Major features:
- new backend based on FastAPI and SQL
- add pipeline watch option and git/slack notifications, gitops
- enhance hyper-params: add list, random, and custom iterations from file or inline
- context.get_child(), context.commit_children() to manage child context and iteration
- load function as an inline python module (function_to_module())
- Enhance log_model/get_model(), add update_model() functions
- simplify and improve remote access and job/workflow submission
- minimal env var settings, load settings from server, simpler auth
- simplify configuration and reduce boilerplate code
- e.g. auto_mount, extend code_to_function
- improve documentation, complete readthedocs guide
- more exception and user error handling
- enhance mlutils lib with pre-baked model evaluation and plots
- add support for mpi (horovod) operator v1
- cli/api for monitoring and delete of function resources (runtimes)
- enhance CI/CD: auto test notebooks, work with remote k8s, jenkins, ..
- a bunch of bug fixes and api enhancements
Pull requests:
e5c55c6 minor-048-fixes (#298)
3eedccc MLRun Docs update (#294)
f1ae9df fix-env-issues (#295)
fceba8a update-mlutils (#292)
164184a Fixing mpijob crd resolve from remote (#290)
13638b4 load-mod-and-fixes (#289)
9116425 Adding runtimes handlers (#285)
7da2b2f Run enhancments (#288)
0757dda Add jenkinsfile (#286)
e27a657 fix get pipelines (return valid dict) (#284)
9dd963e Get pipeline changes (not verbose on wait + refactor) (#281)
54305ec Support for mpijob v1 (#275)
6f1117e fix bug a missing/wrong model (#282)
f74e5e1 Makefile improvements (#276)
fd47502 Add GET pipelines endpoint (#280)
95c95d3 Change path operations with mix os sync and async to be async def and (#279)
9301477 Fixing labels query param typo (#278)
ef9f2f Fix function tags handling (#271)
0d69e4e bring back plot_importance for compatibility (#274)
d1a9d36 Cleanup httpdb test leftovers (#272)
b2334e4 Improve hyperparam + fixes (#273)
ac0dde5 ML images - moving packages to requirements files (#269)
4409614 PHONY targets should be separated by space not comma (#270)
1150218 add verbose print and fix v3io stream (#268)
c015be3 Adding dask notebook to integration test (#267)
ab5d9c5 Scripts -> makefile (#265)
00cd1df Adding manual integration tests (#266)
301862b Refactor httpd to organized app using FastAPI (#255)
8d90457 Mlutils 1 (#264)
1ca2e37 Gitops and remote access improvements (#263)
5f9de0a fix build cli
057ff63 update jupy docker