app_service.py 16 KB

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  1. import json
  2. import logging
  3. from datetime import datetime, timezone
  4. from typing import cast
  5. import yaml
  6. from flask import current_app
  7. from flask_login import current_user
  8. from flask_sqlalchemy.pagination import Pagination
  9. from constants.model_template import default_app_templates
  10. from core.agent.entities import AgentToolEntity
  11. from core.errors.error import LLMBadRequestError, ProviderTokenNotInitError
  12. from core.model_manager import ModelManager
  13. from core.model_runtime.entities.model_entities import ModelPropertyKey, ModelType
  14. from core.model_runtime.model_providers.__base.large_language_model import LargeLanguageModel
  15. from core.tools.tool_manager import ToolManager
  16. from core.tools.utils.configuration import ToolParameterConfigurationManager
  17. from events.app_event import app_model_config_was_updated, app_was_created, app_was_deleted
  18. from extensions.ext_database import db
  19. from models.account import Account
  20. from models.model import App, AppMode, AppModelConfig
  21. from models.tools import ApiToolProvider
  22. from services.workflow_service import WorkflowService
  23. class AppService:
  24. def get_paginate_apps(self, tenant_id: str, args: dict) -> Pagination:
  25. """
  26. Get app list with pagination
  27. :param tenant_id: tenant id
  28. :param args: request args
  29. :return:
  30. """
  31. filters = [
  32. App.tenant_id == tenant_id,
  33. App.is_universal == False
  34. ]
  35. if args['mode'] == 'workflow':
  36. filters.append(App.mode.in_([AppMode.WORKFLOW.value, AppMode.COMPLETION.value]))
  37. elif args['mode'] == 'chat':
  38. filters.append(App.mode.in_([AppMode.CHAT.value, AppMode.ADVANCED_CHAT.value]))
  39. elif args['mode'] == 'agent-chat':
  40. filters.append(App.mode == AppMode.AGENT_CHAT.value)
  41. elif args['mode'] == 'channel':
  42. filters.append(App.mode == AppMode.CHANNEL.value)
  43. if 'name' in args and args['name']:
  44. name = args['name'][:30]
  45. filters.append(App.name.ilike(f'%{name}%'))
  46. app_models = db.paginate(
  47. db.select(App).where(*filters).order_by(App.created_at.desc()),
  48. page=args['page'],
  49. per_page=args['limit'],
  50. error_out=False
  51. )
  52. return app_models
  53. def create_app(self, tenant_id: str, args: dict, account: Account) -> App:
  54. """
  55. Create app
  56. :param tenant_id: tenant id
  57. :param args: request args
  58. :param account: Account instance
  59. """
  60. app_mode = AppMode.value_of(args['mode'])
  61. app_template = default_app_templates[app_mode]
  62. # get model config
  63. default_model_config = app_template.get('model_config')
  64. default_model_config = default_model_config.copy() if default_model_config else None
  65. if default_model_config and 'model' in default_model_config:
  66. # get model provider
  67. model_manager = ModelManager()
  68. # get default model instance
  69. try:
  70. model_instance = model_manager.get_default_model_instance(
  71. tenant_id=account.current_tenant_id,
  72. model_type=ModelType.LLM
  73. )
  74. except (ProviderTokenNotInitError, LLMBadRequestError):
  75. model_instance = None
  76. except Exception as e:
  77. logging.exception(e)
  78. model_instance = None
  79. if model_instance:
  80. if model_instance.model == default_model_config['model']['name']:
  81. default_model_dict = default_model_config['model']
  82. else:
  83. llm_model = cast(LargeLanguageModel, model_instance.model_type_instance)
  84. model_schema = llm_model.get_model_schema(model_instance.model, model_instance.credentials)
  85. default_model_dict = {
  86. 'provider': model_instance.provider,
  87. 'name': model_instance.model,
  88. 'mode': model_schema.model_properties.get(ModelPropertyKey.MODE),
  89. 'completion_params': {}
  90. }
  91. else:
  92. default_model_dict = default_model_config['model']
  93. default_model_config['model'] = json.dumps(default_model_dict)
  94. app = App(**app_template['app'])
  95. app.name = args['name']
  96. app.description = args.get('description', '')
  97. app.mode = args['mode']
  98. app.icon = args['icon']
  99. app.icon_background = args['icon_background']
  100. app.tenant_id = tenant_id
  101. db.session.add(app)
  102. db.session.flush()
  103. if default_model_config:
  104. app_model_config = AppModelConfig(**default_model_config)
  105. app_model_config.app_id = app.id
  106. db.session.add(app_model_config)
  107. db.session.flush()
  108. app.app_model_config_id = app_model_config.id
  109. db.session.commit()
  110. app_was_created.send(app, account=account)
  111. return app
  112. def import_app(self, tenant_id: str, data: str, args: dict, account: Account) -> App:
  113. """
  114. Import app
  115. :param tenant_id: tenant id
  116. :param data: import data
  117. :param args: request args
  118. :param account: Account instance
  119. """
  120. try:
  121. import_data = yaml.safe_load(data)
  122. except yaml.YAMLError as e:
  123. raise ValueError("Invalid YAML format in data argument.")
