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@Maxxx-zh Maxxx-zh self-requested a review March 20, 2024 11:40
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There are some typos.

typo

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It's better to use get_feature_group instead of get_or_create_feature_group.

# `news_fg.embedding_index.index_name` return the index name
news_fg = fs.get_feature_group(
    name="news_fg",
    version=1,
)
fg

@kennethmhc kennethmhc requested a review from Maxxx-zh March 20, 2024 12:59
@kennethmhc kennethmhc merged commit 6d42197 into logicalclocks:master Mar 21, 2024
manu-sj added a commit that referenced this pull request Sep 17, 2024
* [FSTORE-1081] GitHub Actions Fix (#220)

Github actions

* Add notebook for federated offline query (#221)

Co-authored-by: Steffen Grohsschmiedt <steffen@logicalclocks.com>

* Update README.md

* [FSTORE-1055] Pandas 2.1.x compatibility (#225)

* Upload predictor script to Resources folder (#228)

* [FSTORE-1129] Tutorials Update (#224)

* Minor updates to all tutorials - variable naming, etc

* [FSTORE-1141] Mage-AI Tutorial (#226)

* Mage Tutorial for fraud use case

* [FSTORE-1160] Remove wait_for_job in all tutorials (#232)

Remove wait_for_job in all tutorials

* [FSTORE-1231] README for the MageAI tutorial (#233)

* Update README.md

* [FSTORE-1196] Neo4j tutorial (#234)

Neo4j tutorial

* [FSTORE-612] Update Feature Monitoring tutorial (#236)

* [FSTORE-1196][APPEND] Link from README to Neo4j tutorial (#235)

 Link from README to Neo4j tutorial

* [FSTORE-1239] Rewrite Recommendation System tutorial using new Embeddings API (#237)

* Recommender example re-written with the 3.7 API containing embeddings.

* [FSTORE-1239] [APPEND] - Embeddings API Explanation (#238)

Embeddings API Explanation

* [FSTORE-1259] Add new change notification for feature groups example notebook (#240)

* Add new change notification for feature groups example notebook

* [FSTORE-1196][APPEND] Neo4j tutorial fixes (#241)

* neo4j tutorial fixes

* [FSTORE-1262] Tutorials for similarity search (#242)

* Added tutorials for similarity search for feature groups and feature views

* neo4j tutorial working on serverless (#243)

neo4j tutorial working on serverless

* [FSTORE-1196] [APPEND]  Instructions for Transformer  (#244)

 add clarification on feature view and training data version for transformer

* [FSTORE-1239] [APPEND] - Remove deprecated tensorflow-addons library (#245)

* remove deprecated tensorflow-addons

Co-authored-by: davitbzh <davit.bzhalava@gmail..com>

* [FSTORE-1298] add requirements.txt to vector embeddings (#248)

* add requirements.txt to vector embeddings. refactor knn search to allow to be run for just search

---------

Co-authored-by: Jim Dowling <jim@hopsworks.ai>

* [FSTORE-1186] Adding tutorial for Polars (#246)

Polars Integration into Hopsworks

* [FSTORE-1207] AirQuality LLM project (#250)

* Function Calling & AirQuality FunctionCalling Chatbot

* [FSTORE-1280] Tutorial about Opensearch integration with LangChain (#251)

* add notebook

* rename folder

* add prerequisite step

* use get_feature_group

* AirQuality OpenAI API Support (#253)

* notebook for saving model (#247)

* [FSTORE-1107] Pyspark streaming Tutorial (#227)

* Draft pyspark streaming

* adding init.py for module

* adding code to download libaries in hopsworks jupyter

* adding topic for testing

* adding notebook for creating simulated data stream

* correcting imports

* working base pyspark streaming

* adding all pipeline pyspark streaming

* updated tutorial

* fixed pyspark streaming

* clearning all outputs from notebooks

* renaming filenames in tutorial

* adding online inference pipeline instead of batch inference

* pyspark streaming online inference with deployments

* moving polars and pyspark streaming tutorial to integrations folder

* Updating readme based on moved polars tutorials and adding Pyspark streaming into readme

* AML Tutorial (#255)

* use model dimension (#254)

* Add a snowflake example, with snowflake as a data source to FGs in Hopsworks (#257)

Co-authored-by: Jim Dowling <jim@hopsworks.ai>

* [FSTORE-1186][APPEND] Adding tutorial for Polar

* ChequeDetection (#260)

* Feature pipeline with Snowflake as a data source (#258)

* Add a snowflake example, with snowflake as a data source to FGs in Hopsworks and fix polars tutorial

---------

Co-authored-by: Jim Dowling <jim@hopsworks.ai>

* Cosmetic improvements and spelling errors (#256)

* Data (#261)

* [FSTORE-1385][APPEND] Data Loading Optimization (#262)

