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| import json | |
| import logging | |
| from datetime import datetime, timezone | |
| from typing import cast | |
| import yaml | |
| from flask import current_app | |
| from flask_login import current_user | |
| from flask_sqlalchemy.pagination import Pagination | |
| from constants.model_template import default_app_templates | |
| from core.agent.entities import AgentToolEntity | |
| from core.errors.error import LLMBadRequestError, ProviderTokenNotInitError | |
| from core.model_manager import ModelManager | |
| from core.model_runtime.entities.model_entities import ModelPropertyKey, ModelType | |
| from core.model_runtime.model_providers.__base.large_language_model import LargeLanguageModel | |
| from core.tools.tool_manager import ToolManager | |
| from core.tools.utils.configuration import ToolParameterConfigurationManager | |
| from events.app_event import app_model_config_was_updated, app_was_created, app_was_deleted | |
| from extensions.ext_database import db | |
| from models.account import Account | |
| from models.model import App, AppMode, AppModelConfig | |
| from models.tools import ApiToolProvider | |
| from services.tag_service import TagService | |
| from services.workflow_service import WorkflowService | |
| class AppService: | |
| def get_paginate_apps(self, tenant_id: str, args: dict) -> Pagination | None: | |
| """ | |
| Get app list with pagination | |
| :param tenant_id: tenant id | |
| :param args: request args | |
| :return: | |
| """ | |
| filters = [ | |
| App.tenant_id == tenant_id, | |
| App.is_universal == False | |
| ] | |
| if args['mode'] == 'workflow': | |
| filters.append(App.mode.in_([AppMode.WORKFLOW.value, AppMode.COMPLETION.value])) | |
| elif args['mode'] == 'chat': | |
| filters.append(App.mode.in_([AppMode.CHAT.value, AppMode.ADVANCED_CHAT.value])) | |
| elif args['mode'] == 'agent-chat': | |
| filters.append(App.mode == AppMode.AGENT_CHAT.value) | |
| elif args['mode'] == 'channel': | |
| filters.append(App.mode == AppMode.CHANNEL.value) | |
| if args.get('name'): | |
| name = args['name'][:30] | |
| filters.append(App.name.ilike(f'%{name}%')) | |
| if args.get('tag_ids'): | |
| target_ids = TagService.get_target_ids_by_tag_ids('app', | |
| tenant_id, | |
| args['tag_ids']) | |
| if target_ids: | |
| filters.append(App.id.in_(target_ids)) | |
| else: | |
| return None | |
| app_models = db.paginate( | |
| db.select(App).where(*filters).order_by(App.created_at.desc()), | |
| page=args['page'], | |
| per_page=args['limit'], | |
| error_out=False | |
| ) | |
| return app_models | |
| def create_app(self, tenant_id: str, args: dict, account: Account) -> App: | |
| """ | |
| Create app | |
| :param tenant_id: tenant id | |
| :param args: request args | |
| :param account: Account instance | |
| """ | |
| app_mode = AppMode.value_of(args['mode']) | |
| app_template = default_app_templates[app_mode] | |
| # get model config | |
| default_model_config = app_template.get('model_config') | |
| default_model_config = default_model_config.copy() if default_model_config else None | |
| if default_model_config and 'model' in default_model_config: | |
| # get model provider | |
| model_manager = ModelManager() | |
| # get default model instance | |
| try: | |
| model_instance = model_manager.get_default_model_instance( | |
| tenant_id=account.current_tenant_id, | |
| model_type=ModelType.LLM | |
| ) | |
| except (ProviderTokenNotInitError, LLMBadRequestError): | |
| model_instance = None | |
| except Exception as e: | |
| logging.exception(e) | |
| model_instance = None | |
| if model_instance: | |
| if model_instance.model == default_model_config['model']['name']: | |
| default_model_dict = default_model_config['model'] | |
| else: | |
| llm_model = cast(LargeLanguageModel, model_instance.model_type_instance) | |
| model_schema = llm_model.get_model_schema(model_instance.model, model_instance.credentials) | |
| default_model_dict = { | |
| 'provider': model_instance.provider, | |
| 'name': model_instance.model, | |
| 'mode': model_schema.model_properties.get(ModelPropertyKey.MODE), | |
| 'completion_params': {} | |
| } | |
| else: | |
| default_model_dict = default_model_config['model'] | |
| default_model_config['model'] = json.dumps(default_model_dict) | |
| app = App(**app_template['app']) | |
| app.name = args['name'] | |
| app.description = args.get('description', '') | |
| app.mode = args['mode'] | |
| app.icon = args['icon'] | |
| app.icon_background = args['icon_background'] | |
| app.tenant_id = tenant_id | |
| db.session.add(app) | |
| db.session.flush() | |
| if default_model_config: | |
| app_model_config = AppModelConfig(**default_model_config) | |
| app_model_config.app_id = app.id | |
| db.session.add(app_model_config) | |
| db.session.flush() | |
| app.app_model_config_id = app_model_config.id | |
| db.session.commit() | |
| app_was_created.send(app, account=account) | |
| return app | |
