AZ ML Designer. Swagger file missing on deployment. Test empty.

Sharath 1 Reputation point
2022-07-13T10:36:38.787+00:00

Hi Guys,
Am trying to deploy a very small logistic regression model endpoint using AZML Designer. But I cant get the "Test" to show as I expect it to . I think I have narrowed it down to the same issue as the others on this thread. Please find attached the images and logs
1.This is the inference pipeline
220383-inference-pipe.png

2.This is the deployed endpoint
220358-endpointdetail.png

3.The test section of the endpoint
220376-endpointtest.png

  1. Swagger missing info from the logs
    220360-swagger.png

5.Expected test section
220359-endpoint-expected.png

  1. Entire deployment log dump below signature

regards
Sharath

2022-07-13T09:30:23,130461474+00:00 - iot-server/run   
2022-07-13T09:30:23,157246653+00:00 - rsyslog/run   
2022-07-13T09:30:23,159450135+00:00 - nginx/run   
2022-07-13T09:30:23,197683320+00:00 - gunicorn/run   
2022-07-13T09:30:23,199090409+00:00 | gunicorn/run |   
2022-07-13T09:30:23,227403276+00:00 | gunicorn/run | ###############################################  
2022-07-13T09:30:23,257497428+00:00 | gunicorn/run | AzureML Container Runtime Information  
2022-07-13T09:30:23,267026449+00:00 | gunicorn/run | ###############################################  
2022-07-13T09:30:23,268411738+00:00 | gunicorn/run |   
2022-07-13T09:30:23,276054375+00:00 | gunicorn/run |   
2022-07-13T09:30:23,278626954+00:00 | gunicorn/run | AzureML image information: openmpi3.1.2-ubuntu18.04, Materializaton Build:20220708.v2  
2022-07-13T09:30:23,286217091+00:00 | gunicorn/run |   
2022-07-13T09:30:23,287579180+00:00 | gunicorn/run |   
2022-07-13T09:30:23,295279917+00:00 | gunicorn/run | PATH environment variable: /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/bin:/opt/miniconda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin  
2022-07-13T09:30:23,296728705+00:00 | gunicorn/run | PYTHONPATH environment variable:   
2022-07-13T09:30:23,298062894+00:00 | gunicorn/run |   
2022-07-13T09:30:23,306503424+00:00 | gunicorn/run | Pip Dependencies (before dynamic installation)  

