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- import json
- import os
- from unittest.mock import patch, MagicMock
- from core.model_providers.models.embedding.localai_embedding import LocalAIEmbedding
- from core.model_providers.models.entity.model_params import ModelType
- from core.model_providers.providers.localai_provider import LocalAIProvider
- from models.provider import Provider, ProviderType, ProviderModel
- def get_mock_provider():
- return Provider(
- id='provider_id',
- tenant_id='tenant_id',
- provider_name='localai',
- provider_type=ProviderType.CUSTOM.value,
- encrypted_config='',
- is_valid=True,
- )
- def get_mock_embedding_model(mocker):
- model_name = 'text-embedding-ada-002'
- server_url = os.environ['LOCALAI_SERVER_URL']
- model_provider = LocalAIProvider(provider=get_mock_provider())
- mock_query = MagicMock()
- mock_query.filter.return_value.first.return_value = ProviderModel(
- provider_name='localai',
- model_name=model_name,
- model_type=ModelType.EMBEDDINGS.value,
- encrypted_config=json.dumps({
- 'server_url': server_url,
- }),
- is_valid=True,
- )
- mocker.patch('extensions.ext_database.db.session.query', return_value=mock_query)
- return LocalAIEmbedding(
- model_provider=model_provider,
- name=model_name
- )
- def decrypt_side_effect(tenant_id, encrypted_api_key):
- return encrypted_api_key
- @patch('core.helper.encrypter.decrypt_token', side_effect=decrypt_side_effect)
- def test_embed_documents(mock_decrypt, mocker):
- embedding_model = get_mock_embedding_model(mocker)
- rst = embedding_model.client.embed_documents(['test', 'test1'])
- assert isinstance(rst, list)
- assert len(rst) == 2
- @patch('core.helper.encrypter.decrypt_token', side_effect=decrypt_side_effect)
- def test_embed_query(mock_decrypt, mocker):
- embedding_model = get_mock_embedding_model(mocker)
- rst = embedding_model.client.embed_query('test')
- assert isinstance(rst, list)
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