Azure Machine Learning
An Azure machine learning service for building and deploying models.
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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
2.This is the deployed endpoint
3.The test section of the endpoint
5.Expected test section
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
Downloading python_dateutil-2.8.1-py2.py3-none-any.whl (227 kB)
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"
Downloading cloudpickle-1.2.2-py2.py3-none-any.whl (25 kB)
Requirement already satisfied: Werkzeug>=0.14 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from Flask->azureml-contrib-services->azureml-designer-serving==0.0.10) (1.0.1)
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)
Requirement already satisfied: click>=5.1 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from Flask->azureml-contrib-services->azureml-designer-serving==0.0.10) (7.1.2)
Requirement already satisfied: itsdangerous>=0.24 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from Flask->azureml-contrib-services->azureml-designer-serving==0.0.10) (1.1.0)
Requirement already satisfied: azure-graphrbac<1.0.0,>=0.40.0 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-core~=1.36.0->azureml-defaults->azureml-designer-serving==0.0.10) (0.61.1)
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)
Requirement already satisfied: jmespath<1.0.0 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-core~=1.36.0->azureml-defaults->azureml-designer-serving==0.0.10) (0.10.0)
Requirement already satisfied: azure-common<2.0.0,>=1.1.12 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-core~=1.36.0->azureml-defaults->azureml-designer-serving==0.0.10) (1.1.28)
Requirement already satisfied: azure-mgmt-resource<15.0.0,>=1.2.1 in /azureml-envs/azureml_41d04a9e61995ab9ca33645f37d72150/lib/python3.6/site-packages (from azureml-core~=1.36.0->azureml-defaults->azureml-designer-serving==0.0.10) (13.0.0)
Collecting cryptography!=1.9,!=2.0.*,!=2.1.*,!=2.2.*,<4.0.0
Downloading cryptography-3.4.8-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.2 MB)
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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