* docs: update new algorithm service details
* feat: trial augmentation strategy
* feat: pbt suggestion service
* feat: PbtTemplate and associated test image
* feat: introduce annotation field to trial specifications
* feat: trial assignment changes to support annotations from suggestion
- Add new Annotation types to suggestion_types.go
- Add Annotation object and update Trial parser in trial.py
* feat: update pbt suggestion to use new Annotation api
- Suggestion uses exact match to track spawned trials
- Trials that get transmitted, but not created (or added to experiment) are added back to the respawn pool (population_size consistency)
* chore: gofmt and black run across PBT changes
* feedback: remove tf summary export, change default print unit, reduce range to be percentage compatible.
* feedback: move PBT template to example.
* feedback: changes to inject_webhook and utils.
- Rename mutateVolume to mutateMetricsCollectorVolume
- Add addContainerVolumeMount
- Add getPrimaryContainerIndex
* feedback: change suggestion mutation mount variable name and add to consts
* feedback: Add trial_names to GetSuggestionsReply and change suggestion path to <experiment>/<trial>
* feedback: removed unnecessary checks and moved to async pbt implementation
* feedback: update trial name override location and change annotations override to labels.
* feedback: add pbt to github workflow
* feedback: move labels to ParameterAssignments in GetSuggestionsReply and cleanup pbt.yaml.
* feedback: remove operator changes
* feedback: GHA updates
* feedback: new formatting changes
* feedback: add suggestion-pbt to gh-actions build-load.sh.
* fix: missing pbt->simple-pbt name changes, add simple-pbt to update-images.sh update yaml function (causing failing gha).
* feedback: add pointer to website from main readme for pbt
* Init commit
* Experiment API changes
* Add APIs
* Remove old es apis
* Remove logging
* Add Early Stopping implementation
* Show metrics for early stopped trials
* Clean const
* Remove pid file with completed line from metrics collector
* Add unit test
* Add EarlyStopping as unique service
* Add early stopped Trials to completed
* Fix few comments
* Generate clients and SDK
* Fix tests
* Fix goptuna test
* Remove cluster role from test
* Update observation for early stopped Trials
* Fix pv name in e2e test
* Add Katib config for Early Stopping
* Fix comment
* Remove unused gRPC Experiment spec
* Remove legacy test files
* Remove labels and conditions from example
* Modify API to be consistent with Algorithm
* Ignore no such file error
* Add comments to proto
* Add median stop implementation
* Fix few comments
* Fix unit tests
* Add o-type flag to tfevent metrics collector
* Fix es unit test
* Fix hyperband suggestion
* [python sdk] add v1beta1 models
* upgrade version of python SDK to 0.0.3
* remove v1Alpha3 python sdk
* add some python models manually: v1Time and V1UnstructuredUnstructured
* bring back v1alpha3
* create separate python sdk for v1alpha3 and v1beta1
* move on
* release pkg on pypi.org
* remove dist files
* refine
