milvus/tests/restful_client/api/milvus.py
zhuwenxing cad8bf6c8d
test: add restful client test in ci (#30036)
add restful client test in ci

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Signed-off-by: zhuwenxing <wenxing.zhu@zilliz.com>
2024-01-23 21:34:55 +08:00

256 lines
10 KiB
Python

import json
import requests
import time
import uuid
from utils.util_log import test_log as logger
def logger_request_response(response, url, tt, headers, data, str_data, str_response, method):
if len(data) > 2000:
data = data[:1000] + "..." + data[-1000:]
try:
if response.status_code == 200:
if ('code' in response.json() and response.json()["code"] == 200) or ('Code' in response.json() and response.json()["Code"] == 0):
logger.debug(
f"method: {method}, url: {url}, cost time: {tt}, header: {headers}, payload: {str_data}, response: {str_response}")
else:
logger.debug(
f"method: {method}, url: {url}, cost time: {tt}, header: {headers}, payload: {data}, response: {response.text}")
else:
logger.debug(
f"method: {method}, url: {url}, cost time: {tt}, header: {headers}, payload: {data}, response: {response.text}")
except Exception as e:
logger.debug(
f"method: {method}, url: {url}, cost time: {tt}, header: {headers}, payload: {data}, response: {response.text}, error: {e}")
class Requests:
def __init__(self, url=None, api_key=None):
self.url = url
self.api_key = api_key
self.headers = {
'Content-Type': 'application/json',
'Authorization': f'Bearer {self.api_key}',
'RequestId': str(uuid.uuid1())
}
def update_headers(self):
headers = {
'Content-Type': 'application/json',
'Authorization': f'Bearer {self.api_key}',
'RequestId': str(uuid.uuid1())
}
return headers
def post(self, url, headers=None, data=None):
headers = headers if headers is not None else self.update_headers()
data = json.dumps(data)
str_data = data[:200] + '...' + data[-200:] if len(data) > 400 else data
t0 = time.time()
response = requests.post(url, headers=headers, data=data)
tt = time.time() - t0
str_response = response.text[:200] + '...' + response.text[-200:] if len(response.text) > 400 else response.text
logger_request_response(response, url, tt, headers, data, str_data, str_response, "post")
return response
def get(self, url, headers=None, params=None, data=None):
headers = headers if headers is not None else self.update_headers()
data = json.dumps(data)
str_data = data[:200] + '...' + data[-200:] if len(data) > 400 else data
t0 = time.time()
if data is None or data == "null":
response = requests.get(url, headers=headers, params=params)
else:
response = requests.get(url, headers=headers, params=params, data=data)
tt = time.time() - t0
str_response = response.text[:200] + '...' + response.text[-200:] if len(response.text) > 400 else response.text
logger_request_response(response, url, tt, headers, data, str_data, str_response, "get")
return response
def put(self, url, headers=None, data=None):
headers = headers if headers is not None else self.update_headers()
data = json.dumps(data)
str_data = data[:200] + '...' + data[-200:] if len(data) > 400 else data
t0 = time.time()
response = requests.put(url, headers=headers, data=data)
tt = time.time() - t0
str_response = response.text[:200] + '...' + response.text[-200:] if len(response.text) > 400 else response.text
logger_request_response(response, url, tt, headers, data, str_data, str_response, "put")
return response
def delete(self, url, headers=None, data=None):
headers = headers if headers is not None else self.update_headers()
data = json.dumps(data)
str_data = data[:200] + '...' + data[-200:] if len(data) > 400 else data
t0 = time.time()
response = requests.delete(url, headers=headers, data=data)
tt = time.time() - t0
str_response = response.text[:200] + '...' + response.text[-200:] if len(response.text) > 400 else response.text
logger_request_response(response, url, tt, headers, data, str_data, str_response, "delete")
return response
class VectorClient(Requests):
def __init__(self, endpoint, token):
super().__init__(url=endpoint, api_key=token)
self.endpoint = endpoint
self.token = token
self.api_key = token
self.db_name = None
self.headers = self.update_headers()
def update_headers(self):
headers = {
'Content-Type': 'application/json',
'Authorization': f'Bearer {self.api_key}',
'RequestId': str(uuid.uuid1())
}
return headers
def vector_search(self, payload, db_name="default", timeout=10):
