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
  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. from tasks.remove_app_and_related_data_task import remove_app_and_related_data_task
  25. class AppService:
  26. def get_paginate_apps(self, tenant_id: str, args: dict) -> Pagination | None:
  27. """
  28. Get app list with pagination
  29. :param tenant_id: tenant id
  30. :param args: request args
  31. :return:
  32. """
  33. filters = [
  34. App.tenant_id == tenant_id,
  35. App.is_universal == False
  36. ]
  37. if args['mode'] == 'workflow':
  38. filters.append(App.mode.in_([AppMode.WORKFLOW.value, AppMode.COMPLETION.value]))
  39. elif args['mode'] == 'chat':
  40. filters.append(App.mode.in_([AppMode.CHAT.value, AppMode.ADVANCED_CHAT.value]))
  41. elif args['mode'] == 'agent-chat':
  42. filters.append(App.mode == AppMode.AGENT_CHAT.value)
  43. elif args['mode'] == 'channel':
  44. filters.append(App.mode == AppMode.CHANNEL.value)
  45. if args.get('name'):
  46. name = args['name'][:30]
  47. filters.append(App.name.ilike(f'%{name}%'))
  48. if args.get('tag_ids'):
  49. target_ids = TagService.get_target_ids_by_tag_ids('app',
  50. tenant_id,
  51. args['tag_ids'])
  52. if target_ids:
  53. filters.append(App.id.in_(target_ids))
  54. else:
  55. return None
  56. app_models = db.paginate(
  57. db.select(App).where(*filters).order_by(App.created_at.desc()),
  58. page=args['page'],
  59. per_page=args['limit'],
  60. error_out=False
  61. )
  62. return app_models
  63. def create_app(self, tenant_id: str, args: dict, account: Account) -> App:
  64. """
  65. Create app
  66. :param tenant_id: tenant id
  67. :param args: request args
  68. :param account: Account instance
  69. """
  70. app_mode = AppMode.value_of(args['mode'])
  71. app_template = default_app_templates[app_mode]
  72. # get model config
  73. default_model_config = app_template.get('model_config')
  74. default_model_config = default_model_config.copy() if default_model_config else None
  75. if default_model_config and 'model' in default_model_config:
  76. # get model provider
  77. model_manager = ModelManager()
  78. # get default model instance
  79. try:
  80. model_instance = model_manager.get_default_model_instance(
  81. tenant_id=account.current_tenant_id,
  82. model_type=ModelType.LLM
  83. )
  84. except (ProviderTokenNotInitError, LLMBadRequestError):
  85. model_instance = None
  86. except Exception as e:
  87. logging.exception(e)
  88. model_instance = None
  89. if model_instance:
  90. if model_instance.model == default_model_config['model']['name']:
  91. default_model_dict = default_model_config['model']
  92. else:
  93. llm_model = cast(LargeLanguageModel, model_instance.model_type_instance)
  94. model_schema = llm_model.get_model_schema(model_instance.model, model_instance.credentials)
  95. default_model_dict = {
  96. 'provider': model_instance.provider,
  97. 'name': model_instance.model,
  98. 'mode': model_schema.model_properties.get(ModelPropertyKey.MODE),
  99. 'completion_params': {}
  100. }
  101. else:
  102. default_model_dict = default_model_config['model']
  103. default_model_config['model'] = json.dumps(default_model_dict)
  104. app = App(**app_template['app'])
  105. app.name = args['name']
  106. app.description = args.get('description', '')
  107. app.mode = args['mode']
  108. app.icon = args['icon']
  109. app.icon_background = args['icon_background']
  110. app.tenant_id = tenant_id
  111. app.api_rph = args.get('api_rph', 0)
  112. app.api_rpm = args.get('api_rpm', 0)
  113. db.session.add(app)
  114. db.session.flush()
  115. if default_model_config:
  116. app_model_config = AppModelConfig(**default_model_config)
  117. app_model_config.app_id = app.id
  118. db.session.add(app_model_config)
  119. db.session.flush()
  120. app.app_model_config_id = app_model_config.id
  121. db.session.commit()
  122. app_was_created.send(app, account=account)
  123. return app
  124. def import_app(self, tenant_id: str, data: str, args: dict, account: Account) -> App:
  125. """
  126. Import app
  127. :param tenant_id: tenant id
  128. :param data: import data
  129. :param args: request args
  130. :param account: Account instance
  131. """
  132. try:
  133. import_data = yaml.safe_load(data)
  134. except yaml.YAMLError as e:
  135. raise ValueError("Invalid YAML format in data argument.")
