Coalescenceml

Overview
This is the first big version of CoalescenceML being released with the ability to run local pipelines!

Bugfixes
* Experiment trackers now register without an error

What's Changed
* Added a few more enums
* updated version number to 0.5.1
* Corrected bug where experiment trackers were not passed to stack registration


**Full Changelog**: https://github.com/bayoumi17m/CoalescenceML/commits/v0.5.1

Overview
This is the fifth big version of CoalescenceML being released with a new stack component, the experiment_tracker, which will allow us to configure our experiment tracking tools to work with Coalescence. Examples are wandb and mlflow.

Features
1. Added new ExperimentTracker interface
2. Added Wandb Experiment tracking interface

What's Changed
* Added new stack component (experiment_tracker)
* Added corresponding CLI and stack commands for Experiment trackers
* Added new prepare step and cleanup step for experiment configuration
* WandbExperimentTracker integration added
* Added experiment tracker in stack and in CLI

PRs
* 18

**Full Changelog**: https://github.com/bayoumi17m/CoalescenceML/commits/releases/v0.5.0

Overview
This is the fourth big version of CoalescenceML being released with Azure Data Lake and AWS integration!

Features
1. Integration with azure data lake and aws

What's Changed
* Added integration for azure data lake and aws

PRs
* 24
* 21

**Full Changelog**: https://github.com/bayoumi17m/CoalescenceML/commits/releases/v0.4.0

Overview
This is the third big version of CoalescenceML being released with XGBoost integration!

Features
1. Can load / save DMatrix and Booster models

What's Changed
* Added a xgboost integration with producers
* Added tests for utility functions
* Removed recreation of metadata store
* Added stating of stack validation errors

PRs
* 14
* 16
* 17

**Full Changelog**: https://github.com/bayoumi17m/CoalescenceML/commits/releases/v0.3.0

Overview
This is the second big version of CoalescenceML being released with the ability to more conveniently set up the stack using YAML files, and more integrations!

Features
1. Ability to import and export stack YAML files through the CLI
2. Integrations for tensorflow, sklearn, and statsmodels

What's Changed
* Added tensorflow, sklearn, and statsmodels integrations
* Added docker utils
* CLI
* Import and Export commands for stack

PRs
* Feature/eng 00004 statsmodels integrations by bayoumi17m in https://github.com/bayoumi17m/CoalescenceML/pull/8
* tensorflow and sklearn integration by connorjchen in https://github.com/bayoumi17m/CoalescenceML/pull/13
* Feature/eng 00006 docker utils by bayoumi17m in https://github.com/bayoumi17m/CoalescenceML/pull/15
* Feature/eng 00012 import export stack by bayoumi17m in https://github.com/bayoumi17m/CoalescenceML/pull/19

**Full Changelog**: https://github.com/bayoumi17m/CoalescenceML/commits/releases/v0.2.0

Overview
This is the first big version of CoalescenceML being released with the ability to run local pipelines!

Features
1. Functional Step and Pipeline API to develop pipelines
2. Use Caching across pipelines (Code, Models, Data, Configs are all versioned)
3. Extendible framework that allows for adding integrations for your MLOps Stack
4. View pipeline results allowing for a post-execution workflow
5. Configure pipelines with Python or Yaml code


What's Changed
* Added Stack to manage components of pipeline
* Added Stack store
* Added Global and profile configurations which can be directory specific
* Added new Stack Components
* Orchestrator
* Artifact Store
* Metadata Store
* Container Registry
* Step Operator (BaseClass only)
* Added post-execution views
* Added Pipeline and Step classes (+ decorators)
* CLI
* Richify tracebacks
* Richify CLI
* Configuration commands for Stack, Stack Components, and Profiles
* Integration installs for PyPI integrations

PRs
* Feature/eng 00001 basic setup by bayoumi17m in https://github.com/bayoumi17m/CoalescenceML/pull/1
* Feature/eng 00001 basic setup by bayoumi17m in https://github.com/bayoumi17m/CoalescenceML/pull/2
* Feature/eng 00001 basic setup by bayoumi17m in https://github.com/bayoumi17m/CoalescenceML/pull/3
* Feature eng 00002 pipeline by bayoumi17m in https://github.com/bayoumi17m/CoalescenceML/pull/4


**Full Changelog**: https://github.com/bayoumi17m/CoalescenceML/commits/v0.1.0