completion.py 7.5 KB

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  1. # -*- coding:utf-8 -*-
  2. import json
  3. import logging
  4. from typing import Generator, Union
  5. import flask_login
  6. import services
  7. from controllers.console import api
  8. from controllers.console.app import _get_app
  9. from controllers.console.app.error import (AppUnavailableError, CompletionRequestError, ConversationCompletedError,
  10. ProviderModelCurrentlyNotSupportError, ProviderNotInitializeError,
  11. ProviderQuotaExceededError)
  12. from controllers.console.setup import setup_required
  13. from controllers.console.wraps import account_initialization_required
  14. from core.application_queue_manager import ApplicationQueueManager
  15. from core.entities.application_entities import InvokeFrom
  16. from core.errors.error import ModelCurrentlyNotSupportError, ProviderTokenNotInitError, QuotaExceededError
  17. from core.model_runtime.errors.invoke import InvokeError
  18. from flask import Response, stream_with_context
  19. from flask_restful import Resource, reqparse
  20. from libs.helper import uuid_value
  21. from libs.login import login_required
  22. from services.completion_service import CompletionService
  23. from werkzeug.exceptions import InternalServerError, NotFound
  24. # define completion message api for user
  25. class CompletionMessageApi(Resource):
  26. @setup_required
  27. @login_required
  28. @account_initialization_required
  29. def post(self, app_id):
  30. app_id = str(app_id)
  31. # get app info
  32. app_model = _get_app(app_id, 'completion')
  33. parser = reqparse.RequestParser()
  34. parser.add_argument('inputs', type=dict, required=True, location='json')
  35. parser.add_argument('query', type=str, location='json', default='')
  36. parser.add_argument('files', type=list, required=False, location='json')
  37. parser.add_argument('model_config', type=dict, required=True, location='json')
  38. parser.add_argument('response_mode', type=str, choices=['blocking', 'streaming'], location='json')
  39. parser.add_argument('retriever_from', type=str, required=False, default='dev', location='json')
  40. args = parser.parse_args()
  41. streaming = args['response_mode'] != 'blocking'
  42. args['auto_generate_name'] = False
  43. account = flask_login.current_user
  44. try:
  45. response = CompletionService.completion(
  46. app_model=app_model,
  47. user=account,
  48. args=args,
  49. invoke_from=InvokeFrom.DEBUGGER,
  50. streaming=streaming,
  51. is_model_config_override=True
  52. )
  53. return compact_response(response)
  54. except services.errors.conversation.ConversationNotExistsError:
  55. raise NotFound("Conversation Not Exists.")
  56. except services.errors.conversation.ConversationCompletedError:
  57. raise ConversationCompletedError()
  58. except services.errors.app_model_config.AppModelConfigBrokenError:
  59. logging.exception("App model config broken.")
  60. raise AppUnavailableError()
  61. except ProviderTokenNotInitError as ex:
  62. raise ProviderNotInitializeError(ex.description)
  63. except QuotaExceededError:
  64. raise ProviderQuotaExceededError()
  65. except ModelCurrentlyNotSupportError:
  66. raise ProviderModelCurrentlyNotSupportError()
  67. except InvokeError as e:
  68. raise CompletionRequestError(e.description)
  69. except ValueError as e:
  70. raise e
  71. except Exception as e:
  72. logging.exception("internal server error.")
  73. raise InternalServerError()
  74. class CompletionMessageStopApi(Resource):
  75. @setup_required
  76. @login_required
  77. @account_initialization_required
  78. def post(self, app_id, task_id):
  79. app_id = str(app_id)
  80. # get app info
  81. _get_app(app_id, 'completion')
  82. account = flask_login.current_user
  83. ApplicationQueueManager.set_stop_flag(task_id, InvokeFrom.DEBUGGER, account.id)
  84. return {'result': 'success'}, 200
  85. class ChatMessageApi(Resource):
  86. @setup_required
  87. @login_required
  88. @account_initialization_required
  89. def post(self, app_id):
  90. app_id = str(app_id)
  91. # get app info
  92. app_model = _get_app(app_id, 'chat')
  93. parser = reqparse.RequestParser()
  94. parser.add_argument('inputs', type=dict, required=True, location='json')
  95. parser.add_argument('query', type=str, required=True, location='json')
  96. parser.add_argument('files', type=list, required=False, location='json')
  97. parser.add_argument('model_config', type=dict, required=True, location='json')
  98. parser.add_argument('conversation_id', type=uuid_value, location='json')
  99. parser.add_argument('response_mode', type=str, choices=['blocking', 'streaming'], location='json')
  100. parser.add_argument('retriever_from', type=str, required=False, default='dev', location='json')
  101. args = parser.parse_args()
  102. streaming = args['response_mode'] != 'blocking'
  103. args['auto_generate_name'] = False
  104. account = flask_login.current_user
  105. try:
  106. response = CompletionService.completion(
  107. app_model=app_model,
  108. user=account,
  109. args=args,
  110. invoke_from=InvokeFrom.DEBUGGER,
  111. streaming=streaming,
  112. is_model_config_override=True
  113. )
  114. return compact_response(response)
  115. except services.errors.conversation.ConversationNotExistsError:
  116. raise NotFound("Conversation Not Exists.")
  117. except services.errors.conversation.ConversationCompletedError:
  118. raise ConversationCompletedError()
  119. except services.errors.app_model_config.AppModelConfigBrokenError:
  120. logging.exception("App model config broken.")
  121. raise AppUnavailableError()
  122. except ProviderTokenNotInitError as ex:
  123. raise ProviderNotInitializeError(ex.description)
  124. except QuotaExceededError:
  125. raise ProviderQuotaExceededError()
  126. except ModelCurrentlyNotSupportError:
  127. raise ProviderModelCurrentlyNotSupportError()
  128. except InvokeError as e:
  129. raise CompletionRequestError(e.description)
  130. except ValueError as e:
  131. raise e
  132. except Exception as e:
  133. logging.exception("internal server error.")
  134. raise InternalServerError()
  135. def compact_response(response: Union[dict, Generator]) -> Response:
  136. if isinstance(response, dict):
  137. return Response(response=json.dumps(response), status=200, mimetype='application/json')
  138. else:
  139. def generate() -> Generator:
  140. for chunk in response:
  141. yield chunk
  142. return Response(stream_with_context(generate()), status=200,
  143. mimetype='text/event-stream')
  144. class ChatMessageStopApi(Resource):
  145. @setup_required
  146. @login_required
  147. @account_initialization_required
  148. def post(self, app_id, task_id):
  149. app_id = str(app_id)
  150. # get app info
  151. _get_app(app_id, 'chat')
  152. account = flask_login.current_user
  153. ApplicationQueueManager.set_stop_flag(task_id, InvokeFrom.DEBUGGER, account.id)
  154. return {'result': 'success'}, 200
  155. api.add_resource(CompletionMessageApi, '/apps/<uuid:app_id>/completion-messages')
  156. api.add_resource(CompletionMessageStopApi, '/apps/<uuid:app_id>/completion-messages/<string:task_id>/stop')
  157. api.add_resource(ChatMessageApi, '/apps/<uuid:app_id>/chat-messages')
  158. api.add_resource(ChatMessageStopApi, '/apps/<uuid:app_id>/chat-messages/<string:task_id>/stop')