models.py 3.9 KB

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  1. from flask_login import current_user
  2. from core.login.login import login_required
  3. from flask_restful import Resource, reqparse
  4. from controllers.console import api
  5. from controllers.console.setup import setup_required
  6. from controllers.console.wraps import account_initialization_required
  7. from core.model_providers.model_provider_factory import ModelProviderFactory
  8. from core.model_providers.models.entity.model_params import ModelType
  9. from models.provider import ProviderType
  10. from services.provider_service import ProviderService
  11. class DefaultModelApi(Resource):
  12. @setup_required
  13. @login_required
  14. @account_initialization_required
  15. def get(self):
  16. parser = reqparse.RequestParser()
  17. parser.add_argument('model_type', type=str, required=True, nullable=False,
  18. choices=['text-generation', 'embeddings', 'speech2text'], location='args')
  19. args = parser.parse_args()
  20. tenant_id = current_user.current_tenant_id
  21. provider_service = ProviderService()
  22. default_model = provider_service.get_default_model_of_model_type(
  23. tenant_id=tenant_id,
  24. model_type=args['model_type']
  25. )
  26. if not default_model:
  27. return None
  28. model_provider = ModelProviderFactory.get_preferred_model_provider(
  29. tenant_id,
  30. default_model.provider_name
  31. )
  32. if not model_provider:
  33. return {
  34. 'model_name': default_model.model_name,
  35. 'model_type': default_model.model_type,
  36. 'model_provider': {
  37. 'provider_name': default_model.provider_name
  38. }
  39. }
  40. provider = model_provider.provider
  41. rst = {
  42. 'model_name': default_model.model_name,
  43. 'model_type': default_model.model_type,
  44. 'model_provider': {
  45. 'provider_name': provider.provider_name,
  46. 'provider_type': provider.provider_type
  47. }
  48. }
  49. model_provider_rules = ModelProviderFactory.get_provider_rule(default_model.provider_name)
  50. if provider.provider_type == ProviderType.SYSTEM.value:
  51. rst['model_provider']['quota_type'] = provider.quota_type
  52. rst['model_provider']['quota_unit'] = model_provider_rules['system_config']['quota_unit']
  53. rst['model_provider']['quota_limit'] = provider.quota_limit
  54. rst['model_provider']['quota_used'] = provider.quota_used
  55. return rst
  56. @setup_required
  57. @login_required
  58. @account_initialization_required
  59. def post(self):
  60. parser = reqparse.RequestParser()
  61. parser.add_argument('model_name', type=str, required=True, nullable=False, location='json')
  62. parser.add_argument('model_type', type=str, required=True, nullable=False,
  63. choices=['text-generation', 'embeddings', 'speech2text'], location='json')
  64. parser.add_argument('provider_name', type=str, required=True, nullable=False, location='json')
  65. args = parser.parse_args()
  66. provider_service = ProviderService()
  67. provider_service.update_default_model_of_model_type(
  68. tenant_id=current_user.current_tenant_id,
  69. model_type=args['model_type'],
  70. provider_name=args['provider_name'],
  71. model_name=args['model_name']
  72. )
  73. return {'result': 'success'}
  74. class ValidModelApi(Resource):
  75. @setup_required
  76. @login_required
  77. @account_initialization_required
  78. def get(self, model_type):
  79. ModelType.value_of(model_type)
  80. provider_service = ProviderService()
  81. valid_models = provider_service.get_valid_model_list(
  82. tenant_id=current_user.current_tenant_id,
  83. model_type=model_type
  84. )
  85. return valid_models
  86. api.add_resource(DefaultModelApi, '/workspaces/current/default-model')
  87. api.add_resource(ValidModelApi, '/workspaces/current/models/model-type/<string:model_type>')