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Xiangrui Meng updated SPARK-16187:
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Assignee: yuhao yang
> Implement util method for ML Matrix conversion in scala/java
> -
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Xiangrui Meng resolved SPARK-16187.
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Resolution: Fixed
Fix Version/s: 2.1.0
2.0.1
Issue resolved by pull
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Xiangrui Meng resolved SPARK-16231.
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Resolution: Fixed
Fix Version/s: 2.1.0
2.0.1
Issue resolved by pull
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Xiangrui Meng updated SPARK-16231:
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Assignee: Bryan Cutler
> PySpark ML DataFrame example fails on Vector conversion
>
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Xiangrui Meng resolved SPARK-16143.
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Resolution: Fixed
Fix Version/s: 2.1.0
2.0.1
Issue resolved by pull
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Xiangrui Meng updated SPARK-16242:
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Assignee: Yanbo Liang
> Wrap the Matrix conversion utils in Python
> --
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Xiangrui Meng commented on SPARK-15799:
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[~sunrui] Maybe we can download the corres
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Xiangrui Meng commented on SPARK-16144:
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Please hold because this should be combine
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Xiangrui Meng edited comment on SPARK-16144 at 6/28/16 5:57 AM:
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Xiangrui Meng updated SPARK-16144:
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Assignee: Xin Ren
> Add a separate Rd for ML generic methods: read.ml, write.ml, summary, predi
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Xiangrui Meng updated SPARK-16245:
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Assignee: Yanbo Liang
> model loading backward compatibility for ml.feature.PCA
> -
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Xiangrui Meng resolved SPARK-16245.
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Resolution: Fixed
Fix Version/s: 2.1.0
2.0.1
Issue resolved by pull
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Xiangrui Meng resolved SPARK-16140.
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Resolution: Fixed
Fix Version/s: 2.1.0
2.0.1
> Group k-means method
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Xiangrui Meng updated SPARK-16144:
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Assignee: Yanbo Liang (was: Xin Ren)
> Add a separate Rd for ML generic methods: read.ml, writ
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Xiangrui Meng commented on SPARK-16144:
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[~yanboliang] Do you have time to make a f
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Xiangrui Meng commented on SPARK-16144:
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[~iamshrek] Thanks for helping! I asked Ya
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Xiangrui Meng resolved SPARK-16294.
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Resolution: Fixed
Fix Version/s: 2.0.0
Issue resolved by pull request 13972
[https://g
Xiangrui Meng created SPARK-16442:
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Summary: MLlib wrappers for SparkR 2.1
Key: SPARK-16442
URL: https://issues.apache.org/jira/browse/SPARK-16442
Project: Spark
Issue Type: Umbrella
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Xiangrui Meng reassigned SPARK-16442:
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Assignee: Xiangrui Meng
> MLlib wrappers for SparkR 2.1
> -
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https://issues.apache.org/jira/browse/SPARK-15581?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Xiangrui Meng updated SPARK-15581:
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Description:
This is a master list for MLlib improvements we are working on for the next
relea
Xiangrui Meng created SPARK-16443:
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Summary: ALS wrapper in SparkR
Key: SPARK-16443
URL: https://issues.apache.org/jira/browse/SPARK-16443
Project: Spark
Issue Type: Sub-task
Repo
Xiangrui Meng created SPARK-16444:
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Summary: IsotonicRegression in SparkR
Key: SPARK-16444
URL: https://issues.apache.org/jira/browse/SPARK-16444
Project: Spark
Issue Type: Sub-task
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Xiangrui Meng updated SPARK-16444:
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Target Version/s: 2.1.0
Description:
Implement Isotonic Regression wrapper and other u
