Polyaxon tracking is a high level api for logging parameters, code versions, metrics, and outputs when running your machine learning code, both on a Polyaxon deployment or on a different platform/environment.
The tracked information will be later visualized and compared on the Polyaxon dashboard.
Polyaxon tracking lets you log and interact with REST API in a very convenient way.
In previous versions of Polyaxon, we only exposed metrics reporting through, polyaxon-helper.
The new polyaxon-client allows more advanced workflows, both managed by Polyaxon, in-cluster runs, or on external environment (e.g. your local machine).
This section will guide you how to track:
In addition to this high level tracking APIs, when running an experiment/job inside Polyaxon, some paths and other information are exposed:
$ pip install -U polyaxon-client
$ pip3 install -U polyaxon-client
Installation in polyaxonfile¶
If you want to delegate the installation to polyaxon during the build process,
add a new step to the
run section in your polyaxonfile:
... build: image: ... build_steps: - ... - pip install -U polyaxon-client - ... run: cmd: ...