  136. app_data = import_data.get('app')
  137. model_config_data = import_data.get('model_config')
  138. workflow = import_data.get('workflow')
  139. if not app_data:
  140. raise ValueError("Missing app in data argument")
  141. app_mode = AppMode.value_of(app_data.get('mode'))
  142. if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]:
  143. if not workflow:
  144. raise ValueError("Missing workflow in data argument "
  145. "when app mode is advanced-chat or workflow")
  146. elif app_mode in [AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.COMPLETION]:
  147. if not model_config_data:
  148. raise ValueError("Missing model_config in data argument "
  149. "when app mode is chat, agent-chat or completion")
  150. else:
  151. raise ValueError("Invalid app mode")
  152. app = App(
  153. tenant_id=tenant_id,
  154. mode=app_data.get('mode'),
  155. name=args.get("name") if args.get("name") else app_data.get('name'),
  156. description=args.get("description") if args.get("description") else app_data.get('description', ''),
  157. icon=args.get("icon") if args.get("icon") else app_data.get('icon'),
  158. icon_background=args.get("icon_background") if args.get("icon_background") \
  159. else app_data.get('icon_background'),
  160. enable_site=True,
  161. enable_api=True
  162. )
  163. db.session.add(app)
  164. db.session.commit()
  165. app_was_created.send(app, account=account)
  166. if workflow:
  167. # init draft workflow
  168. workflow_service = WorkflowService()
  169. draft_workflow = workflow_service.sync_draft_workflow(
  170. app_model=app,
  171. graph=workflow.get('graph'),
  172. features=workflow.get('features'),
  173. unique_hash=None,
  174. account=account
  175. )
  176. workflow_service.publish_workflow(
  177. app_model=app,
  178. account=account,
  179. draft_workflow=draft_workflow
  180. )
  181. if model_config_data:
  182. app_model_config = AppModelConfig()
  183. app_model_config = app_model_config.from_model_config_dict(model_config_data)
  184. app_model_config.app_id = app.id
  185. db.session.add(app_model_config)
  186. db.session.commit()
  187. app.app_model_config_id = app_model_config.id
  188. app_model_config_was_updated.send(
  189. app,
  190. app_model_config=app_model_config
  191. )
  192. return app
  193. def export_app(self, app: App) -> str:
  194. """
  195. Export app
  196. :param app: App instance
  197. :return:
  198. """
  199. app_mode = AppMode.value_of(app.mode)
  200. export_data = {
  201. "app": {
  202. "name": app.name,
  203. "mode": app.mode,
  204. "icon": app.icon,
  205. "icon_background": app.icon_background,
  206. "description": app.description
  207. }
  208. }
  209. if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]:
  210. workflow_service = WorkflowService()
  211. workflow = workflow_service.get_draft_workflow(app)
  212. export_data['workflow'] = {
  213. "graph": workflow.graph_dict,
  214. "features": workflow.features_dict
  215. }
  216. else:
  217. app_model_config = app.app_model_config
  218. export_data['model_config'] = app_model_config.to_dict()
  219. return yaml.dump(export_data)
  220. def get_app(self, app: App) -> App:
  221. """
  222. Get App
  223. """
  224. # get original app model config
  225. if app.mode == AppMode.AGENT_CHAT.value or app.is_agent:
  226. model_config: AppModelConfig = app.app_model_config
  227. agent_mode = model_config.agent_mode_dict
  228. # decrypt agent tool parameters if it's secret-input
  229. for tool in agent_mode.get('tools') or []:
  230. if not isinstance(tool, dict) or len(tool.keys()) <= 3:
  231. continue
  232. agent_tool_entity = AgentToolEntity(**tool)
  233. # get tool
  234. try:
  235. tool_runtime = ToolManager.get_agent_tool_runtime(
  236. tenant_id=current_user.current_tenant_id,
  237. app_id=app.id,
  238. agent_tool=agent_tool_entity,
  239. )
  240. manager = ToolParameterConfigurationManager(
  241. tenant_id=current_user.current_tenant_id,
  242. tool_runtime=tool_runtime,
  243. provider_name=agent_tool_entity.provider_id,
  244. provider_type=agent_tool_entity.provider_type,
  245. identity_id=f'AGENT.{app.id}'
  246. )
  247. # get decrypted parameters
  248. if agent_tool_entity.tool_parameters:
  249. parameters = manager.decrypt_tool_parameters(agent_tool_entity.tool_parameters or {})
  250. masked_parameter = manager.mask_tool_parameters(parameters or {})
  251. else:
  252. masked_parameter = {}
  253. # override tool parameters
  254. tool['tool_parameters'] = masked_parameter
  255. except Exception as e:
  256. pass
  257. # override agent mode
  258. model_config.agent_mode = json.dumps(agent_mode)