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Xiangrui Meng commented on SPARK-16444:
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[~wangmiao1981] Would you be interested in
Xiangrui Meng created SPARK-16445:
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Summary: Multilayer Perceptron Classifier wrapper in SparkR
Key: SPARK-16445
URL: https://issues.apache.org/jira/browse/SPARK-16445
Project: Spark
Issue Ty
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https://issues.apache.org/jira/browse/SPARK-16137?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Xiangrui Meng updated SPARK-16137:
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Issue Type: Sub-task (was: New Feature)
Parent: SPARK-16442
> Random Forest wrapper in
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Xiangrui Meng updated SPARK-15767:
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Issue Type: Sub-task (was: New Feature)
Parent: SPARK-16442
> Decision Tree Regression
Xiangrui Meng created SPARK-16447:
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Summary: LDA wrapper in SparkR
Key: SPARK-16447
URL: https://issues.apache.org/jira/browse/SPARK-16447
Project: Spark
Issue Type: Sub-task
Repo
Xiangrui Meng created SPARK-16446:
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Summary: Gaussian Mixture Model wrapper in SparkR
Key: SPARK-16446
URL: https://issues.apache.org/jira/browse/SPARK-16446
Project: Spark
Issue Type: Sub-ta
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Xiangrui Meng commented on SPARK-16446:
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[~yanboliang] Do you have time to work on
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Xiangrui Meng commented on SPARK-15767:
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This was discussed in SPARK-14831. We shou
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Xiangrui Meng updated SPARK-16444:
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Assignee: Miao Wang
> Isotonic Regression wrapper in SparkR
> -
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Xiangrui Meng updated SPARK-16445:
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Assignee: Xin Ren
> Multilayer Perceptron Classifier wrapper in SparkR
> --
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Xiangrui Meng commented on SPARK-16447:
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Assigned. Thanks!
> LDA wrapper in SparkR
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Xiangrui Meng commented on SPARK-16445:
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The target version is 2.1.0. So no strict
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Xiangrui Meng updated SPARK-16447:
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Assignee: Xusen Yin
> LDA wrapper in SparkR
> -
>
> Key: SP
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Xiangrui Meng updated SPARK-16538:
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Fix Version/s: 1.6.3
> Cannot use "SparkR::sql"
>
>
>
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Xiangrui Meng updated SPARK-16579:
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Assignee: Junyang Qian
> Add a spark install function
>
>
>
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Xiangrui Meng updated SPARK-16444:
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Shepherd: Junyang Qian
> Isotonic Regression wrapper in SparkR
> --
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Xiangrui Meng commented on SPARK-16446:
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[~yanboliang] Any updates?
> Gaussian Mix
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Xiangrui Meng commented on SPARK-16445:
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[~iamshrek] Any updates?
> Multilayer Per
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Xiangrui Meng updated SPARK-25994:
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Component/s: (was: GraphX)
Graph
> SPIP: Property Graphs, Cypher Queries,
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Xiangrui Meng updated SPARK-25994:
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Issue Type: Epic (was: New Feature)
> SPIP: Property Graphs, Cypher Queries, and Algorithms
>
Xiangrui Meng created SPARK-27299:
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Summary: Design: Property graph construction, save/load, and query
APIs
Key: SPARK-27299
URL: https://issues.apache.org/jira/browse/SPARK-27299
Project: Spark
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Xiangrui Meng updated SPARK-27299:
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Description:
Design doc for property graph and Cypher queries.
* Construct a property graph.
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Xiangrui Meng updated SPARK-27299:
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Description:
Design doc for property graph and Cypher queries.
* Construct a property graph.
