test_localai_provider.py 4.1 KB

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  1. import pytest
  2. from unittest.mock import patch, MagicMock
  3. import json
  4. from core.model_providers.models.entity.model_params import ModelType
  5. from core.model_providers.providers.base import CredentialsValidateFailedError
  6. from core.model_providers.providers.localai_provider import LocalAIProvider
  7. from models.provider import ProviderType, Provider, ProviderModel
  8. PROVIDER_NAME = 'localai'
  9. MODEL_PROVIDER_CLASS = LocalAIProvider
  10. VALIDATE_CREDENTIAL = {
  11. 'server_url': 'http://127.0.0.1:8080/'
  12. }
  13. def encrypt_side_effect(tenant_id, encrypt_key):
  14. return f'encrypted_{encrypt_key}'
  15. def decrypt_side_effect(tenant_id, encrypted_key):
  16. return encrypted_key.replace('encrypted_', '')
  17. def test_is_credentials_valid_or_raise_valid(mocker):
  18. mocker.patch('langchain.embeddings.localai.LocalAIEmbeddings.embed_query',
  19. return_value="abc")
  20. MODEL_PROVIDER_CLASS.is_model_credentials_valid_or_raise(
  21. model_name='username/test_model_name',
  22. model_type=ModelType.EMBEDDINGS,
  23. credentials=VALIDATE_CREDENTIAL.copy()
  24. )
  25. def test_is_credentials_valid_or_raise_invalid():
  26. # raise CredentialsValidateFailedError if server_url is not in credentials
  27. with pytest.raises(CredentialsValidateFailedError):
  28. MODEL_PROVIDER_CLASS.is_model_credentials_valid_or_raise(
  29. model_name='test_model_name',
  30. model_type=ModelType.EMBEDDINGS,
  31. credentials={}
  32. )
  33. @patch('core.helper.encrypter.encrypt_token', side_effect=encrypt_side_effect)
  34. def test_encrypt_model_credentials(mock_encrypt, mocker):
  35. server_url = 'http://127.0.0.1:8080/'
  36. result = MODEL_PROVIDER_CLASS.encrypt_model_credentials(
  37. tenant_id='tenant_id',
  38. model_name='test_model_name',
  39. model_type=ModelType.EMBEDDINGS,
  40. credentials=VALIDATE_CREDENTIAL.copy()
  41. )
  42. mock_encrypt.assert_called_with('tenant_id', server_url)
  43. assert result['server_url'] == f'encrypted_{server_url}'
  44. @patch('core.helper.encrypter.decrypt_token', side_effect=decrypt_side_effect)
  45. def test_get_model_credentials_custom(mock_decrypt, mocker):
  46. provider = Provider(
  47. id='provider_id',
  48. tenant_id='tenant_id',
  49. provider_name=PROVIDER_NAME,
  50. provider_type=ProviderType.CUSTOM.value,
  51. encrypted_config=None,
  52. is_valid=True,
  53. )
  54. encrypted_credential = VALIDATE_CREDENTIAL.copy()
  55. encrypted_credential['server_url'] = 'encrypted_' + encrypted_credential['server_url']
  56. mock_query = MagicMock()
  57. mock_query.filter.return_value.first.return_value = ProviderModel(
  58. encrypted_config=json.dumps(encrypted_credential)
  59. )
  60. mocker.patch('extensions.ext_database.db.session.query', return_value=mock_query)
  61. model_provider = MODEL_PROVIDER_CLASS(provider=provider)
  62. result = model_provider.get_model_credentials(
  63. model_name='test_model_name',
  64. model_type=ModelType.EMBEDDINGS
  65. )
  66. assert result['server_url'] == 'http://127.0.0.1:8080/'
  67. @patch('core.helper.encrypter.decrypt_token', side_effect=decrypt_side_effect)
  68. def test_get_model_credentials_obfuscated(mock_decrypt, mocker):
  69. provider = Provider(
  70. id='provider_id',
  71. tenant_id='tenant_id',
  72. provider_name=PROVIDER_NAME,
  73. provider_type=ProviderType.CUSTOM.value,
  74. encrypted_config=None,
  75. is_valid=True,
  76. )
  77. encrypted_credential = VALIDATE_CREDENTIAL.copy()
  78. encrypted_credential['server_url'] = 'encrypted_' + encrypted_credential['server_url']
  79. mock_query = MagicMock()
  80. mock_query.filter.return_value.first.return_value = ProviderModel(
  81. encrypted_config=json.dumps(encrypted_credential)
  82. )
  83. mocker.patch('extensions.ext_database.db.session.query', return_value=mock_query)
  84. model_provider = MODEL_PROVIDER_CLASS(provider=provider)
  85. result = model_provider.get_model_credentials(
  86. model_name='test_model_name',
  87. model_type=ModelType.EMBEDDINGS,
  88. obfuscated=True
  89. )
  90. middle_token = result['server_url'][6:-2]
  91. assert len(middle_token) == max(len(VALIDATE_CREDENTIAL['server_url']) - 8, 0)
  92. assert all(char == '*' for char in middle_token)