app_service.py 17 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.tag_service import TagService
  23. from services.workflow_service import WorkflowService
  24. class AppService:
  25. def get_paginate_apps(self, tenant_id: str, args: dict) -> Pagination | None:
  26. """
  27. Get app list with pagination
  28. :param tenant_id: tenant id
  29. :param args: request args
  30. :return:
  31. """
  32. filters = [
  33. App.tenant_id == tenant_id,
  34. App.is_universal == False
  35. ]
  36. if args['mode'] == 'workflow':
  37. filters.append(App.mode.in_([AppMode.WORKFLOW.value, AppMode.COMPLETION.value]))
  38. elif args['mode'] == 'chat':
  39. filters.append(App.mode.in_([AppMode.CHAT.value, AppMode.ADVANCED_CHAT.value]))
  40. elif args['mode'] == 'agent-chat':
  41. filters.append(App.mode == AppMode.AGENT_CHAT.value)
  42. elif args['mode'] == 'channel':
  43. filters.append(App.mode == AppMode.CHANNEL.value)
  44. if args.get('name'):
  45. name = args['name'][:30]
  46. filters.append(App.name.ilike(f'%{name}%'))
  47. if args.get('tag_ids'):
  48. target_ids = TagService.get_target_ids_by_tag_ids('app',
  49. tenant_id,
  50. args['tag_ids'])
  51. if target_ids:
  52. filters.append(App.id.in_(target_ids))
  53. else:
  54. return None
  55. app_models = db.paginate(
  56. db.select(App).where(*filters).order_by(App.created_at.desc()),
  57. page=args['page'],
  58. per_page=args['limit'],
  59. error_out=False
  60. )
  61. return app_models
  62. def create_app(self, tenant_id: str, args: dict, account: Account) -> App:
  63. """
  64. Create app
  65. :param tenant_id: tenant id
  66. :param args: request args
  67. :param account: Account instance
  68. """
  69. app_mode = AppMode.value_of(args['mode'])
  70. app_template = default_app_templates[app_mode]
  71. # get model config
  72. default_model_config = app_template.get('model_config')
  73. default_model_config = default_model_config.copy() if default_model_config else None
  74. if default_model_config and 'model' in default_model_config:
  75. # get model provider
  76. model_manager = ModelManager()
  77. # get default model instance
  78. try:
  79. model_instance = model_manager.get_default_model_instance(
  80. tenant_id=account.current_tenant_id,
  81. model_type=ModelType.LLM
  82. )
  83. except (ProviderTokenNotInitError, LLMBadRequestError):
  84. model_instance = None
  85. except Exception as e:
  86. logging.exception(e)
  87. model_instance = None
  88. if model_instance:
  89. if model_instance.model == default_model_config['model']['name']:
  90. default_model_dict = default_model_config['model']
  91. else:
  92. llm_model = cast(LargeLanguageModel, model_instance.model_type_instance)
  93. model_schema = llm_model.get_model_schema(model_instance.model, model_instance.credentials)
  94. default_model_dict = {
  95. 'provider': model_instance.provider,
  96. 'name': model_instance.model,
  97. 'mode': model_schema.model_properties.get(ModelPropertyKey.MODE),
  98. 'completion_params': {}
  99. }
  100. else:
  101. default_model_dict = default_model_config['model']
  102. default_model_config['model'] = json.dumps(default_model_dict)
  103. app = App(**app_template['app'])
  104. app.name = args['name']
  105. app.description = args.get('description', '')
  106. app.mode = args['mode']
  107. app.icon = args['icon']
  108. app.icon_background = args['icon_background']
  109. app.tenant_id = tenant_id
  110. db.session.add(app)
  111. db.session.flush()
  112. if default_model_config:
  113. app_model_config = AppModelConfig(**default_model_config)
  114. app_model_config.app_id = app.id
  115. db.session.add(app_model_config)
  116. db.session.flush()
  117. app.app_model_config_id = app_model_config.id
  118. db.session.commit()
  119. app_was_created.send(app, account=account)
  120. return app
  121. def import_app(self, tenant_id: str, data: str, args: dict, account: Account) -> App:
  122. """
  123. Import app
  124. :param tenant_id: tenant id
  125. :param data: import data
  126. :param args: request args
  127. :param account: Account instance
  128. """
  129. try:
  130. import_data = yaml.safe_load(data)
  131. except yaml.YAMLError as e:
  132. raise ValueError("Invalid YAML format in data argument.")
