LoginSignup
0
0

More than 1 year has passed since last update.

メモ:AzureMLオンラインエンドポイント/デプロイメントのログ

Posted at

ログ形式の自分用メモです。

An managed online endpoints created on Nov 21, 2022.

Instance status:
SystemSetup: Succeeded
UserContainerImagePull: Succeeded
ModelDownload: Succeeded
UserContainerStart: Succeeded

Container events:
Kind: Pod, Name: Downloading, Type: Normal, Time: 2022-11-21T15:03:47.365747Z, Message: Start downloading models
Kind: Pod, Name: Pulling, Type: Normal, Time: 2022-11-21T15:03:48.738717Z, Message: Start pulling container image
Kind: Pod, Name: Pulled, Type: Normal, Time: 2022-11-21T15:04:58.147017Z, Message: Container image is pulled successfully
Kind: Pod, Name: Downloaded, Type: Normal, Time: 2022-11-21T15:04:58.147017Z, Message: Models are downloaded successfully
Kind: Pod, Name: Created, Type: Normal, Time: 2022-11-21T15:04:58.388147Z, Message: Created container inference-server
Kind: Pod, Name: Started, Type: Normal, Time: 2022-11-21T15:04:58.522314Z, Message: Started container inference-server
Kind: Pod, Name: ContainerReady, Type: Normal, Time: 2022-11-21T15:05:17.208705383Z, Message: Container is ready

Container logs:
2022-11-21T15:04:58,687894304+00:00 - rsyslog/run 
2022-11-21T15:04:58,688500007+00:00 - iot-server/run 
2022-11-21T15:04:58,706536998+00:00 - nginx/run 
2022-11-21T15:04:58,740493769+00:00 - gunicorn/run 
2022-11-21T15:04:58,742070477+00:00 | gunicorn/run | 
2022-11-21T15:04:58,743488784+00:00 | gunicorn/run | ###############################################
2022-11-21T15:04:58,745098292+00:00 | gunicorn/run | AzureML Container Runtime Information
2022-11-21T15:04:58,746656100+00:00 | gunicorn/run | ###############################################
2022-11-21T15:04:58,749359613+00:00 | gunicorn/run | 
2022-11-21T15:04:58,752320828+00:00 | gunicorn/run | 
2022-11-21T15:04:58,766855601+00:00 | gunicorn/run | AzureML image information: openmpi3.1.2-ubuntu18.04, Materializaton Build:20221101.v11
2022-11-21T15:04:58,769521915+00:00 | gunicorn/run | 
2022-11-21T15:04:58,772371129+00:00 | gunicorn/run | 
2022-11-21T15:04:58,775601545+00:00 | gunicorn/run | PATH environment variable: /azureml-envs/azureml_6f3561cf5cea1342aa7045a740987b01/bin:/opt/miniconda/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin
2022-11-21T15:04:58,778840762+00:00 | gunicorn/run | PYTHONPATH environment variable: 
2022-11-21T15:04:58,782386379+00:00 | gunicorn/run | 
2022-11-21T15:04:58,785847197+00:00 | gunicorn/run | Pip Dependencies (before dynamic installation)

