Featureform

**Full Changelog**: https://github.com/featureform/featureform/compare/v0.12.0...v0.12.1

What's Changed
* Feature: Clickhouse offline store support (1224) by ahmadnazeri in https://github.com/featureform/featureform/pull/1232
* Feature (Timestamp Variants) Turn on by default by aolfat in https://github.com/featureform/featureform/pull/1176
* Upgrade pandas to >=1.3.5 by epps in https://github.com/featureform/featureform/pull/1175
* Optional inference store for features by aolfat in https://github.com/featureform/featureform/pull/1178
* Adding support for users to deploy Featureform on docker via cli. by ahmadnazeri in https://github.com/featureform/featureform/pull/962
* Truncate long form errors by anthonylasso in https://github.com/featureform/featureform/pull/1205
* Register features in batch by RiddhiBagadiaa in https://github.com/featureform/featureform/pull/1195
* Searchable Tags by ihkap11 in https://github.com/featureform/featureform/pull/1167
* Inputs for SQL Transformations by aolfat in https://github.com/featureform/featureform/pull/1233
* Support for Resource Location by ahmadnazeri in https://github.com/featureform/featureform/pull/1262
* Remove local mode from main package by ahmadnazeri in https://github.com/featureform/featureform/pull/1294


Bugfixes
* Increase GRPC Stream Timeout by sdreyer in https://github.com/featureform/featureform/pull/1190
* Client-side gRC Configuration for Long-running jobs by epps in https://github.com/featureform/featureform/pull/1192
* Write Spark Submit Params to File Store to Avoid Databricks API 10K-byte Limit by epps in https://github.com/featureform/featureform/pull/1197
* Helm Install-Upgrade ETCD fix. by anthonylasso in https://github.com/featureform/featureform/pull/1220
* MD5 Hash of `offline_store_spark_runner.py` by epps in https://github.com/featureform/featureform/pull/1213
* Bug: Healthy Providers Aren't Rechecked When Reapplied by epps in https://github.com/featureform/featureform/pull/1231
* Fix banner reload issue by anthonylasso in https://github.com/featureform/featureform/pull/1300
* Redshift Configuration Correction by epps in https://github.com/featureform/featureform/pull/1307
* Source Modal Null Rows Fix by anthonylasso in https://github.com/featureform/featureform/pull/1306
* `get_dynamodb` method by epps in https://github.com/featureform/featureform/pull/1309
* Add missing HDFS switch case by anthonylasso in https://github.com/featureform/featureform/pull/1311
* Adds variant to materialization IDs for SQL providers by epps in https://github.com/featureform/featureform/pull/1313
* Check other definition for cast before calling .Query on it by aolfat in https://github.com/featureform/featureform/pull/1321
* Make ondemand feature be allowed to passed into as an object by aolfat in https://github.com/featureform/featureform/pull/1312


**Full Changelog**: https://github.com/featureform/featureform/compare/v0.11.0...v0.12.0

What's Changed
New Features
* Provider Health Checks by epps in https://github.com/featureform/featureform/pull/1085
* Ability To Preview Feature Data by anthonylasso in https://github.com/featureform/featureform/pull/1129
* Batch Serving (Snowflake) by RiddhiBagadiaa in https://github.com/featureform/featureform/pull/1158
* Batch Serving (Spark) by RiddhiBagadiaa in https://github.com/featureform/featureform/pull/1174
* Ondemand Feature Code Previews In Dashboard by anthonylasso in https://github.com/featureform/featureform/pull/1169
* Materialization via S3 Import to DynamoDB by epps in https://github.com/featureform/featureform/pull/1161
* Ability to Copy Name Variant to Clipboard by anthonylasso in https://github.com/featureform/featureform/pull/1163
* Ability to Get Spark Dataframes For Training Sets by ahmadnazeri in https://github.com/featureform/featureform/pull/1121
* Ability to See Lineage of Transformations in the Dashboard by anthonylasso in https://github.com/featureform/featureform/pull/1096

Quality of Life
* Improved caching for docker rebuilds by sdreyer in https://github.com/featureform/featureform/pull/1043
* Dynamically set dashboard table sizes by anthonylasso in https://github.com/featureform/featureform/pull/1030
* Databricks/client creds input validation by ihkap11 in https://github.com/featureform/featureform/pull/1149

Bugfixes
* Ensure each transformation function argument has an input by aolfat in https://github.com/featureform/featureform/pull/1018
* Fix state error for resource redefined error by aolfat in https://github.com/featureform/featureform/pull/1032
* Issue with source not retrieving any source by ahmadnazeri in https://github.com/featureform/featureform/pull/1034
* Refresh and Loading fix by anthonylasso in https://github.com/featureform/featureform/pull/1039
* Add resource type in title. by anthonylasso in https://github.com/featureform/featureform/pull/1024
* Fixed Conditional that added duplicate feature by sdreyer in https://github.com/featureform/featureform/pull/1062
* Docs Parsing error by joshcolts18 in https://github.com/featureform/featureform/pull/1090
* Materialization Copy Performance Improvement by epps in https://github.com/featureform/featureform/pull/1079
* Slow search results loading state by anthonylasso in https://github.com/featureform/featureform/pull/1088
* Flask compatibility with python 3.7 by sdreyer in https://github.com/featureform/featureform/pull/1111
* Materialize Copy Race Condition by epps in https://github.com/featureform/featureform/pull/1113
* Increasing Timeout For Long Running Jobs by ahmadnazeri in https://github.com/featureform/featureform/pull/1118


