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255 lines (212 loc) · 7.94 KB
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# Copyright 2019 The Vearch Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the 'License');
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an 'AS IS' BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# ==============================================================================
# -*- coding: UTF-8 -*-
import logging
import os
import pytest
import requests
import json
from concurrent.futures import ThreadPoolExecutor, wait
logging.basicConfig()
logger = logging.getLogger(__name__)
ip_db = "127.0.0.1:4101"
ip_data = "127.0.0.1:4101"
db_name = "test_vector_db"
space_name = "vector_space"
headers = {"content-type": "application/json"}
TEXTS = ['君不见，黄河之水天上来，奔流到海不复回。',
'君不见，高堂明镜悲白发，朝如青丝暮成雪。',
'人生得意须尽欢，莫使金樽空对月。',
'天生我材必有用，千金散尽还复来。',
'烹羊宰牛且为乐，会须一饮三百杯。',
'岑夫子，丹丘生，将进酒，杯莫停。',
'与君歌一曲，请君为我倾耳听。',
'钟鼓馔玉不足贵，但愿长醉不复醒。',
'古来圣贤皆寂寞，惟有饮者留其名。',
'陈王昔时宴平乐，斗酒十千恣欢谑。',
'主人何为言少钱，径须沽取对君酌。',
'五花马，千金裘，呼儿将出换美酒，与尔同销万古愁。']
@pytest.mark.author('')
@pytest.mark.level(2)
@pytest.mark.cover(["VDB"])
def test_stats():
logger.info("_cluster_information")
url = "http://" + ip_db + "/_cluster/stats"
response = requests.get(url)
print("cluster_stats:" + response.text)
assert response.status_code == 200
def test_health():
url = "http://" + ip_db + "/_cluster/health"
response = requests.get(url)
print("cluster_health---\n" + response.text)
assert response.status_code == 200
def test_server():
url = "http://" + ip_db + "/list/server"
response = requests.get(url)
print("list_server---\n" + response.text)
assert response.status_code == 200
def test_db():
url = "http://" + ip_db + "/list/db"
response = requests.get(url)
print("list_db---\n" + response.text)
assert response.status_code == 200
def test_createDB():
logger.info("------------")
url = "http://" + ip_db + "/db/_create"
data = {
'name': db_name
}
response = requests.put(url, headers=headers, data=json.dumps(data))
print("db_create---\n" + response.text)
assert response.status_code == 200
def test_dbsearch():
url = "http://" + ip_db + "/db/" + db_name
response = requests.get(url)
print("db_search---\n" + response.text)
assert response.status_code == 200
def test_dbspace():
url = "http://" + ip_db + "/list/space?db=" + db_name
response = requests.get(url)
print("space_search---\n" + response.text)
assert response.status_code == 200
def test_createspace():
url = "http://" + ip_db + "/space/" + db_name + "/_create"
headers = {"content-type": "application/json"}
data = {
"name": space_name,
"dynamic_schema": "strict",
"partition_num": 1, # "partition_num": 2-6之间
"replica_num": 1,
"engine": {"name": "gamma", "index_size": 9999, "max_size": 100000},
"properties": {
"string": {
"type": "keyword",
"index": "true"
},
"int": {
"type": "integer",
"index": "true"
},
"float": {
"type": "float",
"index": "true"
},
"vector1": {
"type": "vector",
"model_id": "img",
"dimension": 512,
"format": "normalization"
},
"vector2": {
"type": "vector",
"model_id": "text",
"dimension": 768,
"format": "normalization"
},
"string_tags": {
"type": "string",
"array": True,
"index": "true"
},
"int_tags": {
"type": "integer",
"array": True,
"index": "true"
},
"float_tags": {
"type": "float",
"array": True,
"index": "true"
}
},
"models": [{
"model_id": "vgg16",
"fields": ["string"],
"out": "feature"
}]
}
print(url + "---" + json.dumps(data))
response = requests.put(url, headers=headers, data=json.dumps(data))
print("space_create---\n" + response.text)
assert response.status_code == 200
def test_space():
url = "http://" + ip_db + "/space/" + db_name + "/" + space_name
response = requests.get(url)
print("space---\n" + response.text)
assert response.status_code == 200
logger.info("router(PS)")
def test_insertWithId():
logger.info("insert")
def multi(text):
data = dict(string=text, vector2=dict(feature=text))
idx = str(abs(hash(text)))
url = "http://" + ip_data + "/" + db_name + "/" + space_name + "/" + idx
response = requests.post(url, headers=headers, data=json.dumps(data))
print("insertWithID:" + response.text)
assert response.status_code == 200 and response.json()['status'] == 200
with ThreadPoolExecutor(20) as pool:
futures = [pool.submit(multi, text) for text in TEXTS]
wait(futures)
def test_searchById():
logger.info("test_searchById")
for text in TEXTS:
idx = str(abs(hash(text)))
url = "http://" + ip_data + "/" + db_name + "/" + space_name + "/" + idx
response = requests.get(url)
print("searchById:" + response.text)
assert response.status_code == 200 and response.json()['found'] is True
def test_insterNoId():
logger.info("insertDataNoId")
def multi(text):
data = dict(string=text, vector2=dict(feature=text))
url = "http://" + ip_data + "/" + db_name + "/" + space_name
response = requests.post(url, headers=headers, data=json.dumps(data))
print("insertWithNOID:" + response.text)
assert response.status_code == 200 and response.json()['status'] == 201
with ThreadPoolExecutor(20) as pool:
futures = [pool.submit(multi, text) for text in TEXTS]
wait(futures)
def test_searchByFeature():
url = "http://" + ip_data + "/" + db_name + "/" + space_name + "/_search?size=100"
for text in TEXTS:
data = {
"query": {
"sum": [{
"field": "vector2",
"feature": text,
"format": "normalization"
}]
}
}
response = requests.post(url, headers=headers, data=json.dumps(data))
print("searchByFeature---\n" + response.text)
assert response.status_code == 200
def test_deleteDoc():
logger.info("test_deleteDoc")
# fileData = "/home/vearch/test/data/test_data.json"
for text in TEXTS:
idx = str(abs(hash(text)))
url = "http://" + ip_data + "/" + db_name + "/" + space_name + "/" + idx
response = requests.delete(url)
print("deleteDoc:" + response.text)
assert response.status_code == 200
def test_deleteSpace():
url = "http://" + ip_db + "/space/" + db_name + "/" + space_name
response = requests.delete(url)
print("deleteSpace:" + response.text)
assert response.status_code == 200
def test_deleteDB():
url = "http://" + ip_db + "/db/" + db_name
response = requests.delete(url)
print("deleteDB:" + response.text)
assert response.status_code == 200