EdgeHubConnectionString and IOTEDGE_IOTHUBHOSTNAME are not set. Exiting...
2022-11-21T15:04:58,810045918+00:00 - iot-server/finish 1 0
2022-11-21T15:04:58,811910928+00:00 - Exit code 1 is normal. Not restarting iot-server.
adal==1.2.7
alembic==1.8.1
argcomplete==2.0.0
asttokens==2.1.0
attrs==22.1.0
azure-common==1.1.28
azure-core==1.26.1
azure-graphrbac==0.61.1
azure-identity==1.7.0
azure-mgmt-authorization==2.0.0
azure-mgmt-containerregistry==10.0.0
azure-mgmt-core==1.3.2
azure-mgmt-keyvault==10.1.0
azure-mgmt-resource==21.2.1
azure-mgmt-storage==20.1.0
azure-storage-blob==12.13.0
azureml-core==1.47.0
azureml-dataprep==4.5.7
azureml-dataprep-native==38.0.0
azureml-dataprep-rslex==2.11.4
azureml-dataset-runtime==1.47.0
azureml-defaults==1.47.0
azureml-inference-server-http==0.7.7
azureml-mlflow==1.45.0
backcall==0.2.0
backports.tempfile==1.0
backports.weakref==1.0.post1
bcrypt==4.0.1
black==22.8.0
cachetools==5.2.0
certifi==2022.9.24
cffi==1.15.1
cfgv==3.3.1
charset-normalizer==2.1.1
click==8.1.3
cloudpickle==2.2.0
configparser==3.7.4
contextlib2==21.6.0
cryptography==38.0.3
cycler==0.11.0
databricks-cli==0.17.3
decorator==5.1.1
distlib==0.3.6
distro==1.8.0
docker==6.0.1
dotnetcore2==3.1.23
entrypoints==0.4
executing==1.2.0
filelock==3.8.0
Flask==2.2.2
Flask-Cors==3.0.10
fusepy==3.0.1
gitdb==4.0.9
GitPython==3.1.29
google-api-core==2.10.2
google-auth==2.14.1
googleapis-common-protos==1.57.0
greenlet==2.0.1
gunicorn==20.1.0
humanfriendly==10.0
identify==2.5.9
idna==3.4
importlib-metadata==5.0.0
importlib-resources==5.10.0
inference-schema==1.5
ipython==8.6.0
isodate==0.6.1
itsdangerous==2.1.2
jedi==0.18.1
jeepney==0.8.0
Jinja2==3.1.2
jmespath==1.0.1
joblib==1.0.0
json-logging-py==0.2
jsonpickle==2.2.0
jsonschema==4.17.0
kiwisolver==1.4.4
knack==0.10.0
Mako==1.2.4
MarkupSafe==2.1.1
matplotlib==3.3.3
matplotlib-inline==0.1.6
mlflow==1.30.0
mlflow-skinny==2.0.1
msal==1.20.0
msal-extensions==0.3.1
msrest==0.7.1
msrestazure==0.6.4
mypy-extensions==0.4.3
ndg-httpsclient==0.5.1
nodeenv==1.7.0
numpy==1.23.5
oauthlib==3.2.2
opencensus==0.11.0
opencensus-context==0.1.3
opencensus-ext-azure==1.1.7
packaging==21.3
pandas==1.1.5
paramiko==2.12.0
parso==0.8.3
pathspec==0.10.2
pexpect==4.8.0
pickleshare==0.7.5
Pillow==9.3.0
pkginfo==1.8.3
pkgutil_resolve_name==1.3.10
platformdirs==2.5.4
portalocker==2.6.0
pre-commit==2.20.0
prometheus-client==0.15.0
prometheus-flask-exporter==0.21.0
prompt-toolkit==3.0.32
protobuf==4.21.9
psutil==5.9.4
ptyprocess==0.7.0
pure-eval==0.2.2
pyarrow==9.0.0
pyasn1==0.4.8
pyasn1-modules==0.2.8
pycparser==2.21
Pygments==2.13.0
PyJWT==2.6.0
PyNaCl==1.5.0
pyOpenSSL==22.1.0
pyparsing==3.0.9
pyrsistent==0.19.2
PySocks==1.7.1
python-dateutil==2.8.2
pytz==2022.6
PyYAML==6.0
querystring-parser==1.2.4
requests==2.28.1
requests-oauthlib==1.3.1
rsa==4.9
scikit-learn==1.0.2
scipy==1.9.3
SecretStorage==3.3.3
six==1.16.0
smmap==5.0.0
SQLAlchemy==1.4.44
sqlparse==0.4.3
stack-data==0.6.1
tabulate==0.9.0
threadpoolctl==3.1.0
tokenize-rt==5.0.0
toml==0.10.2
tomli==2.0.1
traitlets==5.5.0
typing_extensions==4.4.0
urllib3==1.26.12
virtualenv==20.16.7
wcwidth==0.2.5
websocket-client==1.4.2
Werkzeug==2.2.2
wrapt==1.12.1
zipp==3.10.0

2022-11-21T15:04:59,477731452+00:00 | gunicorn/run | 
2022-11-21T15:04:59,479984061+00:00 | gunicorn/run | ###############################################
2022-11-21T15:04:59,481724667+00:00 | gunicorn/run | AzureML Inference Server
2022-11-21T15:04:59,483289073+00:00 | gunicorn/run | ###############################################
2022-11-21T15:04:59,485173880+00:00 | gunicorn/run | 
2022-11-21T15:05:00,866117887+00:00 | gunicorn/run | Starting AzureML Inference Server HTTP.

Azure ML Inferencing HTTP server v0.7.7


Server Settings
---------------
Entry Script Name: /var/azureml-app/online/score.py
Model Directory: /var/azureml-app/azureml-models/nyc_taxi_ux/1
Worker Count: 1
Worker Timeout (seconds): 300
Server Port: 31311
Application Insights Enabled: false
Application Insights Key: None
Inferencing HTTP server version: azmlinfsrv/0.7.7
CORS for the specified origins: None


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 (12)
Using worker: sync
Booting worker with pid: 65
Initializing logger
2022-11-21 15:05:01,592 | root | INFO | Starting up app insights client
logging socket was found. logging is available.
logging socket was found. logging is available.
2022-11-21 15:05:01,592 | root | INFO | Starting up app insight hooks
2022-11-21 15:05:01,743 | root | INFO | Found user script at /var/azureml-app/online/score.py
2022-11-21 15:05:01,744 | root | INFO | run() is not decorated. Server will invoke it with the input in JSON string.
2022-11-21 15:05:01,744 | root | INFO | Invoking user's init function
Init complete
2022-11-21 15:05:02,166 | root | INFO | Users's init has completed successfully
2022-11-21 15:05:02,167 | root | INFO | Swaggers are prepared for the following versions: [2, 3].
2022-11-21 15:05:02,167 | root | INFO | Scoring timeout setting is not found. Use default timeout: 3600000 ms
2022-11-21 15:05:02,167 | root | INFO | AML_FLASK_ONE_COMPATIBILITY is set. Patched Flask to ensure compatibility with Flask 1.
2022-11-29 02:36:00,353 | root | INFO | 200
127.0.0.1 - - [29/Nov/2022:02:36:00 +0000] "GET /swagger.json HTTP/1.0" 200 2253 "-" "-"
0
0
0

Register as a new user and use Qiita more conveniently

  1. You get articles that match your needs
  2. You can efficiently read back useful information
  3. You can use dark theme
What you can do with signing up
0
0