Experiment Control and Tracking
Project description
XPCTL
xpctl
is software to track experimental results and provide access to a global leaderboard. After running an experiment, the results and the logs are committed to a database. Commands are provided to show the best experimental results under various constraints.
xpctl
was developed as the primary backend for experiment storage for mead-baseline.
Prerequisite
xpctl
requires a database to be installed locally or an accessible server. We currently support: mongodb and postgresql), but the base classes can be extended to support other databases. Create a database called reporting_db
in your db instance.
The client API is packaged separately with minimal requirements.
Installation
- There are 2 components:
mead-xpctl-client
andmead-xpctl
mead-xpctl-client
provides the HTTP client and the addon required to run logging from insidemead-baseline
mead-xpctl
contains the CLI and the server implementation- Both packages can be installed via pip:
pip install mead-xpctl-client
pip install mead-xpctl
(this depends on themead-xpctl-client
)
- Install the server
Documentation
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