  124. app_data = import_data.get('app')
  125. model_config_data = import_data.get('model_config')
  126. workflow = import_data.get('workflow')
  127. if not app_data:
  128. raise ValueError("Missing app in data argument")
  129. app_mode = AppMode.value_of(app_data.get('mode'))
  130. if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]:
  131. if not workflow:
  132. raise ValueError("Missing workflow in data argument "
  133. "when app mode is advanced-chat or workflow")
  134. elif app_mode in [AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.COMPLETION]:
  135. if not model_config_data:
  136. raise ValueError("Missing model_config in data argument "
  137. "when app mode is chat, agent-chat or completion")
  138. else:
  139. raise ValueError("Invalid app mode")
  140. app = App(
  141. tenant_id=tenant_id,
  142. mode=app_data.get('mode'),
  143. name=args.get("name") if args.get("name") else app_data.get('name'),
  144. description=args.get("description") if args.get("description") else app_data.get('description', ''),
  145. icon=args.get("icon") if args.get("icon") else app_data.get('icon'),
  146. icon_background=args.get("icon_background") if args.get("icon_background") \
  147. else app_data.get('icon_background'),
  148. enable_site=True,
  149. enable_api=True
  150. )
  151. db.session.add(app)
  152. db.session.commit()
  153. app_was_created.send(app, account=account)
  154. if workflow:
  155. # init draft workflow
  156. workflow_service = WorkflowService()
  157. draft_workflow = workflow_service.sync_draft_workflow(
  158. app_model=app,
  159. graph=workflow.get('graph'),
  160. features=workflow.get('features'),
  161. account=account
  162. )
  163. workflow_service.publish_workflow(
  164. app_model=app,
  165. account=account,
  166. draft_workflow=draft_workflow
  167. )
  168. if model_config_data:
  169. app_model_config = AppModelConfig()
  170. app_model_config = app_model_config.from_model_config_dict(model_config_data)
  171. app_model_config.app_id = app.id
  172. db.session.add(app_model_config)
  173. db.session.commit()
  174. app.app_model_config_id = app_model_config.id
  175. app_model_config_was_updated.send(
  176. app,
  177. app_model_config=app_model_config
  178. )
  179. return app
  180. def export_app(self, app: App) -> str:
  181. """
  182. Export app
  183. :param app: App instance
  184. :return:
  185. """
  186. app_mode = AppMode.value_of(app.mode)
  187. export_data = {
  188. "app": {
  189. "name": app.name,
  190. "mode": app.mode,
  191. "icon": app.icon,
  192. "icon_background": app.icon_background,
  193. "description": app.description
  194. }
  195. }
  196. if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]:
  197. workflow_service = WorkflowService()
  198. workflow = workflow_service.get_draft_workflow(app)
  199. export_data['workflow'] = {
  200. "graph": workflow.graph_dict,
  201. "features": workflow.features_dict
  202. }
  203. else:
  204. app_model_config = app.app_model_config
  205. export_data['model_config'] = app_model_config.to_dict()
  206. return yaml.dump(export_data)
  207. def get_app(self, app: App) -> App:
  208. """
  209. Get App
  210. """
  211. # get original app model config
  212. if app.mode == AppMode.AGENT_CHAT.value or app.is_agent:
  213. model_config: AppModelConfig = app.app_model_config
  214. agent_mode = model_config.agent_mode_dict
  215. # decrypt agent tool parameters if it's secret-input
  216. for tool in agent_mode.get('tools') or []:
  217. if not isinstance(tool, dict) or len(tool.keys()) <= 3:
  218. continue
  219. agent_tool_entity = AgentToolEntity(**tool)
  220. # get tool
  221. try:
  222. tool_runtime = ToolManager.get_agent_tool_runtime(
  223. tenant_id=current_user.current_tenant_id,
  224. app_id=app.id,
  225. agent_tool=agent_tool_entity,
  226. )
  227. manager = ToolParameterConfigurationManager(
  228. tenant_id=current_user.current_tenant_id,
  229. tool_runtime=tool_runtime,
  230. provider_name=agent_tool_entity.provider_id,
  231. provider_type=agent_tool_entity.provider_type,
  232. identity_id=f'AGENT.{app.id}'
  233. )
  234. # get decrypted parameters
  235. if agent_tool_entity.tool_parameters:
  236. parameters = manager.decrypt_tool_parameters(agent_tool_entity.tool_parameters or {})
  237. masked_parameter = manager.mask_tool_parameters(parameters or {})
  238. else:
  239. masked_parameter = {}
  240. # override tool parameters
  241. tool['tool_parameters'] = masked_parameter
  242. except Exception as e:
  243. pass
  244. # override agent mode
  245. model_config.agent_mode = json.dumps(agent_mode)
  246. class ModifiedApp(App):
  247. """
  248. Modified App class
  249. """
  250. def __init__(self, app):
  251. self.__dict__.update(app.__dict__)
  252. @property
  253. def app_model_config(self):
  254. return model_config
