Column(db.Text) external_data_tools = db.Column(db.Text) file_upload = 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 text_to_speech_dict(self) -> dict: return json.loads(self.text_to_speech) if self.text_to_speech \ else {"enabled": False} @property def retriever_resource_dict(self) -> dict: return json.loads(self.retriever_resource) if self.retriever_resource \ else {"enabled": True} @property def annotation_reply_dict(self) -> dict: annotation_setting = db.session.query(AppAnnotationSetting).filter( AppAnnotationSetting.app_id == self.app_id).first() if annotation_setting: collection_binding_detail = annotation_setting.collection_binding_detail return { "id": annotation_setting.id, "enabled": True, "score_threshold": annotation_setting.score_threshold, "embedding_model": { "embedding_provider_name": collection_binding_detail.provider_name, "embedding_model_name": collection_binding_detail.model_name } } else: return {"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, "type": "", "configs": []} @property def external_data_tools_list(self) -> list[dict]: return json.loads(self.external_data_tools) if self.external_data_tools \ else [] @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": [], "prompt": None} @property def chat_prompt_config_dict(self) -> dict: return json.loads(self.chat_prompt_config) if self.chat_prompt_config else {} @property def completion_prompt_config_dict(self) -> dict: return json.loads(self.completion_prompt_config) if self.completion_prompt_config else {} @property def dataset_configs_dict(self) -> dict: if self.dataset_configs: dataset_configs = json.loads(self.dataset_configs) if 'retrieval_model' not in dataset_configs: return {'retrieval_model': 'single'} else: return dataset_configs return {'retrieval_model': 'single'} @property def file_upload_dict(self) -> dict: return json.loads(self.file_upload) if self.file_upload else { "image": {"enabled": False, "number_limits": 3, "detail": "high", "transfer_methods": ["remote_url", "local_file"]}} def to_dict(self) -> dict: return { "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, "text_to_speech": self.text_to_speech_dict, "retriever_resource": self.retriever_resource_dict, "annotation_reply": self.annotation_reply_dict, "more_like_this": self.more_like_this_dict, "sensitive_word_avoidance": self.sensitive_word_avoidance_dict, "external_data_tools": self.external_data_tools_list, "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, "prompt_type": self.prompt_type, "chat_prompt_config": self.chat_prompt_config_dict, "completion_prompt_config": self.completion_prompt_config_dict, "dataset_configs": self.dataset_configs_dict, "file_upload": self.file_upload_dict } def from_model_config_dict(self, model_config: dict): self.opening_statement = model_config.get('opening_statement') self.suggested_questions = json.dumps(model_config['suggested_questions']) \ if model_config.get('suggested_questions') else None self.suggested_questions_after_answer = json.dumps(model_config['suggested_questions_after_answer']) \ if model_config.get('suggested_questions_after_answer') else None self.speech_to_text = json.dumps(model_config['speech_to_text']) \ if model_config.get('speech_to_text') else None self.text_to_speech = json.dumps(model_config['text_to_speech']) \ if model_config.get('text_to_speech') else None self.more_like_this = json.dumps(model_config['more_like_this']) \ if model_config.get('more_like_this') else None self.sensitive_word_avoidance = json.dumps(model_config['sensitive_word_avoidance']) \ if model_config.get('sensitive_word_avoidance') else None self.external_data_tools = json.dumps(model_config['external_data_tools']) \ if model_config.get('external_data_tools') else None self.model = json.dumps(model_config['model']) \ if model_config.get('model') else None self.user_input_form = json.dumps(model_config['user_input_form']) \ if model_config.get('user_input_form') else None 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']) \ if model_config.get('agent_mode') else None self.retriever_resource = json.dumps(model_config['retriever_resource']) \ if model_config.get('retriever_resource') else None self.prompt_type = model_config.get('prompt_type', 'simple') self.chat_prompt_config = json.dumps(model_config.get('chat_prompt_config')) \ if model_config.get('chat_prompt_config') else None self.completion_prompt_config = json.dumps(model_config.get('completion_prompt_config')) \ if model_config.get('completion_prompt_config') else None self.dataset_configs = json.dumps(model_config.get('dataset_configs')) \ if model_config.get('dataset_configs') else None self.file_upload = json.dumps(model_config.get('file_upload')) \ if model_config.get('file_upload') else None return self def copy(self): new_app_model_config = AppModelConfig( id=self.id, app_id=self.app_id, 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, 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 = 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) 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) 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.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 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(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 = 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) 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 = 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) 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 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 ) else: # get upload file id 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 = UploadFileParser.get_signed_temp_image_url(upload_file_id) 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): return db.session.query(MessageFile).filter(MessageFile.message_id == self.id).all() @property def files(self): message_files = self.message_files files = [] for message_file in message_files: url = message_file.url if message_file.type == 'image': if message_file.transfer_method == 'local_file': upload_file = (db.session.query(UploadFile) .filter( UploadFile.id == message_file.upload_file_id ).first()) url = UploadFileParser.get_image_data( upload_file=upload_file, force_url=True ) if message_file.transfer_method == 'tool_file': # get tool file id tool_file_id = message_file.url.split('/')[-1] # trim extension tool_file_id = tool_file_id.split('.')[0] # get extension if '.' in message_file.url: extension = f'.{message_file.url.split(".")[-1]}' if len(extension) > 10: extension = '.bin' else: extension = '.bin' # add sign url url = ToolFileParser.get_tool_file_manager().sign_file(tool_file_id=tool_file_id, extension=extension) files.append({ 'id': message_file.id, 'type': message_file.type, 'url': url, 'belongs_to': message_file.belongs_to if message_file.belongs_to else 'user' }) return files @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 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') ) id = db.Column(StringUUID, server_default=db.text('uuid_generate_v4()')) message_id = db.Column(StringUUID, nullable=False) type = db.Column(db.String(255), nullable=False) transfer_method = db.Column(db.String(255), nullable=False) url = db.Column(db.Text, nullable=True) belongs_to = db.Column(db.String(255), nullable=True) upload_file_id = db.Column(StringUUID, nullable=True) created_by_role = 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 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 = 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) 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')) 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_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(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 = db.Column(StringUUID, server_default=db.text('uuid_generate_v4()')) tenant_id = db.Column(StringUUID, 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_role = db.Column(db.String(255), nullable=False, server_default=db.text("'account'::character varying")) created_by = db.Column(StringUUID, 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(StringUUID, 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(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 { tool: self.observation for tool in tools } 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=False) document_name = db.Column(db.Text, nullable=False) data_source_type = db.Column(db.Text, nullable=False) segment_id = db.Column(StringUUID, 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(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('tracing_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 if self.tracing_config else {} @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": self.created_at.__str__() if self.created_at else None, 'updated_at': self.updated_at.__str__() if self.updated_at else None, }