Statements (65)
| Predicate | Object |
|---|---|
| gptkbp:instance_of |
gptkb:software
|
| gptkbp:built |
functional programming principles
|
| gptkbp:can_be_extended_by |
gptkb:true
|
| gptkbp:can_handle |
complex queries
|
| gptkbp:can_perform |
predicate pushdown
join optimization filter pushdown |
| gptkbp:can_transform_into |
unoptimized logical plans
|
| gptkbp:developed_by |
gptkb:Databricks
|
| gptkbp:enables |
query rewriting
logical plan optimization physical plan generation |
| https://www.w3.org/2000/01/rdf-schema#label |
Catalyst optimizer
|
| gptkbp:improves |
query execution performance
|
| gptkbp:integrates_with |
machine learning libraries
|
| gptkbp:introduced_in |
gptkb:Spark_1.4
|
| gptkbp:is_a_key_component_of |
gptkb:Spark_SQL_engine
|
| gptkbp:is_compatible_with |
gptkb:Apache_Hive
gptkb:ORC gptkb:Hadoop Parquet |
| gptkbp:is_designed_for |
big data processing
|
| gptkbp:is_designed_to |
minimize resource usage
reduce execution time |
| gptkbp:is_documented_in |
Apache Spark documentation
|
| gptkbp:is_influential_in |
data processing frameworks
|
| gptkbp:is_integrated_with |
Spark's Catalyst framework
|
| gptkbp:is_open_source |
gptkb:true
|
| gptkbp:is_optimized_for |
distributed computing
batch processing dataframes streaming queries |
| gptkbp:is_part_of |
gptkb:Spark_SQL
gptkb:organ cloud computing solutions big data solutions Apache Spark ecosystem data science workflows real-time analytics solutions data lake architecture |
| gptkbp:is_scalable |
gptkb:true
|
| gptkbp:is_supported_by |
community contributions
|
| gptkbp:is_tested_for |
unit tests
|
| gptkbp:is_used_by |
data scientists
data engineers |
| gptkbp:is_used_for |
data analysis
ETL processes data filtering data transformation data visualization data aggregation data summarization data joining |
| gptkbp:is_used_in |
data analytics
data warehousing |
| gptkbp:key |
performance tuning
|
| gptkbp:key_feature |
gptkb:Apache_Spark_SQL
|
| gptkbp:provides |
query optimization
|
| gptkbp:supports |
SQL queries
|
| gptkbp:used_in |
gptkb:Apache_Spark
|
| gptkbp:uses |
cost-based optimization
|
| gptkbp:utilizes |
rule-based optimization
|
| gptkbp:written_in |
gptkb:Scala
|
| gptkbp:bfsParent |
gptkb:Spark_SQL
|
| gptkbp:bfsLayer |
5
|