EdgeHubConnectionString and IOTEDGE_IOTHUBHOSTNAME are not set. Exiting...  
2022-07-13T09:30:23,602722185+00:00 - iot-server/finish 1 0  
2022-07-13T09:30:23,604481070+00:00 - Exit code 1 is normal. Not restarting iot-server.  
adal==1.2.7  
applicationinsights==0.11.10  
attrs==21.4.0  
azure-common==1.1.28  
azure-core==1.24.2  
azure-graphrbac==0.61.1  
azure-identity==1.10.0  
azure-mgmt-authorization==0.61.0  
azure-mgmt-containerregistry==10.0.0  
azure-mgmt-core==1.3.1  
azure-mgmt-keyvault==9.3.0  
azure-mgmt-resource==13.0.0  
azure-mgmt-storage==11.2.0  
azure-storage-blob==1.5.0  
azure-storage-common==1.4.2  
azureml-core==1.36.0.post2  
azureml-dataprep==2.24.4  
azureml-dataprep-native==38.0.0  
azureml-dataprep-rslex==2.0.3  
azureml-dataset-runtime==1.36.0  
azureml-defaults==1.36.0  
azureml-designer-classic-modules==0.0.161  
azureml-designer-core==0.0.68  
azureml-designer-internal==0.0.56  
azureml-inference-server-http==0.4.13  
azureml-interpret==1.36.0  
azureml-model-management-sdk==1.0.1b6.post1  
azureml-pipeline-core==1.36.0  
azureml-telemetry==1.36.0  
backports.tempfile==1.0  
backports.weakref==1.0.post1  
blis==0.2.4  
cachetools==4.2.4  
certifi==2022.6.15  
cffi==1.12.3  
chardet==3.0.4  
charset-normalizer==2.0.12  
click==7.1.2  
cloudpickle==2.1.0  
configparser==3.7.4  
contextlib2==21.6.0  
contextvars==2.4  
cryptography==37.0.4  
cycler==0.11.0  
cymem==2.0.6  
dill==0.3.4  
distro==1.4.0  
docker==5.0.3  
dotnetcore2==3.1.23  
en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.1.0/en_core_web_sm-2.1.0.tar.gz  
Flask==1.0.3  
fusepy==3.0.1  
gensim==3.8.3  
google-api-core==2.8.2  
google-auth==2.9.0  
googleapis-common-protos==1.56.3  
gunicorn==20.1.0  
idna==3.3  
imbalanced-learn==0.4.3  
immutables==0.18  
importlib-metadata==4.8.3  
importlib-resources==5.4.0  
inference-schema==1.3.0  
interpret-community==0.21.0  
interpret-core==0.2.6  
isodate==0.6.1  
itsdangerous==1.1.0  
jeepney==0.7.1  
Jinja2==3.0.3  
jmespath==0.10.0  
joblib==0.14.0  
json-logging-py==0.2  
jsonpickle==2.2.0  
jsonschema==3.0.1  
kiwisolver==1.3.1  
liac-arff==2.5.0  
lightgbm==3.2.1  
llvmlite==0.36.0  
MarkupSafe==2.0.1  
matplotlib==3.1.3  
more-itertools==6.0.0  
msal==1.18.0  
msal-extensions==1.0.0  
msrest==0.7.1  
msrestazure==0.6.4  
murmurhash==1.0.7  
ndg-httpsclient==0.5.1  
nimbusml==1.6.1  
numba==0.53.1  
numpy @ file:///home/conda/feedstock_root/build_artifacts/numpy_1626681920064/work  
oauthlib==3.2.0  
opencensus==0.10.0  
opencensus-context==0.1.2  
opencensus-ext-azure==1.1.5  
packaging==21.3  
pandas==1.0.4  
pathspec==0.9.0  
Pillow==8.3.2  
plac==0.9.6  
portalocker==2.5.1  
preshed==2.0.1  
protobuf==3.19.4  
psutil==5.9.1  
pyarrow==0.16.0  
pyasn1==0.4.8  
pyasn1-modules==0.2.8  
pycparser==2.21  
pycryptodomex==3.7.3  
PyJWT==2.4.0  
pyOpenSSL==20.0.1  
pyparsing==3.0.9  
pyrsistent==0.18.0  
python-dateutil==2.8.2  
pytz==2022.1  
requests==2.27.1  
requests-oauthlib==1.3.1  
rsa==4.8  
ruamel.yaml==0.16.10  
ruamel.yaml.clib==0.2.6  
scikit-learn==0.22.2  
scikit-surprise==1.0.6  
scipy==1.4.1  
seaborn==0.10.0  
SecretStorage==3.3.2  
shap==0.39.0  
six @ file:///home/conda/feedstock_root/build_artifacts/six_1620240208055/work  
slicer==0.0.7  
smart-open==6.0.0  
spacy==2.1.7  
srsly==1.0.5  
thinc==7.0.8  
tqdm==4.64.0  
typing-extensions==4.1.1  
urllib3==1.26.10  
wasabi==0.9.1  
websocket-client==1.3.1  
Werkzeug==1.0.1  
wrapt==1.12.1  
zipp==3.6.0  

2022-07-13T09:30:24,740357515+00:00 | gunicorn/run |   
2022-07-13T09:30:24,742081301+00:00 | gunicorn/run | ###############################################  
2022-07-13T09:30:24,747351958+00:00 | gunicorn/run | AzureML Inference Server  
2022-07-13T09:30:24,750376533+00:00 | gunicorn/run | ###############################################  
2022-07-13T09:30:24,752770513+00:00 | gunicorn/run |   
2022-07-13T09:30:27,698759963+00:00 | gunicorn/run | Starting AzureML Inference Server HTTP.  

