Comments (3)
carsonwang
commented on June 16, 2024
Hi @chenya-zhang , there is a plan to integrate RayDP with Gluten which offloads the sql operations to native engine such as Velox. For TPC-H or TPC-DS like benchmark, we observed more than 2x speedup. You can find more details from the Gluten project https://github.com/oap-project/gluten.
We are also running RayDP + XGBoost on Ray workflows and observed performance advantage over running XGBoost on Spark. We will share more once the data is ready to publish.
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rishabh-dream11
commented on June 16, 2024
Hi @carsonwang, Can you please share the performance benchmark numbers for Ray + XGBoost vs XGboost on Spark.
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rishabh-dream11
commented on June 16, 2024
@carsonwang Did the plan to integrate RayDP with Gluten materialize?
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Related Issues (20)
- raydp.init_spark fails HOT 3
- Issues with running on Ray Client HOT 3
- raydp start occur null error HOT 1
- Executor lost triggered by JVM OOM can't recover and cause subsequent steps stuck HOT 12
- Support ray 2.3.1 HOT 3
- When submit a script another process start locally in the head node HOT 1
- Add the ability to set the owner of objects when calling _save_spark_df_to_object_store() HOT 1
- Runtime env_vars cannot be passed down to executors HOT 1
- Getting Java gateway process exited before sending its port number during init_spark() HOT 9
- Issue with Running Multiple Spark Jobs Concurrently on Ray Cluster HOT 1
- RayDP Docker Image with Python 3.10 Failing to Build HOT 2
- [stream] does raydp support spark stream data? HOT 1
- Is it possible for raydp to utilize a Spark session created by Apache Livy? HOT 1
- Fix OpenSSF issues
- Fix CVE issues
- install raydp==1.6.0 with pip rasied the "More than one SparkShimProvider found" error
- raydp.init_spark fails HOT 1
- How to develop in intellij?
- how to init raydp resource HOT 1
- incompatible with spark 3.4.3 and 3.5.0
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