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99 lines
3.8 KiB
Python
99 lines
3.8 KiB
Python
import pytest
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from fastapi.testclient import TestClient
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from haystack import Finder
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from haystack.retriever.sparse import ElasticsearchRetriever
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# TODO: Add integration tests for other APIs
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def get_test_client_and_override_dependencies(reader, document_store_with_docs):
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from rest_api.application import app
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from rest_api.controller import search
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search.document_store = document_store_with_docs
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search.retriever = ElasticsearchRetriever(document_store=document_store_with_docs)
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search.FINDERS = {1: Finder(reader=reader, retriever=search.retriever)}
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return TestClient(app)
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@pytest.mark.slow
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@pytest.mark.elasticsearch
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@pytest.mark.parametrize("document_store_with_docs", ["elasticsearch"], indirect=True)
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@pytest.mark.parametrize("reader", ["farm"], indirect=True)
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def test_qa_api_filters(reader, document_store_with_docs):
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client = get_test_client_and_override_dependencies(reader, document_store_with_docs)
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query_with_no_filter_value = {"questions": ["Where does Carla lives?"]}
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response = client.post(url="/models/1/doc-qa", json=query_with_no_filter_value)
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assert 200 == response.status_code
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response_json = response.json()
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assert response_json["results"][0]["answers"][0]["answer"] == "Berlin"
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query_with_single_filter_value = {"questions": ["Where does Carla lives?"], "filters": {"name": "filename1"}}
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response = client.post(url="/models/1/doc-qa", json=query_with_single_filter_value)
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assert 200 == response.status_code
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response_json = response.json()
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assert response_json["results"][0]["answers"][0]["answer"] == "Berlin"
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query_with_a_list_of_filter_values = {
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"questions": ["Where does Carla lives?"],
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"filters": {"name": ["filename1", "filename2"]},
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}
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response = client.post(url="/models/1/doc-qa", json=query_with_a_list_of_filter_values)
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assert 200 == response.status_code
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response_json = response.json()
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assert response_json["results"][0]["answers"][0]["answer"] == "Berlin"
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query_with_non_existing_filter_value = {
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"questions": ["Where does Carla lives?"],
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"filters": {"name": ["invalid-name"]},
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}
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response = client.post(url="/models/1/doc-qa", json=query_with_non_existing_filter_value)
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assert 200 == response.status_code
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response_json = response.json()
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assert len(response_json["results"][0]["answers"]) == 0
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@pytest.mark.slow
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@pytest.mark.elasticsearch
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@pytest.mark.parametrize("document_store_with_docs", ["elasticsearch"], indirect=True)
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@pytest.mark.parametrize("reader", ["farm"], indirect=True)
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def test_query_api_filters(reader, document_store_with_docs):
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client = get_test_client_and_override_dependencies(reader, document_store_with_docs)
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query = {
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"size": 1,
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"query": {
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"bool": {
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"should": [
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{
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"multi_match": {
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"query": "Where Paul lives?"
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}
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}
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],
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"filter": [
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{
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"terms": {
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"name": "filename2"
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}
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}
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]
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}
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}
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}
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response = client.post(url="/models/1/query?top_k_reader=1", json=query)
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assert 200 == response.status_code
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response_json = response.json()
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assert 1 == response_json['hits']['total']['value']
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assert 1 == len(response_json['hits']['hits'])
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assert response_json['hits']['hits'][0]["_score"] is not None
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assert response_json['hits']['hits'][0]["_source"]["meta"] is not None
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assert response_json['hits']['hits'][0]["_id"] is not None
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assert "New York" == response_json['hits']['hits'][0]["_source"]["answer"]
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assert "My name is Paul and I live in New York" == response_json['hits']['hits'][0]["_source"]["context"]
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