api/tests/integration_tests/model_runtime/wenxin/test_embedding.py

import os
from time import sleep

from core.model_runtime.entities.text_embedding_entities import TextEmbeddingResult
from core.model_runtime.model_providers.wenxin.text_embedding.text_embedding import WenxinTextEmbeddingModel


def test_invoke_embedding_v1():
    sleep(3)
    model = WenxinTextEmbeddingModel()

    response = model.invoke(
        model="embedding-v1",
        credentials={"api_key": os.environ.get("WENXIN_API_KEY"), "secret_key": os.environ.get("WENXIN_SECRET_KEY")},
        texts=["hello", "你好", "xxxxx"],
        user="abc-123",
    )

    assert isinstance(response, TextEmbeddingResult)
    assert len(response.embeddings) == 3
    assert isinstance(response.embeddings[0], list)


def test_invoke_embedding_bge_large_en():
    sleep(3)
    model = WenxinTextEmbeddingModel()

    response = model.invoke(
        model="bge-large-en",
        credentials={"api_key": os.environ.get("WENXIN_API_KEY"), "secret_key": os.environ.get("WENXIN_SECRET_KEY")},
        texts=["hello", "你好", "xxxxx"],
        user="abc-123",
    )

    assert isinstance(response, TextEmbeddingResult)
    assert len(response.embeddings) == 3
    assert isinstance(response.embeddings[0], list)


def test_invoke_embedding_bge_large_zh():
    sleep(3)
    model = WenxinTextEmbeddingModel()

    response = model.invoke(
        model="bge-large-zh",
        credentials={"api_key": os.environ.get("WENXIN_API_KEY"), "secret_key": os.environ.get("WENXIN_SECRET_KEY")},
        texts=["hello", "你好", "xxxxx"],
        user="abc-123",
    )

    assert isinstance(response, TextEmbeddingResult)
    assert len(response.embeddings) == 3
    assert isinstance(response.embeddings[0], list)


def test_invoke_embedding_tao_8k():
    sleep(3)
    model = WenxinTextEmbeddingModel()

    response = model.invoke(
        model="tao-8k",
        credentials={"api_key": os.environ.get("WENXIN_API_KEY"), "secret_key": os.environ.get("WENXIN_SECRET_KEY")},
        texts=["hello", "你好", "xxxxx"],
        user="abc-123",
    )

    assert isinstance(response, TextEmbeddingResult)
    assert len(response.embeddings) == 3
    assert isinstance(response.embeddings[0], list)