  259. class ModifiedApp(App):
  260. """
  261. Modified App class
  262. """
  263. def __init__(self, app):
  264. self.__dict__.update(app.__dict__)
  265. @property
  266. def app_model_config(self):
  267. return model_config
  268. app = ModifiedApp(app)
  269. return app
  270. def update_app(self, app: App, args: dict) -> App:
  271. """
  272. Update app
  273. :param app: App instance
  274. :param args: request args
  275. :return: App instance
  276. """
  277. app.name = args.get('name')
  278. app.description = args.get('description', '')
  279. app.icon = args.get('icon')
  280. app.icon_background = args.get('icon_background')
  281. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  282. db.session.commit()
  283. return app
  284. def update_app_name(self, app: App, name: str) -> App:
  285. """
  286. Update app name
  287. :param app: App instance
  288. :param name: new name
  289. :return: App instance
  290. """
  291. app.name = name
  292. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  293. db.session.commit()
  294. return app
  295. def update_app_icon(self, app: App, icon: str, icon_background: str) -> App:
  296. """
  297. Update app icon
  298. :param app: App instance
  299. :param icon: new icon
  300. :param icon_background: new icon_background
  301. :return: App instance
  302. """
  303. app.icon = icon
  304. app.icon_background = icon_background
  305. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  306. db.session.commit()
  307. return app
  308. def update_app_site_status(self, app: App, enable_site: bool) -> App:
  309. """
  310. Update app site status
  311. :param app: App instance
  312. :param enable_site: enable site status
  313. :return: App instance
  314. """
  315. if enable_site == app.enable_site:
  316. return app
  317. app.enable_site = enable_site
  318. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  319. db.session.commit()
  320. return app
  321. def update_app_api_status(self, app: App, enable_api: bool) -> App:
  322. """
  323. Update app api status
  324. :param app: App instance
  325. :param enable_api: enable api status
  326. :return: App instance
  327. """
  328. if enable_api == app.enable_api:
  329. return app
  330. app.enable_api = enable_api
  331. app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  332. db.session.commit()
  333. return app
  334. def delete_app(self, app: App) -> None:
  335. """
  336. Delete app
  337. :param app: App instance
  338. """
  339. db.session.delete(app)
  340. db.session.commit()
  341. # Trigger asynchronous deletion of app and related data
  342. remove_app_and_related_data_task.delay(app.id)
  343. def get_app_meta(self, app_model: App) -> dict:
  344. """
  345. Get app meta info
  346. :param app_model: app model
  347. :return:
  348. """
  349. app_mode = AppMode.value_of(app_model.mode)
  350. meta = {
  351. 'tool_icons': {}
  352. }
  353. if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]:
  354. workflow = app_model.workflow
  355. if workflow is None:
  356. return meta
  357. graph = workflow.graph_dict
  358. nodes = graph.get('nodes', [])
  359. tools = []
  360. for node in nodes:
  361. if node.get('data', {}).get('type') == 'tool':
  362. node_data = node.get('data', {})
  363. tools.append({
  364. 'provider_type': node_data.get('provider_type'),
  365. 'provider_id': node_data.get('provider_id'),
  366. 'tool_name': node_data.get('tool_name'),
  367. 'tool_parameters': {}
  368. })
  369. else:
  370. app_model_config: AppModelConfig = app_model.app_model_config
  371. if not app_model_config:
  372. return meta
  373. agent_config = app_model_config.agent_mode_dict or {}
  374. # get all tools
  375. tools = agent_config.get('tools', [])
  376. url_prefix = (current_app.config.get("CONSOLE_API_URL")
  377. + "/console/api/workspaces/current/tool-provider/builtin/")
  378. for tool in tools:
  379. keys = list(tool.keys())
  380. if len(keys) >= 4:
  381. # current tool standard
  382. provider_type = tool.get('provider_type')
  383. provider_id = tool.get('provider_id')
  384. tool_name = tool.get('tool_name')
  385. if provider_type == 'builtin':
  386. meta['tool_icons'][tool_name] = url_prefix + provider_id + '/icon'
  387. elif provider_type == 'api':
  388. try:
  389. provider: ApiToolProvider = db.session.query(ApiToolProvider).filter(
  390. ApiToolProvider.id == provider_id
  391. )
  392. meta['tool_icons'][tool_name] = json.loads(provider.icon)
  393. except:
  394. meta['tool_icons'][tool_name] = {
  395. "background": "#252525",
  396. "content": "\ud83d\ude01"
  397. }
  398. return meta