time.sleep(1)
url = f'{self.endpoint}/vector/search'
if self.db_name is not None:
payload["dbName"] = self.db_name
if db_name != "default":
payload["dbName"] = db_name
response = self.post(url, headers=self.update_headers(), data=payload)
rsp = response.json()
if "data" in rsp and len(rsp["data"]) == 0:
t0 = time.time()
while time.time() - t0 < timeout:
response = self.post(url, headers=self.update_headers(), data=payload)
rsp = response.json()
if len(rsp["data"]) > 0:
break
time.sleep(1)
else:
response = self.post(url, headers=self.update_headers(), data=payload)
rsp = response.json()
if "data" in rsp and len(rsp["data"]) == 0:
logger.info(f"after {timeout}s, still no data")
return response.json()
def vector_query(self, payload, db_name="default", timeout=10):
time.sleep(1)
url = f'{self.endpoint}/vector/query'
if self.db_name is not None:
payload["dbName"] = self.db_name
if db_name != "default":
payload["dbName"] = db_name
response = self.post(url, headers=self.update_headers(), data=payload)
rsp = response.json()
if "data" in rsp and len(rsp["data"]) == 0:
t0 = time.time()
while time.time() - t0 < timeout:
response = self.post(url, headers=self.update_headers(), data=payload)
rsp = response.json()
if len(rsp["data"]) > 0:
break
time.sleep(1)
else:
response = self.post(url, headers=self.update_headers(), data=payload)
rsp = response.json()
if "data" in rsp and len(rsp["data"]) == 0:
logger.info(f"after {timeout}s, still no data")
return response.json()
def vector_get(self, payload, db_name="default"):
time.sleep(1)
url = f'{self.endpoint}/vector/get'
if self.db_name is not None:
payload["dbName"] = self.db_name
if db_name != "default":
payload["dbName"] = db_name
response = self.post(url, headers=self.update_headers(), data=payload)
return response.json()
def vector_delete(self, payload, db_name="default"):
url = f'{self.endpoint}/vector/delete'
if self.db_name is not None:
payload["dbName"] = self.db_name
if db_name != "default":
payload["dbName"] = db_name
response = self.post(url, headers=self.update_headers(), data=payload)
return response.json()
def vector_insert(self, payload, db_name="default"):
url = f'{self.endpoint}/vector/insert'
if self.db_name is not None:
payload["dbName"] = self.db_name
if db_name != "default":
payload["dbName"] = db_name
response = self.post(url, headers=self.update_headers(), data=payload)
return response.json()
class CollectionClient(Requests):
def __init__(self, endpoint, token):
super().__init__(url=endpoint, api_key=token)
self.endpoint = endpoint
self.api_key = token
self.db_name = None
self.headers = self.update_headers()
def update_headers(self):
headers = {
'Content-Type': 'application/json',
'Authorization': f'Bearer {self.api_key}',
'RequestId': str(uuid.uuid1())
}
return headers
def collection_list(self, db_name="default"):
url = f'{self.endpoint}/vector/collections'
params = {}
if self.db_name is not None:
params = {
"dbName": self.db_name
}
if db_name != "default":
params = {
"dbName": db_name
}
response = self.get(url, headers=self.update_headers(), params=params)
res = response.json()
return res
def collection_create(self, payload, db_name="default"):
time.sleep(1) # wait for collection created and in case of rate limit
url = f'{self.endpoint}/vector/collections/create'
if self.db_name is not None:
payload["dbName"] = self.db_name
if db_name != "default":
payload["dbName"] = db_name
response = self.post(url, headers=self.update_headers(), data=payload)
return response.json()
def collection_describe(self, collection_name, db_name="default"):
url = f'{self.endpoint}/vector/collections/describe'
params = {"collectionName": collection_name}
if self.db_name is not None:
params = {
"collectionName": collection_name,
"dbName": self.db_name
}
if db_name != "default":
params = {
"collectionName": collection_name,
"dbName": db_name
}
response = self.get(url, headers=self.update_headers(), params=params)
return response.json()
def collection_drop(self, payload, db_name="default"):
time.sleep(1) # wait for collection drop and in case of rate limit
url = f'{self.endpoint}/vector/collections/drop'
if self.db_name is not None:
payload["dbName"] = self.db_name
if db_name != "default":
payload["dbName"] = db_name
response = self.post(url, headers=self.update_headers(), data=payload)
return response.json()