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63 lines
1.9 KiB
Python
63 lines
1.9 KiB
Python
import os
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import pytest
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from core.model_runtime.entities.text_embedding_entities import TextEmbeddingResult
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from core.model_runtime.errors.validate import CredentialsValidateFailedError
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from core.model_runtime.model_providers.nomic.text_embedding.text_embedding import NomicTextEmbeddingModel
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from tests.integration_tests.model_runtime.__mock.nomic_embeddings import setup_nomic_mock
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@pytest.mark.parametrize("setup_nomic_mock", [["text_embedding"]], indirect=True)
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def test_validate_credentials(setup_nomic_mock):
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model = NomicTextEmbeddingModel()
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with pytest.raises(CredentialsValidateFailedError):
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model.validate_credentials(
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model="nomic-embed-text-v1.5",
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credentials={
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"nomic_api_key": "invalid_key",
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},
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)
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model.validate_credentials(
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model="nomic-embed-text-v1.5",
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credentials={
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"nomic_api_key": os.environ.get("NOMIC_API_KEY"),
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},
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)
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@pytest.mark.parametrize("setup_nomic_mock", [["text_embedding"]], indirect=True)
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def test_invoke_model(setup_nomic_mock):
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model = NomicTextEmbeddingModel()
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result = model.invoke(
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model="nomic-embed-text-v1.5",
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credentials={
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"nomic_api_key": os.environ.get("NOMIC_API_KEY"),
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},
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texts=["hello", "world"],
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user="foo",
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)
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assert isinstance(result, TextEmbeddingResult)
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assert result.model == "nomic-embed-text-v1.5"
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assert len(result.embeddings) == 2
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assert result.usage.total_tokens == 2
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@pytest.mark.parametrize("setup_nomic_mock", [["text_embedding"]], indirect=True)
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def test_get_num_tokens(setup_nomic_mock):
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model = NomicTextEmbeddingModel()
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num_tokens = model.get_num_tokens(
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model="nomic-embed-text-v1.5",
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credentials={
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"nomic_api_key": os.environ.get("NOMIC_API_KEY"),
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},
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texts=["hello", "world"],
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)
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assert num_tokens == 2
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