New Contributors
* jerempy made their first contribution in https://github.com/featureform/featureform/pull/1074
* joshcolts18 made their first contribution in https://github.com/featureform/featureform/pull/1090
* syedzubeen made their first contribution in https://github.com/featureform/featureform/pull/1119
* ihkap11 made their first contribution in https://github.com/featureform/featureform/pull/1149

**Full Changelog**: https://github.com/featureform/featureform/compare/v0.10.3...v0.11.0

What's Changed
* Hotfix/pinecone casting by sdreyer in https://github.com/featureform/featureform/pull/917
* Bump grpcio from 1.51.1 to 1.53.0 by dependabot in https://github.com/featureform/featureform/pull/908
* Unit tests to cover the SQL format function by anthonylasso in https://github.com/featureform/featureform/pull/918
* Fix table row sizing by anthonylasso in https://github.com/featureform/featureform/pull/937
* Update CLI version output by anthonylasso in https://github.com/featureform/featureform/pull/934
* `pytest` Coverage by epps in https://github.com/featureform/featureform/pull/940
* Bugfix: KCF doesn't read csv files feature registered on source by aolfat in https://github.com/featureform/featureform/pull/943
* Update README.md by sdreyer in https://github.com/featureform/featureform/pull/946
* Run coverage on main by sdreyer in https://github.com/featureform/featureform/pull/950
* Setup code to enable unit-level metadata_server + provider tests. by anthonylasso in https://github.com/featureform/featureform/pull/944
* Provider Config Testing 64 by anthonylasso in https://github.com/featureform/featureform/pull/948
* KCF dockerfile image to 3.10 + use consistent dill versioning by aolfat in https://github.com/featureform/featureform/pull/955
* "Get" Provider Testing by anthonylasso in https://github.com/featureform/featureform/pull/954
* Dashboard metadata variant bugfix by anthonylasso in https://github.com/featureform/featureform/pull/933
* Change Resource names to ResourceVariant by aolfat in https://github.com/featureform/featureform/pull/941
* Register instantiate tests by anthonylasso in https://github.com/featureform/featureform/pull/961
* Bugfix: Dataframe transformation by anthonylasso in https://github.com/featureform/featureform/pull/926
* Spark Tests by sdreyer in https://github.com/featureform/featureform/pull/958
* Tests/spark by sdreyer in https://github.com/featureform/featureform/pull/965
* FEATURE: PostgreSQL: adding support for ssl mode by ahmadnazeri in https://github.com/featureform/featureform/pull/964
* Fix ETCD issue 945 by anthonylasso in https://github.com/featureform/featureform/pull/967
* Cloud Storage Pathing (Azure Blob Storage) by epps in https://github.com/featureform/featureform/pull/947


**Full Changelog**: https://github.com/featureform/featureform/compare/v0.10.0...v0.10.1

**- A brand-new Dashboard UI and enhanced functionality**
**- Vector database support in local and hosted mode for Weaviate and Pinecone**
**- API improvements for data science development**
**- Updated documentation and bugfixes**

Dashboard Makeover and Upgrades
We're excited to bring you a more visually appealing Dashboard with new functionality for both users and administrators, including metadata management for resource tags, previewing transformation results, and clear visibility of transformation logic


**Assign tags to resources directly through the dashboard UI**

**[Edit Resource Metadata from the Dashboard](https://github.com/featureform/featureform/pull/907)**



**[Preview datasets directly from the dashboard](https://github.com/featureform/featureform/pull/858)**


**[Better formatting for Python and SQL transformations](https://github.com/featureform/featureform/pull/915)**


Vector Database Support
You can now register Weaviate and Pinecone as providers!

**[Pinecone](https://github.com/featureform/featureform/pull/854)**

<img width="312" alt="Screen Shot 2023-07-14 at 11 56 58 AM" src="https://github.com/featureform/featureform/assets/32000779/71d7473d-96c6-4a10-8554-e3e0403c16c5">

**[Weaviate](https://github.com/featureform/featureform/pull/888)**

<img width="274" alt="Screen Shot 2023-07-14 at 12 46 27 PM" src="https://github.com/featureform/featureform/assets/32000779/19c4d133-7258-456d-9c12-bcf6eeb067b9">

API Improvements for Data Science Development

**[Read all files from a directory into a dataframe with `ff.register_directory()`](https://github.com/featureform/featureform/pull/869)**

<img width="321" alt="Screen Shot 2023-07-14 at 12 33 35 PM" src="https://github.com/featureform/featureform/assets/32000779/6e705a6c-ee58-412d-bc04-92ea910f73ac">

**[Inference Stores are now optional in Local Mode](https://github.com/featureform/featureform/pull/872)**: if an inference store is not specified, it will default to local mode.


Bug Fixes
* Bugfix: Added error check for inputs list by sdreyer in https://github.com/featureform/featureform/pull/878
* Bugfix: Fixed how state is cleared by ahmadnazeri in https://github.com/featureform/featureform/pull/876
* Bugfix: Fixed lingering default variants by ahmadnazeri in https://github.com/featureform/featureform/pull/879
* Bugfix: Allowed nearest() to accept a Feature object by ahmadnazeri in https://github.com/featureform/featureform/pull/885
* Bugfix: Banner Color RedLeader16 in https://github.com/featureform/featureform/pull/873
* Bugfix: Give meaningful error when resource not found by ahmadnazeri in https://github.com/featureform/featureform/pull/883
* Bugfix: Fixed scheduling for KCF by aolfat in https://github.com/featureform/featureform/pull/853
* Bugfix: Fixed missing weaviate provider config implementation by epps in https://github.com/featureform/featureform/pull/899
* Bugfix: Removes Outdated logging package by sdreyer in https://github.com/featureform/featureform/pull/913



**Full Changelog**: https://github.com/featureform/featureform/compare/v0.9.0...v0.10.0

What's Changed