| def import_app(self, tenant_id: str, data: str, args: dict, account: Account) -> App: | |
| """ | |
| Import app | |
| :param tenant_id: tenant id | |
| :param data: import data | |
| :param args: request args | |
| :param account: Account instance | |
| """ | |
| try: | |
| import_data = yaml.safe_load(data) | |
| except yaml.YAMLError as e: | |
| raise ValueError("Invalid YAML format in data argument.") | |
| app_data = import_data.get('app') | |
| model_config_data = import_data.get('model_config') | |
| workflow = import_data.get('workflow') | |
| if not app_data: | |
| raise ValueError("Missing app in data argument") | |
| app_mode = AppMode.value_of(app_data.get('mode')) | |
| if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]: | |
| if not workflow: | |
| raise ValueError("Missing workflow in data argument " | |
| "when app mode is advanced-chat or workflow") | |
| elif app_mode in [AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.COMPLETION]: | |
| if not model_config_data: | |
| raise ValueError("Missing model_config in data argument " | |
| "when app mode is chat, agent-chat or completion") | |
| else: | |
| raise ValueError("Invalid app mode") | |
| app = App( | |
| tenant_id=tenant_id, | |
| mode=app_data.get('mode'), | |
| name=args.get("name") if args.get("name") else app_data.get('name'), | |
| description=args.get("description") if args.get("description") else app_data.get('description', ''), | |
| icon=args.get("icon") if args.get("icon") else app_data.get('icon'), | |
| icon_background=args.get("icon_background") if args.get("icon_background") \ | |
| else app_data.get('icon_background'), | |
| enable_site=True, | |
| enable_api=True | |
| ) | |
| db.session.add(app) | |
| db.session.commit() | |
| app_was_created.send(app, account=account) | |
| if workflow: | |
| # init draft workflow | |
| workflow_service = WorkflowService() | |
| draft_workflow = workflow_service.sync_draft_workflow( | |
| app_model=app, | |
| graph=workflow.get('graph'), | |
| features=workflow.get('features'), | |
| unique_hash=None, | |
| account=account | |
| ) | |
| workflow_service.publish_workflow( | |
| app_model=app, | |
| account=account, | |
| draft_workflow=draft_workflow | |
| ) | |
| if model_config_data: | |
| app_model_config = AppModelConfig() | |
| app_model_config = app_model_config.from_model_config_dict(model_config_data) | |
| app_model_config.app_id = app.id | |
| db.session.add(app_model_config) | |
| db.session.commit() | |
| app.app_model_config_id = app_model_config.id | |
| app_model_config_was_updated.send( | |
| app, | |
| app_model_config=app_model_config | |
| ) | |
| return app | |
| def export_app(self, app: App) -> str: | |
| """ | |
| Export app | |
| :param app: App instance | |
| :return: | |
| """ | |
| app_mode = AppMode.value_of(app.mode) | |
| export_data = { | |
| "app": { | |
| "name": app.name, | |
| "mode": app.mode, | |
| "icon": app.icon, | |
| "icon_background": app.icon_background, | |
| "description": app.description | |
| } | |
| } | |
| if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]: | |
| workflow_service = WorkflowService() | |
| workflow = workflow_service.get_draft_workflow(app) | |
| export_data['workflow'] = { | |
| "graph": workflow.graph_dict, | |
| "features": workflow.features_dict | |
| } | |
| else: | |
| app_model_config = app.app_model_config | |
| export_data['model_config'] = app_model_config.to_dict() | |
| return yaml.dump(export_data) | |
| def get_app(self, app: App) -> App: | |
| """ | |
| Get App | |
| """ | |
| # get original app model config | |
| if app.mode == AppMode.AGENT_CHAT.value or app.is_agent: | |
| model_config: AppModelConfig = app.app_model_config | |
| agent_mode = model_config.agent_mode_dict | |
| # decrypt agent tool parameters if it's secret-input | |
| for tool in agent_mode.get('tools') or []: | |
| if not isinstance(tool, dict) or len(tool.keys()) <= 3: | |
| continue | |
| agent_tool_entity = AgentToolEntity(**tool) | |
| # get tool | |
| try: | |
| tool_runtime = ToolManager.get_agent_tool_runtime( | |
| tenant_id=current_user.current_tenant_id, | |
| app_id=app.id, | |
| agent_tool=agent_tool_entity, | |
| ) | |
| manager = ToolParameterConfigurationManager( | |
| tenant_id=current_user.current_tenant_id, | |
| tool_runtime=tool_runtime, | |
| provider_name=agent_tool_entity.provider_id, | |
| provider_type=agent_tool_entity.provider_type, | |
| identity_id=f'AGENT.{app.id}' | |
| ) | |
| # get decrypted parameters | |
| if agent_tool_entity.tool_parameters: | |
| parameters = manager.decrypt_tool_parameters(agent_tool_entity.tool_parameters or {}) | |
| masked_parameter = manager.mask_tool_parameters(parameters or {}) | |
| else: | |
| masked_parameter = {} | |
| # override tool parameters | |
| tool['tool_parameters'] = masked_parameter | |
| except Exception as e: | |
| pass | |
| # override agent mode | |
| model_config.agent_mode = json.dumps(agent_mode) | |