  255. app = ModifiedApp(app)
  256. return app
  257. def update_app(self, app: App, args: dict) -> App:
  258. """
  259. Update app
  260. :param app: App instance
  261. :param args: request args
  262. :return: App instance
  263. """
  264. app.name = args.get('name')
  265. app.description = args.get('description', '')
  266. app.icon = args.get('icon')
  267. app.icon_background = args.get('icon_background')
  268. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  269. db.session.commit()
  270. return app
  271. def update_app_name(self, app: App, name: str) -> App:
  272. """
  273. Update app name
  274. :param app: App instance
  275. :param name: new name
  276. :return: App instance
  277. """
  278. app.name = name
  279. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  280. db.session.commit()
  281. return app
  282. def update_app_icon(self, app: App, icon: str, icon_background: str) -> App:
  283. """
  284. Update app icon
  285. :param app: App instance
  286. :param icon: new icon
  287. :param icon_background: new icon_background
  288. :return: App instance
  289. """
  290. app.icon = icon
  291. app.icon_background = icon_background
  292. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  293. db.session.commit()
  294. return app
  295. def update_app_site_status(self, app: App, enable_site: bool) -> App:
  296. """
  297. Update app site status
  298. :param app: App instance
  299. :param enable_site: enable site status
  300. :return: App instance
  301. """
  302. if enable_site == app.enable_site:
  303. return app
  304. app.enable_site = enable_site
  305. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  306. db.session.commit()
  307. return app
  308. def update_app_api_status(self, app: App, enable_api: bool) -> App:
  309. """
  310. Update app api status
  311. :param app: App instance
  312. :param enable_api: enable api status
  313. :return: App instance
  314. """
  315. if enable_api == app.enable_api:
  316. return app
  317. app.enable_api = enable_api
  318. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  319. db.session.commit()
  320. return app
  321. def delete_app(self, app: App) -> None:
  322. """
  323. Delete app
  324. :param app: App instance
  325. """
  326. db.session.delete(app)
  327. db.session.commit()
  328. app_was_deleted.send(app)
  329. # todo async delete related data by event
  330. # app_model_configs, site, api_tokens, installed_apps, recommended_apps BY app
  331. # app_annotation_hit_histories, app_annotation_settings, app_dataset_joins BY app
  332. # workflows, workflow_runs, workflow_node_executions, workflow_app_logs BY app
  333. # conversations, pinned_conversations, messages BY app
  334. # message_feedbacks, message_annotations, message_chains BY message
  335. # message_agent_thoughts, message_files, saved_messages BY message
  336. def get_app_meta(self, app_model: App) -> dict:
  337. """
  338. Get app meta info
  339. :param app_model: app model
  340. :return:
  341. """
  342. app_mode = AppMode.value_of(app_model.mode)
  343. meta = {
  344. 'tool_icons': {}
  345. }
  346. if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]:
  347. workflow = app_model.workflow
  348. if workflow is None:
  349. return meta
  350. graph = workflow.graph_dict
  351. nodes = graph.get('nodes', [])
  352. tools = []
  353. for node in nodes:
  354. if node.get('data', {}).get('type') == 'tool':
  355. node_data = node.get('data', {})
  356. tools.append({
  357. 'provider_type': node_data.get('provider_type'),
  358. 'provider_id': node_data.get('provider_id'),
  359. 'tool_name': node_data.get('tool_name'),
  360. 'tool_parameters': {}
  361. })
  362. else:
  363. app_model_config: AppModelConfig = app_model.app_model_config
  364. if not app_model_config:
  365. return meta
  366. agent_config = app_model_config.agent_mode_dict or {}
  367. # get all tools
  368. tools = agent_config.get('tools', [])
  369. url_prefix = (current_app.config.get("CONSOLE_API_URL")
  370. + "/console/api/workspaces/current/tool-provider/builtin/")
  371. for tool in tools:
  372. keys = list(tool.keys())
  373. if len(keys) >= 4:
  374. # current tool standard
  375. provider_type = tool.get('provider_type')
  376. provider_id = tool.get('provider_id')
  377. tool_name = tool.get('tool_name')
  378. if provider_type == 'builtin':
  379. meta['tool_icons'][tool_name] = url_prefix + provider_id + '/icon'
  380. elif provider_type == 'api':
  381. try:
  382. provider: ApiToolProvider = db.session.query(ApiToolProvider).filter(
  383. ApiToolProvider.id == provider_id
  384. )
  385. meta['tool_icons'][tool_name] = json.loads(provider.icon)
  386. except:
  387. meta['tool_icons'][tool_name] = {
  388. "background": "#252525",
  389. "content": "\ud83d\ude01"
  390. }
  391. return meta