dify/api/tests/integration_tests/model_runtime/cohere/test_text_embedding.py

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.cohere.text_embedding.text_embedding import CohereTextEmbeddingModel


def test_validate_credentials():
    model = CohereTextEmbeddingModel()

    with pytest.raises(CredentialsValidateFailedError):
        model.validate_credentials(model="embed-multilingual-v3.0", credentials={"api_key": "invalid_key"})

    model.validate_credentials(
        model="embed-multilingual-v3.0", credentials={"api_key": os.environ.get("COHERE_API_KEY")}
    )


def test_invoke_model():
    model = CohereTextEmbeddingModel()

    result = model.invoke(
        model="embed-multilingual-v3.0",
        credentials={"api_key": os.environ.get("COHERE_API_KEY")},
        texts=["hello", "world", " ".join(["long_text"] * 100), " ".join(["another_long_text"] * 100)],
        user="abc-123",
    )

    assert isinstance(result, TextEmbeddingResult)
    assert len(result.embeddings) == 4
    assert result.usage.total_tokens == 811


def test_get_num_tokens():
    model = CohereTextEmbeddingModel()

    num_tokens = model.get_num_tokens(
        model="embed-multilingual-v3.0",
        credentials={"api_key": os.environ.get("COHERE_API_KEY")},
        texts=["hello", "world"],
    )

    assert num_tokens == 3