Getting Error with API Service while running Test Queries

shajay12
shajay12 Registered Posts: 14 ✭✭✭
in Using Dataiku

Hi Everyone, Please once check this. while Testing and Running Test Queries of Deployed API with
client.predict_record(params["api_endpoint_id"], record_to_predict)

Error message here

requests.exceptions.SSLError: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed (_ssl.c:852)

Stack traceself = <requests.packages.urllib3.connectionpool.HTTPSConnectionPool object at 0x7f9b64ac5cc0>method = 'GET'url = '//dip/publicapi/api-deployer/infras/aks-design-tier-useast2-api/settings'body = Noneheaders = {'User-Agent': 'python-requests/2.15.1', 'Accept-Encoding': 'gzip, deflate', 'Accept': '*/*', 'Connection': 'keep-alive', 'Authorization': 'Basic Zm93aDFZTnViMnlRZmRKSmtLQkVtbFNzNjV1M0tFSFI6'}retries = Retry(total=0, connect=None, read=False, redirect=None, status=None)redirect = False, assert_same_host = Falsetimeout = <requests.packages.urllib3.util.timeout.Timeout object at 0x7f9b64ac5e10>pool_timeout

==============

Here is the code

def test_missing_param(params):

client = build_apinode_client(params)

print("Test is using API node URL {}".format(client.base_uri))

record_to_predict = {

"DIM_VOLUME_CALC_METRIC": 1008,

"XXXXX-PACKAGING-TYPE": "01",

"XXXXX-DESCRIPTION-1": "GEOLOGICAL ROCK",

"XXXXX-COM-CUSTOMS-VALUE": 10,

"XXXXX-DANG-GOODS-FLAG": "X",

"Account_Number": "100003350",

"country": "US",

"Location_Code": "MEM",

"HS6_CODE": "901580"

}

prediction = client.predict_record(params["api_endpoint_id"], record_to_predict)

assert prediction['result']['ignored'] == True , "Request status status should be ignored = true is {}".format(prediction['result'])

assert prediction['result']['ignoreReason'] == "IGNORED_BY_MODEL" , "Reason should be IGNORED_BY_MODELbut is {}".format(prediction['result'])

Operating system used: linux

· Share on FacebookShare on Twitter

Best Answer

  • HarizoR
    HarizoR Dataiker, Alpha Tester, Registered Posts: 138 Dataiker
    edited July 17 Answer ✓

    Hi shajay12,

    This error indicates an issue with the SSL certificate in the environment where your API service is deployed.

    As a workaround, you can add the following line after instantiating your client:

    client._session.verify = False

    However, please keep in mind that this is not a good long-term solution as it disable checks for all hosts. The best solution would be to fix the certificate issue on your infrastructure's end.

    Best,

    Harizo

    · Share on FacebookShare on Twitter

Answers

  • shajay12
    shajay12 Registered Posts: 14 ✭✭✭

    Thank you HorizoR for the reply, I will put this in Python code, and will inform you. Currently, there is some space issue on our Dataiku platform. Once it is solved, I will try your code. Thank you

    · Share on FacebookShare on Twitter
  • shajay12
    shajay12 Registered Posts: 14 ✭✭✭

    Hi HarizoR and Everyone,

    Request you to please check and help me.

    Now I am getting errors on this code.

    Error :

    2_deploy_dev/test_dev.py:34: in <module>
    prediction = client.predict_record("api_endpoint_id", "record_to_predict")
    E AttributeError: 'DSSClient' object has no attribute 'predict_record'

    CODE :

    client = dataikuapi.DSSClient(host, apiKey)
    client._session.verify = False

    # client = build_apinode_client(params)
    # print("Test is using API node URL {}".format(client.base_uri))
    record_to_predict = {
    "XXXXX-ORIG-COUNTRY": "NL",
    "DIM_VOLUME_CALC_METRIC": XXX8,
    "XXXXX-PACKAGING-TYPE": "X1",
    "XXXXX-DESCRIPTION-1": "XXXXXXCAL XXXK",
    "XXXXX-COM-CUSTOMS-VALUE": XX0,
    "XXXXX-DANG-GOODS-FLAG": "X",
    "Account_Number": "10000XXXX",
    "country": "US",
    "Location_Code": "XXM",
    "HS6_CODE": "9XXXXX"
    }
    prediction = client.predict_record("api_endpoint_id", record_to_predict)
    assert prediction['result']['prediction'] == '1', "Prediction should be 1 but is {}".format(prediction['result']['prediction'])

    with above code, I am testing the TEST QUERIES on API Deployer NODE

    · Share on FacebookShare on Twitter
  • HarizoR
    HarizoR Dataiker, Alpha Tester, Registered Posts: 138 Dataiker
    edited July 17

    Hi,

    The predict_record() method is part of the dataikuapi.APINodeClient class, apparently in your code you have instantiated a DSSClient object which is not the same. To create the right client, you should proceed like this:

    from dataikuapi import APINodeClient

api_node_client = APINodeClient(api_uri api_service)
response = api_node_client.predict_record(data)

    Hope this helps!

