Elisha Yadgaran

TFX interest in integrating with SimpleML

2

Hi dev team, Elisha, author of SimpleML here. I wanted to reach out to see if there is any interest in integrating parts of SimpleML into the broader TFX ecosystem....

Audit tables in orm

currently db.initialize binds sqlalchemy objects in the session. leveraging #105 would split that into a standalone python package (can mix/match versions for orm vs core and library extensions) but fundamentally...

Default assumption is that all persistables are fully preconfigured (all relevant state configurations passed on init) so that hashing and reproducibility are guaranteed (*). Explicitly change that to have parallel...

Serving module Base deployment wrappers to facilitate easy deployment. Can be used as is but realistically enterprise services will customize with layers of business logic and response formatting. API Flask...

Support for Job Management (Trainer Module)

1

Currently the management focus is on persistables and artifacts (ie once the persistables have been initialized). Scope: Extend db tracking to include Jobs (jobs are the configs used to initialize...

Unwrap external artifacts so they import directly from the respective libraries (allows deserialization without simpleml)