  133. app_data = import_data.get('app')
  134. model_config_data = import_data.get('model_config')
  135. workflow = import_data.get('workflow')
  136. if not app_data:
  137. raise ValueError("Missing app in data argument")
  138. app_mode = AppMode.value_of(app_data.get('mode'))
  139. if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]:
  140. if not workflow:
  141. raise ValueError("Missing workflow in data argument "
  142. "when app mode is advanced-chat or workflow")
  143. elif app_mode in [AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.COMPLETION]:
  144. if not model_config_data:
  145. raise ValueError("Missing model_config in data argument "
  146. "when app mode is chat, agent-chat or completion")
  147. else:
  148. raise ValueError("Invalid app mode")
  149. app = App(
  150. tenant_id=tenant_id,
  151. mode=app_data.get('mode'),
  152. name=args.get("name") if args.get("name") else app_data.get('name'),
  153. description=args.get("description") if args.get("description") else app_data.get('description', ''),
  154. icon=args.get("icon") if args.get("icon") else app_data.get('icon'),
  155. icon_background=args.get("icon_background") if args.get("icon_background") \
  156. else app_data.get('icon_background'),
  157. enable_site=True,
  158. enable_api=True
  159. )
  160. db.session.add(app)
  161. db.session.commit()
  162. app_was_created.send(app, account=account)
  163. if workflow:
  164. # init draft workflow
  165. workflow_service = WorkflowService()
  166. draft_workflow = workflow_service.sync_draft_workflow(
  167. app_model=app,
  168. graph=workflow.get('graph'),
  169. features=workflow.get('features'),
  170. unique_hash=None,
  171. account=account
  172. )
  173. workflow_service.publish_workflow(
  174. app_model=app,
  175. account=account,
  176. draft_workflow=draft_workflow
  177. )
  178. if model_config_data:
  179. app_model_config = AppModelConfig()
  180. app_model_config = app_model_config.from_model_config_dict(model_config_data)
  181. app_model_config.app_id = app.id
  182. db.session.add(app_model_config)
  183. db.session.commit()
  184. app.app_model_config_id = app_model_config.id
  185. app_model_config_was_updated.send(
  186. app,
  187. app_model_config=app_model_config
  188. )
  189. return app
  190. def export_app(self, app: App) -> str:
  191. """
  192. Export app
  193. :param app: App instance
  194. :return:
  195. """
  196. app_mode = AppMode.value_of(app.mode)
  197. export_data = {
  198. "app": {
  199. "name": app.name,
  200. "mode": app.mode,
  201. "icon": app.icon,
  202. "icon_background": app.icon_background,
  203. "description": app.description
  204. }
  205. }
  206. if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]:
  207. workflow_service = WorkflowService()
  208. workflow = workflow_service.get_draft_workflow(app)
  209. export_data['workflow'] = {
  210. "graph": workflow.graph_dict,
  211. "features": workflow.features_dict
  212. }
  213. else:
  214. app_model_config = app.app_model_config
  215. export_data['model_config'] = app_model_config.to_dict()
  216. return yaml.dump(export_data)
  217. def get_app(self, app: App) -> App:
  218. """
  219. Get App
  220. """
  221. # get original app model config
  222. if app.mode == AppMode.AGENT_CHAT.value or app.is_agent:
  223. model_config: AppModelConfig = app.app_model_config
  224. agent_mode = model_config.agent_mode_dict
  225. # decrypt agent tool parameters if it's secret-input
  226. for tool in agent_mode.get('tools') or []:
  227. if not isinstance(tool, dict) or len(tool.keys()) <= 3:
  228. continue
  229. agent_tool_entity = AgentToolEntity(**tool)
  230. # get tool
  231. try:
  232. tool_runtime = ToolManager.get_agent_tool_runtime(
  233. tenant_id=current_user.current_tenant_id,
  234. app_id=app.id,
  235. agent_tool=agent_tool_entity,
  236. )
  237. manager = ToolParameterConfigurationManager(
  238. tenant_id=current_user.current_tenant_id,
  239. tool_runtime=tool_runtime,
  240. provider_name=agent_tool_entity.provider_id,
  241. provider_type=agent_tool_entity.provider_type,
  242. identity_id=f'AGENT.{app.id}'
  243. )
  244. # get decrypted parameters
  245. if agent_tool_entity.tool_parameters:
  246. parameters = manager.decrypt_tool_parameters(agent_tool_entity.tool_parameters or {})
  247. masked_parameter = manager.mask_tool_parameters(parameters or {})
  248. else:
  249. masked_parameter = {}
  250. # override tool parameters
  251. tool['tool_parameters'] = masked_parameter
  252. except Exception as e:
  253. pass
  254. # override agent mode
  255. model_config.agent_mode = json.dumps(agent_mode)
  256. class ModifiedApp(App):
  257. """
  258. Modified App class
  259. """
  260. def __init__(self, app):
  261. self.__dict__.update(app.__dict__)
  262. @property
  263. def app_model_config(self):