Xiangrui Meng created SPARK-27300:
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Summary: Create the new graph projects in Spark
Key: SPARK-27300
URL: https://issues.apache.org/jira/browse/SPARK-27300
Project: Spark
Issue Type: Story
Xiangrui Meng created SPARK-27302:
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Summary: Design: graph algorithms based on property graphs
Key: SPARK-27302
URL: https://issues.apache.org/jira/browse/SPARK-27302
Project: Spark
Issue Typ
Xiangrui Meng created SPARK-27303:
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Summary: PropertyGraph construction (Scala/Java)
Key: SPARK-27303
URL: https://issues.apache.org/jira/browse/SPARK-27303
Project: Spark
Issue Type: Story
Xiangrui Meng created SPARK-27304:
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Summary: PropertyGraph save/load (Scala/Java)
Key: SPARK-27304
URL: https://issues.apache.org/jira/browse/SPARK-27304
Project: Spark
Issue Type: Story
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Xiangrui Meng updated SPARK-27300:
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Summary: Create the new graph projects in Spark and set up build/test
(was: Create the new gr
Xiangrui Meng created SPARK-27305:
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Summary: PropertyGraph Cypher query (Java/Scala)
Key: SPARK-27305
URL: https://issues.apache.org/jira/browse/SPARK-27305
Project: Spark
Issue Type: Story
Xiangrui Meng created SPARK-27306:
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Summary: PropertyGraph construction (Python)
Key: SPARK-27306
URL: https://issues.apache.org/jira/browse/SPARK-27306
Project: Spark
Issue Type: Story
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Xiangrui Meng updated SPARK-25994:
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Epic Name: Property Graph / Cypher / Algorithms
> SPIP: Property Graphs, Cypher Queries, and A
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Xiangrui Meng updated SPARK-27306:
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Description: Python API and test for SPARK-27303. (was: Python API for
SPARK-27303.)
> Prope
Xiangrui Meng created SPARK-27308:
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Summary: PropertyGraph Cypher query (Python)
Key: SPARK-27308
URL: https://issues.apache.org/jira/browse/SPARK-27308
Project: Spark
Issue Type: Story
Xiangrui Meng created SPARK-27307:
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Summary: PropertyGraph save/load (Python)
Key: SPARK-27307
URL: https://issues.apache.org/jira/browse/SPARK-27307
Project: Spark
Issue Type: Story
Xiangrui Meng created SPARK-27309:
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Summary: ProperGraph SparkSession adapter (Scala/Java)
Key: SPARK-27309
URL: https://issues.apache.org/jira/browse/SPARK-27309
Project: Spark
Issue Type: S
Xiangrui Meng created SPARK-27310:
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Summary: PropertyGraph SparkSession adapter (Python)
Key: SPARK-27310
URL: https://issues.apache.org/jira/browse/SPARK-27310
Project: Spark
Issue Type: Sto
Xiangrui Meng created SPARK-27311:
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Summary: New graph component user guide (PropertyGraph / Query)
Key: SPARK-27311
URL: https://issues.apache.org/jira/browse/SPARK-27311
Project: Spark
Issu
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Xiangrui Meng updated SPARK-27300:
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Description:
* Create graph projects in Spark repo that works with both maven and sbt.
* Add i
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Xiangrui Meng updated SPARK-27309:
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Summary: PropertyGraph SparkSession adapter (Scala/Java) (was: ProperGraph
SparkSession adapt
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Xiangrui Meng updated SPARK-27309:
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Description: Create SparkSession adapter to simply ProperGraph creation
(Scala implicits? pend
Xiangrui Meng created SPARK-27312:
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Summary: PropertyGraph <-> GraphX conversions
Key: SPARK-27312
URL: https://issues.apache.org/jira/browse/SPARK-27312
Project: Spark
Issue Type: Story
Xiangrui Meng created SPARK-27313:
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Summary: DataFrame-based PropertyGraph algorithms
Key: SPARK-27313
URL: https://issues.apache.org/jira/browse/SPARK-27313
Project: Spark
Issue Type: Story
Xiangrui Meng created SPARK-27315:
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Summary: GraphX-based PropertyGraph algorithms
Key: SPARK-27315
URL: https://issues.apache.org/jira/browse/SPARK-27315
Project: Spark
Issue Type: Story
Xiangrui Meng created SPARK-27316:
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Summary: Query-based PropertyGraph algorithms
Key: SPARK-27316
URL: https://issues.apache.org/jira/browse/SPARK-27316
Project: Spark
Issue Type: Story
Xiangrui Meng created SPARK-27317:
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Summary: New graph component user guide (algorithms)
