mirror of
https://git.mirrors.martin98.com/https://github.com/langgenius/dify.git
synced 2025-05-18 01:26:56 +08:00
66 lines
2.1 KiB
Python
66 lines
2.1 KiB
Python
import json
|
|
import os
|
|
from unittest.mock import patch, MagicMock
|
|
|
|
from core.model_providers.models.embedding.xinference_embedding import XinferenceEmbedding
|
|
from core.model_providers.models.entity.model_params import ModelType
|
|
from core.model_providers.providers.xinference_provider import XinferenceProvider
|
|
from models.provider import Provider, ProviderType, ProviderModel
|
|
|
|
|
|
def get_mock_provider():
|
|
return Provider(
|
|
id='provider_id',
|
|
tenant_id='tenant_id',
|
|
provider_name='xinference',
|
|
provider_type=ProviderType.CUSTOM.value,
|
|
encrypted_config='',
|
|
is_valid=True,
|
|
)
|
|
|
|
|
|
def get_mock_embedding_model(mocker):
|
|
model_name = 'vicuna-v1.3'
|
|
server_url = os.environ['XINFERENCE_SERVER_URL']
|
|
model_uid = os.environ['XINFERENCE_MODEL_UID']
|
|
model_provider = XinferenceProvider(provider=get_mock_provider())
|
|
|
|
mock_query = MagicMock()
|
|
mock_query.filter.return_value.first.return_value = ProviderModel(
|
|
provider_name='xinference',
|
|
model_name=model_name,
|
|
model_type=ModelType.EMBEDDINGS.value,
|
|
encrypted_config=json.dumps({
|
|
'server_url': server_url,
|
|
'model_uid': model_uid
|
|
}),
|
|
is_valid=True,
|
|
)
|
|
mocker.patch('extensions.ext_database.db.session.query', return_value=mock_query)
|
|
|
|
return XinferenceEmbedding(
|
|
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
|
|
assert len(rst[0]) == 4096
|
|
|
|
|
|
@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)
|
|
assert len(rst) == 4096
|