Azure ML Inferencing HTTP server v0.4.13  


Server Settings  
---------------  
Entry Script Name: main.py  
Model Directory: /var/azureml-app/azureml-models/amlstudio-loanv1ep002/1  
Worker Count: 1  
Worker Timeout (seconds): 300  
Server Port: 31311  
Application Insights Enabled: false  
Application Insights Key: AppInsights key provided  


Server Routes  
---------------  
Liveness Probe: GET   127.0.0.1:31311/  
Score:          POST  127.0.0.1:31311/score  

Starting gunicorn 20.1.0  
Listening at: http://0.0.0.0:31311 (17)  
Using worker: sync  
Booting worker with pid: 70  
Collecting azureml-designer-serving==0.0.10  
  Downloading azureml_designer_serving-0.0.10-py3-none-any.whl (20 kB)  
Collecting azureml-contrib-services  
  Downloading azureml_contrib_services-1.43.0-py3-none-any.whl (4.8 kB)  
Requirement already satisfied: azureml-defaults in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-designer-serving==0.0.10) (1.36.0)  
Requirement already satisfied: azureml-designer-core[image,model]>=0.0.32 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-designer-serving==0.0.10) (0.0.68)  
Requirement already satisfied: Flask in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-contrib-services->azureml-designer-serving==0.0.10) (1.0.3)  
Requirement already satisfied: azureml-core~=1.36.0 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-defaults->azureml-designer-serving==0.0.10) (1.36.0.post2)  
Requirement already satisfied: json-logging-py==0.2 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-defaults->azureml-designer-serving==0.0.10) (0.2)  
Requirement already satisfied: azureml-inference-server-http~=0.4.1 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-defaults->azureml-designer-serving==0.0.10) (0.4.13)  
Requirement already satisfied: configparser==3.7.4 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-defaults->azureml-designer-serving==0.0.10) (3.7.4)  
Requirement already satisfied: azureml-dataset-runtime[fuse]~=1.36.0 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-defaults->azureml-designer-serving==0.0.10) (1.36.0)  
Requirement already satisfied: pyarrow==0.16.0 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-designer-core[image,model]>=0.0.32->azureml-designer-serving==0.0.10) (0.16.0)  
Requirement already satisfied: jsonschema==3.0.1 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-designer-core[image,model]>=0.0.32->azureml-designer-serving==0.0.10) (3.0.1)  
Collecting numpy==1.18.1  
  Downloading numpy-1.18.1-cp36-cp36m-manylinux1_x86_64.whl (20.1 MB)  
Requirement already satisfied: pandas==1.0.4 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-designer-core[image,model]>=0.0.32->azureml-designer-serving==0.0.10) (1.0.4)  
Collecting python-dateutil==2.8.1  
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Requirement already satisfied: distro==1.4.0 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-designer-core[image,model]>=0.0.32->azureml-designer-serving==0.0.10) (1.4.0)  
Requirement already satisfied: ruamel.yaml==0.16.10 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-designer-core[image,model]>=0.0.32->azureml-designer-serving==0.0.10) (0.16.10)  
Requirement already satisfied: pycryptodomex==3.7.3 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-designer-core[image,model]>=0.0.32->azureml-designer-serving==0.0.10) (3.7.3)  
Requirement already satisfied: more-itertools==6.0.0 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-designer-core[image,model]>=0.0.32->azureml-designer-serving==0.0.10) (6.0.0)  
Requirement already satisfied: Pillow==8.3.2; extra == "image" in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-designer-core[image,model]>=0.0.32->azureml-designer-serving==0.0.10) (8.3.2)  
Collecting cloudpickle==1.2.2; extra == "model"  
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Requirement already satisfied: Jinja2>=2.10 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from Flask->azureml-contrib-services->azureml-designer-serving==0.0.10) (3.0.3)  
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Requirement already satisfied: PyJWT<3.0.0 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-core~=1.36.0->azureml-defaults->azureml-designer-serving==0.0.10) (2.4.0)  
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Collecting cryptography!=1.9,!=2.0.*,!=2.1.*,!=2.2.*,<4.0.0  
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Collecting dotnetcore2<3.0.0,>=2.1.14  
  Downloading dotnetcore2-2.1.23-py3-none-manylinux1_x86_64.whl (29.3 MB)  
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Installing collected packages: azureml-contrib-services, azureml-designer-serving, numpy, python-dateutil, cloudpickle, cryptography, urllib3, dotnetcore2  
  Attempting uninstall: numpy  
    Found existing installation: numpy 1.19.5  
    Uninstalling numpy-1.19.5:  
      Successfully uninstalled numpy-1.19.5  
  Attempting uni
Azure Machine Learning
Azure Machine Learning
An Azure machine learning service for building and deploying models.
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