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import os
import pytest
from core.model_runtime.entities.text_embedding_entities import TextEmbeddingResult
from core.model_runtime.errors.validate import CredentialsValidateFailedError
from core.model_runtime.model_providers.xinference.text_embedding.text_embedding import XinferenceTextEmbeddingModel
from tests.integration_tests.model_runtime.__mock.xinference import MOCK, setup_xinference_mock
@pytest.mark.parametrize('setup_xinference_mock', [['none']], indirect=True)
def test_validate_credentials(setup_xinference_mock):
model = XinferenceTextEmbeddingModel()
with pytest.raises(CredentialsValidateFailedError):
model.validate_credentials(
model='bge-base-en',
credentials={
'server_url': os.environ.get('XINFERENCE_SERVER_URL'),
'model_uid': 'www ' + os.environ.get('XINFERENCE_EMBEDDINGS_MODEL_UID')
}
)
model.validate_credentials(
model='bge-base-en',
credentials={
'server_url': os.environ.get('XINFERENCE_SERVER_URL'),
'model_uid': os.environ.get('XINFERENCE_EMBEDDINGS_MODEL_UID')
}
)
@pytest.mark.parametrize('setup_xinference_mock', [['none']], indirect=True)
def test_invoke_model(setup_xinference_mock):
model = XinferenceTextEmbeddingModel()
result = model.invoke(
model='bge-base-en',
credentials={
'server_url': os.environ.get('XINFERENCE_SERVER_URL'),
'model_uid': os.environ.get('XINFERENCE_EMBEDDINGS_MODEL_UID')
},
texts=[
"hello",
"world"
],
user="abc-123"
)
assert isinstance(result, TextEmbeddingResult)
assert len(result.embeddings) == 2
assert result.usage.total_tokens > 0
def test_get_num_tokens():
model = XinferenceTextEmbeddingModel()
num_tokens = model.get_num_tokens(
model='bge-base-en',
credentials={
'server_url': os.environ.get('XINFERENCE_SERVER_URL'),
'model_uid': os.environ.get('XINFERENCE_EMBEDDINGS_MODEL_UID')
},
texts=[
"hello",
"world"
]
)
assert num_tokens == 2
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