    Best,

    Harizo

    · Share on FacebookShare on Twitter
  • shajay12
    shajay12 Registered Posts: 14 ✭✭✭
    edited July 17

    Hi HarizoR and Everyone,

    Thanks for the help. I have made the changes as you told me. But it gives this error.

    Error :

    2_deploy_dev/test_dev.py:35: in <module>
    prediction = client.predict_record("api_endpoint_id", record_to_predict)
    /usr/local/lib/python3.6/dist-packages/dataikuapi/apinode_client.py:54: in predict_record
    return self._perform_json("POST", "%s/predict" % endpoint_id, body = obj)
    /usr/local/lib/python3.6/dist-packages/dataikuapi/base_client.py:41: in _perform_json
    return self._perform_http(method, path, params, body, False).json()
    /usr/local/lib/python3.6/dist-packages/dataikuapi/base_client.py:27: in _perform_http
    auth=auth, stream = stream)
    /usr/local/lib/python3.6/dist-packages/requests/sessions.py:522: in request
    resp = self.send(prep, **send_kwargs)
    /usr/local/lib/python3.6/dist-packages/requests/sessions.py:636: in send
    adapter = self.get_adapter(url=request.url)
    /usr/local/lib/python3.6/dist-packages/requests/sessions.py:727: in get_adapter
    raise InvalidSchema("No connection adapters were found for '%s'" % url)
    E requests.exceptions.InvalidSchema: No connection adapters were found for '-o/public/api/v1/--host=https://apideployer-01.design.dataiku.fedex.com:11000//api_endpoint_id/predict'
    Attachments ()

    here is the code 

    import dataikuapi
import sys
from dataikuapi import APINodeClient

host = sys.argv[2]
apiKey = sys.argv[3]
api_service_id = sys.argv[4]
api_endpoint_id = sys.argv[5]
api_dev_infra_id = sys.argv[6]

client = dataikuapi.APINodeClient(host, api_service_id, apiKey)
client._session.verify = False
record_to_predict = {
    "XXXXX-ORIG-XXXXXXX": "XXXX",
    "DIM_XXXXXXXXXXRIC": XXXX,
    "XXXXX-XXXXXXXXXPE": "XX",
    "XXXXX-DESCRIPTION-1": "XXXXXXXXXXCK",
    "XXXXX-XXXXXXXXXXUE": 10XX,
    "XXXXX-XXXXXXXXXXX": "X",
    "XXXXXXXXNumber": "XXXXXXXX",
    "XXXXXXX": "UXX",
    "XXXXXXXXode": "XXX",
    "XXXXXXX": "XXXXX0"
}
prediction = client.predict_record("api_endpoint_id", record_to_predict)
assert prediction['result']['prediction'] == '1', "Prediction should be 1 but is {}".format(prediction['result']['prediction'])

record_to_predict = {
    "DIM_XXXXXXXXXXXTRIC": XXXXX,
    "XXXXX-XXXXXXXXX-TYPE": "01",
    "XXXXX-DXXXXXXXXON-1": "XXXXXXXXXXCK",
    "XXXXX-COM-XXXXXXXX-VALUE": XXX,
    "XXXXX-XXXXXXXX-XXXX": "X",
    "XXXXXXXXer": "XXXXXXX50",
    "coXXXXXX": "XX",
    "XXXXXXXXode": "MEMXXX",
    "XXXXXX": "9XXXXXX0"
}
prediction = client.predict_record("api_endpoint_id", record_to_predict)
assert prediction['result']['ignored'] == True , "Request status status should be ignored = true is {}".format(prediction['result'])

assert prediction['result']['ignoreReason'] == "IGNORED_BY_MODEL" , "Reason should be IGNORED_BY_MODELbut is {}".format(prediction['result'])

    · Share on FacebookShare on Twitter
Bookmark this topic

Categories

Setup Info
    Tags
      Help me…