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Version: v0.64.0

Deployment logs

This page describes how to use the H2O MLOps Python client to retrieve and view deployment logs.

Retrieve log collection for a given deployment​

The following is an example of how you can retrieve the logs of a deployment. This example assumes that a deployment with ID deployment_id has already been deployed.

logs = client.deployer.log.list_log_entries({'parent': deployment_id})

List the name of each log entry​

Each log entry has a name and text_payload field. The following is an example of how you can list the names of each log entry in the collection.

[l.name for l in logs.log_entries]

Sample return:

['primary.1c85d1f7-dd67-45b1-8d43-f8646a6a00e3.artifact-fetcher',
 'primary.1c85d1f7-dd67-45b1-8d43-f8646a6a00e3.artifact-processor',
 'primary.1c85d1f7-dd67-45b1-8d43-f8646a6a00e3.events',
 'primary.1c85d1f7-dd67-45b1-8d43-f8646a6a00e3.monitor-proxy',
 'primary.1c85d1f7-dd67-45b1-8d43-f8646a6a00e3.runtime']

Print the content of a log entry​

The following is an example of how you can print the text content of a log entry. In this example, the content of the fifth log entry from the preceding example is printed.

print(logs.log_entries[4].text_payload)

Sample return:

Picked up _JAVA_OPTIONS: -Dmojo.path=/data/model

  .   ____          _            __ _ _
 /\\ / ___'_ __ _ _(_)_ __  __ _ \ \ \ \
( ( )\___ | '_ | '_| | '_ \/ _` | \ \ \ \
 \\/  ___)| |_)| | | | | || (_| |  ) ) ) )
  '  |____| .__|_| |_|_| |_\__, | / / / /
 =========|_|==============|___/=/_/_/_/
 :: Spring Boot ::                (v2.6.8)

2023-02-16 19:13:34.387  INFO 1 --- [           main] a.h.m.d.local.rest.ScorerApplication     : Starting ScorerApplication using Java 17.0.5 on pr-d44760ec-8164-47c4-bc45-5b695380c229-766878f87f-thnh2 with PID 1 (/app/classes started by ? in /)
2023-02-16 19:13:34.391  INFO 1 --- [           main] a.h.m.d.local.rest.ScorerApplication     : No active profile set, falling back to 1 default profile: "default"
2023-02-16 19:13:36.230  INFO 1 --- [           main] o.s.b.w.embedded.tomcat.TomcatWebServer  : Tomcat initialized with port(s): 8080 (http)
2023-02-16 19:13:36.243  INFO 1 --- [           main] o.apache.catalina.core.StandardService   : Starting service [Tomcat]
2023-02-16 19:13:36.243  INFO 1 --- [           main] org.apache.catalina.core.StandardEngine  : Starting Servlet engine: [Apache Tomcat/9.0.63]
2023-02-16 19:13:36.369  INFO 1 --- [           main] o.a.c.c.C.[Tomcat].[localhost].[/]       : Initializing Spring embedded WebApplicationContext
2023-02-16 19:13:36.369  INFO 1 --- [           main] w.s.c.ServletWebServerApplicationContext : Root WebApplicationContext: initialization completed in 1913 ms
2023-02-16 19:13:36.450  INFO 1 --- [           main] a.h.m.d.common.transform.MojoScorer      : Loading Mojo pipeline from path /data/model
2023-02-16 19:13:36.455  INFO 1 --- [           main] a.h.m.r.a.backend.ZipFileReaderBackend   : Opening mojo file: /data/model
2023-02-16 19:13:36.611  INFO 1 --- [           main] a.h.m.d.common.transform.MojoScorer      : Mojo pipeline successfully loaded (-7698193545625922052).
2023-02-16 19:13:37.447  INFO 1 --- [           main] o.s.b.w.embedded.tomcat.TomcatWebServer  : Tomcat started on port(s): 8080 (http) with context path ''
2023-02-16 19:13:37.540  INFO 1 --- [nio-8080-exec-1] o.a.c.c.C.[Tomcat].[localhost].[/]       : Initializing Spring DispatcherServlet 'dispatcherServlet'
2023-02-16 19:13:37.540  INFO 1 --- [nio-8080-exec-1] o.s.web.servlet.DispatcherServlet        : Initializing Servlet 'dispatcherServlet'
2023-02-16 19:13:37.542  INFO 1 --- [nio-8080-exec-1] o.s.web.servlet.DispatcherServlet        : Completed initialization in 2 ms
2023-02-16 19:13:37.931  INFO 1 --- [           main] a.h.m.d.local.rest.ScorerApplication     : Started ScorerApplication in 4.147 seconds (JVM running for 4.892)
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