Important note for OSS users
In the latest release, in the onboarding flow, the first pipeline has been labeled `python run.py --training-pipeline` but rather should be simply `python run.py` only. If you see an error while trying to completely the onboarding , simply use the latter command instead!
New Features and Improvements
New Quickstart Experience
This example demonstrates how ZenML streamlines the transition of machine learning workflows from local environments to cloud-scale operations.
Run Single Step as a ZenML Pipeline
If you want to run just an individual step on your stack, you can simply call the step as you would with a normal Python function. ZenML will internally create a pipeline with just your step and run it on the active stack.
Other improvements and fixes
* Updated AzureML Step Operator to work with SDKv2 and use Service Connectors
* Added timestamps to log messages
* Fixed issue with loading artifacts from the artifact store outside of the current active artifact store
* Support of templated names for Model Version (`{date}` and `{time}` are currently supported placeholders)
* `run_with_accelerate` step wrapper can be used as a Python Decorator on top of ZenML steps
Breaking changes
* Workspace scoped POST endpoint `full-stack` was removed and merged with `stacks` POST endpoint
* If you use `0.65.0` with any prior server version of ZenML it might lead to a situation where a Model Version is created for every step of the pipeline, while the `Model` class was only once configured on the pipeline level. This is considered an expected behavior and you should not use the mismatching versions of ZenML Client and Server, in general.
Minimal example:
python
from zenml import step, pipeline, Model
step
def step_1()->None:
print("1")
step
def step_2()->None:
print("2")
pipeline(model=Model(name="my_model"))
def my_pipeline()->None:
step_1()
step_2()
if __name__=="__main__":
my_pipeline()
In this case on server versions prior to `0.65.0` you will get 2 Model Versions of `my_model` created: one in `step_1` and one in `step_2`. Please upgrade your server to `0.65.0+` and you will get only one Model Version for the same code snippet.
What's Changed
* Remove broken JIRA sync workflow by strickvl in https://github.com/zenml-io/zenml/pull/2924
* Fix Hugging Face Spaces permissions by strickvl in https://github.com/zenml-io/zenml/pull/2925
* Fixes for `run_with_accelerate` by avishniakov in https://github.com/zenml-io/zenml/pull/2935
* Bump azure skypilot to a stable 0.6.1 by avishniakov in https://github.com/zenml-io/zenml/pull/2933
* Add Timestamps to Logs and Update Dashboard URL Message by htahir1 in https://github.com/zenml-io/zenml/pull/2934
* Adding 0.64.0 to migration tests by bcdurak in https://github.com/zenml-io/zenml/pull/2923
* Removed docker build docs + fixed CLI command for zenml pipeline build list by htahir1 in https://github.com/zenml-io/zenml/pull/2938
* Throw an error when running integration installs when uv == False but pip is not installed by mennoliefstingh in https://github.com/zenml-io/zenml/pull/2930
* Update AzureML step operator to SDK v2 and add service connector support by stefannica in https://github.com/zenml-io/zenml/pull/2927
* Improving the AzureML orchestrator docs by bcdurak in https://github.com/zenml-io/zenml/pull/2940
* Update mlflow docs by htahir1 in https://github.com/zenml-io/zenml/pull/2941
* Tell users where they can import `DockerSettings` from by strickvl in https://github.com/zenml-io/zenml/pull/2947
* Fail early when specifying invalid materializers by schustmi in https://github.com/zenml-io/zenml/pull/2950
* Add GitHub Codespaces and VS Code Remote Container support by htahir1 in https://github.com/zenml-io/zenml/pull/2949
* Automatically detect whether code download is necessary by schustmi in https://github.com/zenml-io/zenml/pull/2946
* Enable running a single step on the active stack by schustmi in https://github.com/zenml-io/zenml/pull/2942
* Dynamic (templated) names for model versions by avishniakov in https://github.com/zenml-io/zenml/pull/2909
* Adding an orchestrator URL to the AzureML orchestrator by bcdurak in https://github.com/zenml-io/zenml/pull/2952
* Update python version of latest docker image by schustmi in https://github.com/zenml-io/zenml/pull/2954
* Make `run_with_accelerate` a pythonic decorator by avishniakov in https://github.com/zenml-io/zenml/pull/2943
* Bugfix for artifacts coming from a different artifact store by bcdurak in https://github.com/zenml-io/zenml/pull/2928
* Stack Request cleanup and improvements by bcdurak in https://github.com/zenml-io/zenml/pull/2906
* Silence pydantic protected namespace warnings by schustmi in https://github.com/zenml-io/zenml/pull/2955
* Update key for finished onboarding survey by schustmi in https://github.com/zenml-io/zenml/pull/2956
* Extend notebook source replacement code to other objects apart from ZenML steps by schustmi in https://github.com/zenml-io/zenml/pull/2919
* Fix stack register CLI command by schustmi in https://github.com/zenml-io/zenml/pull/2958
* Lightening studio orchestrator by safoinme in https://github.com/zenml-io/zenml/pull/2931
* Introduce new quickstart with a focus on Stack switching by AlexejPenner in https://github.com/zenml-io/zenml/pull/2937
* Bugfix for the required prompts for the AzureML wizard by bcdurak in https://github.com/zenml-io/zenml/pull/2959
New Contributors
* mennoliefstingh made their first contribution in https://github.com/zenml-io/zenml/pull/2930
**Full Changelog**: https://github.com/zenml-io/zenml/compare/0.64.0...0.65.0