* Data Loading Optimization

* [FSTORE-1395] Update the Langchain usage in Fraud Cheque Detection (#263)

* Update the Langchain usage in Fraud Cheque Detection

* [FSTORE-1394] Update the Langchain usage in AirQuality (#264)

* Update the Langchain usage in AirQuality

* Update the date of the test questions

* StrOutputParser Usage

* [FSTORE-1396] Tutorials Update: Save/load XGBoost model as json file (#265)

* Replace pickling xgboost models with saving them as json objects for the model registry

* [FSTORE-1404] LLM PDF Tutorial (#266)

* LLM PDF Search Tutorial  using RAG and Fine-Tuning

* [FSTORE-1408] LLM PDFs README (#267)

* Readme for pdf LLMs

* Update README.md

Added reference to video, that you can use a private trainer model.

* Update README.md

Fix titles

* Update README.md

Nicer readme for llm-pdfs

* [FSTORE-1422] Fraud Cheque Detection README (#268)

* Create README.md

* Update README.md

* Typo

* VideoLink

* Update README.md

Minor grammatical changes.

---------

Co-authored-by: rcnnnghm <Raymond.Cunningham@gmail.com>

* Add AzureSQL example (#270)

* Move feature_monitoring tutorial to api_examples (#271)

* [FSTORE-1437] Hospital Wait Time Tutorial (#272)

* hospital waiting time forecasting tutorial

* Move similarity search examples (#275)

* TikTok Recommendation System (#277)

---------

Co-authored-by: Maksym Zhytnikov <63515947+Maxxx-zh@users.noreply.github.com>
Co-authored-by: Steffen Grohsschmiedt <gitbhub@steffeng.eu>
Co-authored-by: Steffen Grohsschmiedt <steffen@logicalclocks.com>
Co-authored-by: Jim Dowling <jim@logicalclocks.com>
Co-authored-by: Robin Andersson <robin@hopsworks.ai>
Co-authored-by: Javier de la Rúa Martínez <javier@logicalclocks.com>
Co-authored-by: Marco Pellegrino <marco@hopsworks.ai>
Co-authored-by: davitbzh <44586065+davitbzh@users.noreply.github.com>
Co-authored-by: kennethmhc <kennethmhc@users.noreply.github.com>
Co-authored-by: davitbzh <davit.bzhalava@gmail..com>
Co-authored-by: Jim Dowling <jim@hopsworks.ai>
Co-authored-by: Rik Van Bruggen <2995654+rvanbruggen@users.noreply.github.com>
Co-authored-by: rcnnnghm <Raymond.Cunningham@gmail.com>
Co-authored-by: Fabio Buso <buso.fabio@gmail.com>
manu-sj added a commit that referenced this pull request Sep 17, 2024
* [FSTORE-1081] GitHub Actions Fix (#220)

Github actions

* Add notebook for federated offline query (#221)

Co-authored-by: Steffen Grohsschmiedt <steffen@logicalclocks.com>

* Update README.md

* [FSTORE-1055] Pandas 2.1.x compatibility (#225)

* Upload predictor script to Resources folder (#228)

* [FSTORE-1129] Tutorials Update (#224)

* Minor updates to all tutorials - variable naming, etc

* [FSTORE-1141] Mage-AI Tutorial (#226)

* Mage Tutorial for fraud use case

* [FSTORE-1160] Remove wait_for_job in all tutorials (#232)

Remove wait_for_job in all tutorials

* [FSTORE-1231] README for the MageAI tutorial (#233)

* Update README.md

* [FSTORE-1196] Neo4j tutorial (#234)

Neo4j tutorial

* [FSTORE-612] Update Feature Monitoring tutorial (#236)

* [FSTORE-1196][APPEND] Link from README to Neo4j tutorial (#235)

 Link from README to Neo4j tutorial

* [FSTORE-1239] Rewrite Recommendation System tutorial using new Embeddings API (#237)

* Recommender example re-written with the 3.7 API containing embeddings.

* [FSTORE-1239] [APPEND] - Embeddings API Explanation (#238)

Embeddings API Explanation

* [FSTORE-1259] Add new change notification for feature groups example notebook (#240)

* Add new change notification for feature groups example notebook

* [FSTORE-1196][APPEND] Neo4j tutorial fixes (#241)

* neo4j tutorial fixes

* [FSTORE-1262] Tutorials for similarity search (#242)

* Added tutorials for similarity search for feature groups and feature views

* neo4j tutorial working on serverless (#243)

neo4j tutorial working on serverless

* [FSTORE-1196] [APPEND]  Instructions for Transformer  (#244)

 add clarification on feature view and training data version for transformer

* [FSTORE-1239] [APPEND] - Remove deprecated tensorflow-addons library (#245)

* remove deprecated tensorflow-addons

Co-authored-by: davitbzh <davit.bzhalava@gmail..com>

* [FSTORE-1298] add requirements.txt to vector embeddings (#248)