| class ModifiedApp(App): | |
| """ | |
| Modified App class | |
| """ | |
| def __init__(self, app): | |
| self.__dict__.update(app.__dict__) | |
| def app_model_config(self): | |
| return model_config | |
| app = ModifiedApp(app) | |
| return app | |
| def update_app(self, app: App, args: dict) -> App: | |
| """ | |
| Update app | |
| :param app: App instance | |
| :param args: request args | |
| :return: App instance | |
| """ | |
| app.name = args.get('name') | |
| app.description = args.get('description', '') | |
| app.icon = args.get('icon') | |
| app.icon_background = args.get('icon_background') | |
| app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None) | |
| db.session.commit() | |
| return app | |
| def update_app_name(self, app: App, name: str) -> App: | |
| """ | |
| Update app name | |
| :param app: App instance | |
| :param name: new name | |
| :return: App instance | |
| """ | |
| app.name = name | |
| app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None) | |
| db.session.commit() | |
| return app | |
| def update_app_icon(self, app: App, icon: str, icon_background: str) -> App: | |
| """ | |
| Update app icon | |
| :param app: App instance | |
| :param icon: new icon | |
| :param icon_background: new icon_background | |
| :return: App instance | |
| """ | |
| app.icon = icon | |
| app.icon_background = icon_background | |
| app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None) | |
| db.session.commit() | |
| return app | |
| def update_app_site_status(self, app: App, enable_site: bool) -> App: | |
| """ | |
| Update app site status | |
| :param app: App instance | |
| :param enable_site: enable site status | |
| :return: App instance | |
| """ | |
| if enable_site == app.enable_site: | |
| return app | |
| app.enable_site = enable_site | |
| app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None) | |
| db.session.commit() | |
| return app | |
| def update_app_api_status(self, app: App, enable_api: bool) -> App: | |
| """ | |
| Update app api status | |
| :param app: App instance | |
| :param enable_api: enable api status | |
| :return: App instance | |
| """ | |
| if enable_api == app.enable_api: | |
| return app | |
| app.enable_api = enable_api | |
| app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None) | |
| db.session.commit() | |
| return app | |
| def delete_app(self, app: App) -> None: | |
| """ | |
| Delete app | |
| :param app: App instance | |
| """ | |
| db.session.delete(app) | |
| db.session.commit() | |
| app_was_deleted.send(app) | |
| # todo async delete related data by event | |
| # app_model_configs, site, api_tokens, installed_apps, recommended_apps BY app | |
| # app_annotation_hit_histories, app_annotation_settings, app_dataset_joins BY app | |
| # workflows, workflow_runs, workflow_node_executions, workflow_app_logs BY app | |
| # conversations, pinned_conversations, messages BY app | |
| # message_feedbacks, message_annotations, message_chains BY message | |
| # message_agent_thoughts, message_files, saved_messages BY message | |
| def get_app_meta(self, app_model: App) -> dict: | |
| """ | |
| Get app meta info | |
| :param app_model: app model | |
| :return: | |
| """ | |
| app_mode = AppMode.value_of(app_model.mode) | |
| meta = { | |
| 'tool_icons': {} | |
| } | |
| if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]: | |
| workflow = app_model.workflow | |
| if workflow is None: | |
| return meta | |
| graph = workflow.graph_dict | |
| nodes = graph.get('nodes', []) | |
| tools = [] | |
| for node in nodes: | |
| if node.get('data', {}).get('type') == 'tool': | |
| node_data = node.get('data', {}) | |
| tools.append({ | |
| 'provider_type': node_data.get('provider_type'), | |
| 'provider_id': node_data.get('provider_id'), | |
| 'tool_name': node_data.get('tool_name'), | |
| 'tool_parameters': {} | |
| }) | |
| else: | |
| app_model_config: AppModelConfig = app_model.app_model_config | |
| if not app_model_config: | |
| return meta | |
| agent_config = app_model_config.agent_mode_dict or {} | |
| # get all tools | |
| tools = agent_config.get('tools', []) | |
| url_prefix = (current_app.config.get("CONSOLE_API_URL") | |
| + "/console/api/workspaces/current/tool-provider/builtin/") | |
| for tool in tools: | |
| keys = list(tool.keys()) | |
| if len(keys) >= 4: | |
| # current tool standard | |
| provider_type = tool.get('provider_type') | |
| provider_id = tool.get('provider_id') | |
| tool_name = tool.get('tool_name') | |
| if provider_type == 'builtin': | |
| meta['tool_icons'][tool_name] = url_prefix + provider_id + '/icon' | |
| elif provider_type == 'api': | |
| try: | |
| provider: ApiToolProvider = db.session.query(ApiToolProvider).filter( | |
| ApiToolProvider.id == provider_id | |
| ) | |
| meta['tool_icons'][tool_name] = json.loads(provider.icon) | |
| except: | |
| meta['tool_icons'][tool_name] = { | |
| "background": "#252525", | |
| "content": "\ud83d\ude01" | |
| } | |
| return meta | |