Niels Bantilan issues

Results 179 issues of


Niels Bantilan

As a Flyte user with a model artifact produced by a task, I want to deploy using UnionML

The purpose of this task is to add necessary functionality and docs to UnionML that would enable users to use `unionml` as a light serving layer on top of their...

Integration: Robyn for online model serving - https://github.com/sansyrox/robyn

Example: how to use Unionml tasks in a Flyte workflow

Example: use MPI for the model.trainer

Example: how to use SQL tasks in the Dataset

Example: how to use Spark as the Dataset

Better documentation for how to use Flyte constructs in UnionML, and using UnionML workflows in Flyte

- Custom Resources - Use plugins, e.g. spark, ray, dask tasks - Using task types (e.g. ONNX, etc.) - Using UnionML-compiled workflows or UnionML tasks in Flyte workflows

Support custom hyperparameter tuning with Model.tuner.* functions

Model checkpointing: save and load model weights, recover from earlier checkpoint

Integration: support MLflow experiment tracking

Use the flytekit plugin to just track MLflow logs