  264. return model_config
  265. app = ModifiedApp(app)
  266. return app
  267. def update_app(self, app: App, args: dict) -> App:
  268. """
  269. Update app
  270. :param app: App instance
  271. :param args: request args
  272. :return: App instance
  273. """
  274. app.name = args.get('name')
  275. app.description = args.get('description', '')
  276. app.icon = args.get('icon')
  277. app.icon_background = args.get('icon_background')
  278. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  279. db.session.commit()
  280. return app
  281. def update_app_name(self, app: App, name: str) -> App:
  282. """
  283. Update app name
  284. :param app: App instance
  285. :param name: new name
  286. :return: App instance
  287. """
  288. app.name = name
  289. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  290. db.session.commit()
  291. return app
  292. def update_app_icon(self, app: App, icon: str, icon_background: str) -> App:
  293. """
  294. Update app icon
  295. :param app: App instance
  296. :param icon: new icon
  297. :param icon_background: new icon_background
  298. :return: App instance
  299. """
  300. app.icon = icon
  301. app.icon_background = icon_background
  302. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  303. db.session.commit()
  304. return app
  305. def update_app_site_status(self, app: App, enable_site: bool) -> App:
  306. """
  307. Update app site status
  308. :param app: App instance
  309. :param enable_site: enable site status
  310. :return: App instance
  311. """
  312. if enable_site == app.enable_site:
  313. return app
  314. app.enable_site = enable_site
  315. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  316. db.session.commit()
  317. return app
  318. def update_app_api_status(self, app: App, enable_api: bool) -> App:
  319. """
  320. Update app api status
  321. :param app: App instance
  322. :param enable_api: enable api status
  323. :return: App instance
  324. """
  325. if enable_api == app.enable_api:
  326. return app
  327. app.enable_api = enable_api
  328. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  329. db.session.commit()
  330. return app
  331. def delete_app(self, app: App) -> None:
  332. """
  333. Delete app
  334. :param app: App instance
  335. """
  336. db.session.delete(app)
  337. db.session.commit()
  338. app_was_deleted.send(app)
  339. # todo async delete related data by event
  340. # app_model_configs, site, api_tokens, installed_apps, recommended_apps BY app
  341. # app_annotation_hit_histories, app_annotation_settings, app_dataset_joins BY app
  342. # workflows, workflow_runs, workflow_node_executions, workflow_app_logs BY app
  343. # conversations, pinned_conversations, messages BY app
  344. # message_feedbacks, message_annotations, message_chains BY message
  345. # message_agent_thoughts, message_files, saved_messages BY message
  346. def get_app_meta(self, app_model: App) -> dict:
  347. """
  348. Get app meta info
  349. :param app_model: app model
  350. :return:
  351. """
  352. app_mode = AppMode.value_of(app_model.mode)
  353. meta = {
  354. 'tool_icons': {}
  355. }
  356. if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]:
  357. workflow = app_model.workflow
  358. if workflow is None:
  359. return meta
  360. graph = workflow.graph_dict
  361. nodes = graph.get('nodes', [])
  362. tools = []
  363. for node in nodes:
  364. if node.get('data', {}).get('type') == 'tool':
  365. node_data = node.get('data', {})
  366. tools.append({
  367. 'provider_type': node_data.get('provider_type'),
  368. 'provider_id': node_data.get('provider_id'),
  369. 'tool_name': node_data.get('tool_name'),
  370. 'tool_parameters': {}
  371. })
  372. else:
  373. app_model_config: AppModelConfig = app_model.app_model_config
  374. if not app_model_config:
  375. return meta
  376. agent_config = app_model_config.agent_mode_dict or {}
  377. # get all tools
  378. tools = agent_config.get('tools', [])
  379. url_prefix = (current_app.config.get("CONSOLE_API_URL")
  380. + "/console/api/workspaces/current/tool-provider/builtin/")
  381. for tool in tools:
  382. keys = list(tool.keys())
  383. if len(keys) >= 4:
  384. # current tool standard
  385. provider_type = tool.get('provider_type')
  386. provider_id = tool.get('provider_id')
  387. tool_name = tool.get('tool_name')
  388. if provider_type == 'builtin':
  389. meta['tool_icons'][tool_name] = url_prefix + provider_id + '/icon'
  390. elif provider_type == 'api':
  391. try:
  392. provider: ApiToolProvider = db.session.query(ApiToolProvider).filter(
  393. ApiToolProvider.id == provider_id
  394. )
  395. meta['tool_icons'][tool_name] = json.loads(provider.icon)
  396. except:
  397. meta['tool_icons'][tool_name] = {
  398. "background": "#252525",
  399. "content": "\ud83d\ude01"
  400. }
  401. return meta