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101 lines
3.7 KiB
Python
101 lines
3.7 KiB
Python
import os
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from unittest.mock import Mock, patch
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import pytest
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from core.model_runtime.entities.rerank_entities import RerankResult
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from core.model_runtime.errors.validate import CredentialsValidateFailedError
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from core.model_runtime.model_providers.mixedbread.rerank.rerank import MixedBreadRerankModel
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def test_validate_credentials():
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model = MixedBreadRerankModel()
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with pytest.raises(CredentialsValidateFailedError):
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model.validate_credentials(
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model="mxbai-rerank-large-v1",
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credentials={"api_key": "invalid_key"},
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)
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with patch("httpx.post") as mock_post:
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mock_response = Mock()
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mock_response.json.return_value = {
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"usage": {"prompt_tokens": 86, "total_tokens": 86},
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"model": "mixedbread-ai/mxbai-rerank-large-v1",
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"data": [
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{
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"index": 0,
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"score": 0.06762695,
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"input": "Carson City is the capital city of the American state of Nevada. At the 2010 United "
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"States Census, Carson City had a population of 55,274.",
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"object": "text_document",
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},
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{
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"index": 1,
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"score": 0.057403564,
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"input": "The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific "
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"Ocean that are a political division controlled by the United States. Its capital is "
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"Saipan.",
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"object": "text_document",
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},
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],
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"object": "list",
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"top_k": 2,
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"return_input": True,
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}
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mock_response.status_code = 200
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mock_post.return_value = mock_response
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model.validate_credentials(
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model="mxbai-rerank-large-v1",
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credentials={
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"api_key": os.environ.get("MIXEDBREAD_API_KEY"),
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},
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)
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def test_invoke_model():
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model = MixedBreadRerankModel()
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with patch("httpx.post") as mock_post:
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mock_response = Mock()
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mock_response.json.return_value = {
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"usage": {"prompt_tokens": 56, "total_tokens": 56},
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"model": "mixedbread-ai/mxbai-rerank-large-v1",
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"data": [
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{
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"index": 0,
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"score": 0.6044922,
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"input": "Kasumi is a girl name of Japanese origin meaning mist.",
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"object": "text_document",
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},
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{
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"index": 1,
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"score": 0.0703125,
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"input": "Her music is a kawaii bass, a mix of future bass, pop, and kawaii music and she leads a "
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"team named PopiParty.",
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"object": "text_document",
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},
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],
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"object": "list",
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"top_k": 2,
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"return_input": "true",
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}
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mock_response.status_code = 200
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mock_post.return_value = mock_response
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result = model.invoke(
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model="mxbai-rerank-large-v1",
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credentials={
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"api_key": os.environ.get("MIXEDBREAD_API_KEY"),
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},
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query="Who is Kasumi?",
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docs=[
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"Kasumi is a girl name of Japanese origin meaning mist.",
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"Her music is a kawaii bass, a mix of future bass, pop, and kawaii music and she leads a team named "
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"PopiParty.",
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],
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score_threshold=0.5,
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)
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assert isinstance(result, RerankResult)
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assert len(result.docs) == 1
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assert result.docs[0].index == 0
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assert result.docs[0].score >= 0.5
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