* add requirements.txt to vector embeddings. refactor knn search to allow to be run for just search

---------

Co-authored-by: Jim Dowling <jim@hopsworks.ai>

* [FSTORE-1186] Adding tutorial for Polars (#246)

Polars Integration into Hopsworks

* [FSTORE-1207] AirQuality LLM project (#250)

* Function Calling & AirQuality FunctionCalling Chatbot

* [FSTORE-1280] Tutorial about Opensearch integration with LangChain (#251)

* add notebook

* rename folder

* add prerequisite step

* use get_feature_group

* AirQuality OpenAI API Support (#253)

* notebook for saving model (#247)

* [FSTORE-1107] Pyspark streaming Tutorial (#227)

* Draft pyspark streaming

* adding init.py for module

* adding code to download libaries in hopsworks jupyter

* adding topic for testing

* adding notebook for creating simulated data stream

* correcting imports

* working base pyspark streaming

* adding all pipeline pyspark streaming

* updated tutorial

* fixed pyspark streaming

* clearning all outputs from notebooks

* renaming filenames in tutorial

* adding online inference pipeline instead of batch inference

* pyspark streaming online inference with deployments

* moving polars and pyspark streaming tutorial to integrations folder

* Updating readme based on moved polars tutorials and adding Pyspark streaming into readme

* AML Tutorial (#255)

* use model dimension (#254)

* Add a snowflake example, with snowflake as a data source to FGs in Hopsworks (#257)

Co-authored-by: Jim Dowling <jim@hopsworks.ai>

* [FSTORE-1186][APPEND] Adding tutorial for Polar

* ChequeDetection (#260)

* Feature pipeline with Snowflake as a data source (#258)

* Add a snowflake example, with snowflake as a data source to FGs in Hopsworks and fix polars tutorial

---------

Co-authored-by: Jim Dowling <jim@hopsworks.ai>

* Cosmetic improvements and spelling errors (#256)

* Data (#261)

* [FSTORE-1385][APPEND] Data Loading Optimization (#262)

* Data Loading Optimization

* [FSTORE-1395] Update the Langchain usage in Fraud Cheque Detection (#263)

* Update the Langchain usage in Fraud Cheque Detection

* [FSTORE-1394] Update the Langchain usage in AirQuality (#264)

* Update the Langchain usage in AirQuality

* Update the date of the test questions

* StrOutputParser Usage

* [FSTORE-1396] Tutorials Update: Save/load XGBoost model as json file (#265)

* Replace pickling xgboost models with saving them as json objects for the model registry

* [FSTORE-1404] LLM PDF Tutorial (#266)

* LLM PDF Search Tutorial  using RAG and Fine-Tuning

* [FSTORE-1408] LLM PDFs README (#267)

* Readme for pdf LLMs

* Update README.md

Added reference to video, that you can use a private trainer model.

* Update README.md

Fix titles

* Update README.md

Nicer readme for llm-pdfs

* [FSTORE-1422] Fraud Cheque Detection README (#268)

* Create README.md

* Update README.md

* Typo

* VideoLink

* Update README.md

Minor grammatical changes.

---------

Co-authored-by: rcnnnghm <Raymond.Cunningham@gmail.com>

* Add AzureSQL example (#270)

* Move feature_monitoring tutorial to api_examples (#271)

* [FSTORE-1437] Hospital Wait Time Tutorial (#272)

* hospital waiting time forecasting tutorial

* inital changes

* fixing fraud online

* Move similarity search examples (#275)

* TikTok Recommendation System (#277)

* fixing electricity training pipelines

---------

Co-authored-by: Maksym Zhytnikov <63515947+Maxxx-zh@users.noreply.github.com>
Co-authored-by: Steffen Grohsschmiedt <gitbhub@steffeng.eu>
Co-authored-by: Steffen Grohsschmiedt <steffen@logicalclocks.com>
Co-authored-by: Jim Dowling <jim@logicalclocks.com>
Co-authored-by: Robin Andersson <robin@hopsworks.ai>
Co-authored-by: Javier de la Rúa Martínez <javier@logicalclocks.com>
Co-authored-by: Marco Pellegrino <marco@hopsworks.ai>
Co-authored-by: davitbzh <44586065+davitbzh@users.noreply.github.com>
Co-authored-by: kennethmhc <kennethmhc@users.noreply.github.com>
Co-authored-by: davitbzh <davit.bzhalava@gmail..com>
Co-authored-by: Jim Dowling <jim@hopsworks.ai>
Co-authored-by: Rik Van Bruggen <2995654+rvanbruggen@users.noreply.github.com>
Co-authored-by: rcnnnghm <Raymond.Cunningham@gmail.com>
Co-authored-by: Fabio Buso <buso.fabio@gmail.com>
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