Key: SPARK-27317
URL: https://issues.apache.org/jira/browse/SPARK-27317
Project: Spark
Issue Type: Sto
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Xiangrui Meng commented on SPARK-27299:
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[~mju] Could you post the draft design do
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Xiangrui Meng reassigned SPARK-27024:
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Assignee: Thomas Graves
> Design executor interface to support GPU resources
>
Xiangrui Meng created SPARK-27360:
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Summary: Design: Standalone cluster mode support for GPU-aware
scheduling
Key: SPARK-27360
URL: https://issues.apache.org/jira/browse/SPARK-27360
Project: Spark
Xiangrui Meng created SPARK-27361:
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Summary: Design: YARN support for GPU-aware scheduling
Key: SPARK-27361
URL: https://issues.apache.org/jira/browse/SPARK-27361
Project: Spark
Issue Type: S
Xiangrui Meng created SPARK-27362:
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Summary: Design: Kubernetes support for GPU-aware scheduling
Key: SPARK-27362
URL: https://issues.apache.org/jira/browse/SPARK-27362
Project: Spark
Issue T
Xiangrui Meng created SPARK-27363:
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Summary: Design: Mesos support for GPU-aware scheduling
Key: SPARK-27363
URL: https://issues.apache.org/jira/browse/SPARK-27363
Project: Spark
Issue Type:
Xiangrui Meng created SPARK-27364:
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Summary: Design: User-facing APIs for GPU-aware scheduling
Key: SPARK-27364
URL: https://issues.apache.org/jira/browse/SPARK-27364
Project: Spark
Issue Typ
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Xiangrui Meng updated SPARK-27024:
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Summary: Design: Executor interface for cluster managers to support GPU
resources (was: Desig
Xiangrui Meng created SPARK-27365:
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Summary: Spark Jenkins setup to support GPU-aware scheduling
Key: SPARK-27365
URL: https://issues.apache.org/jira/browse/SPARK-27365
Project: Spark
Issue T
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Xiangrui Meng updated SPARK-27360:
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Summary: Standalone cluster mode support for GPU-aware scheduling (was:
Design: Standalone cl
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Xiangrui Meng updated SPARK-27024:
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Summary: Executor interface for cluster managers to support GPU resources
(was: Design: Execu
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Xiangrui Meng updated SPARK-27362:
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Summary: Kubernetes support for GPU-aware scheduling (was: Design:
Kubernetes support for GPU
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Xiangrui Meng updated SPARK-27363:
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Summary: Mesos support for GPU-aware scheduling (was: Design: Mesos
support for GPU-aware sch
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Xiangrui Meng updated SPARK-27364:
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Summary: User-facing APIs for GPU-aware scheduling (was: Design:
User-facing APIs for GPU-awa
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Xiangrui Meng updated SPARK-27361:
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Summary: YARN support for GPU-aware scheduling (was: Design: YARN support
for GPU-aware sched
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Xiangrui Meng updated SPARK-27364:
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Description:
Design and implement:
* General guidelines for cluster managers to understand re
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Xiangrui Meng reassigned SPARK-27005:
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Assignee: Xingbo Jiang
> Design sketch: Accelerator-aware scheduling
>
Xiangrui Meng created SPARK-27366:
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Summary: Spark scheduler internal changes to support GPU scheduling
Key: SPARK-27366
URL: https://issues.apache.org/jira/browse/SPARK-27366
Project: Spark
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Xiangrui Meng updated SPARK-27005:
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Summary: Design sketch for SPIP discussion: Accelerator-aware scheduling
(was: Design sketch:
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Xiangrui Meng resolved SPARK-27005.
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Resolution: Done
Fix Version/s: 3.0.0
I'm closing the ticket since SPIP passed vote.
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Xiangrui Meng reassigned SPARK-27360:
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Assignee: Xiangrui Meng
> Standalone cluster mode support for GPU-aware scheduling
> --
Xiangrui Meng created SPARK-27368:
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Summary: Design: Standalone supports GPU scheduling
Key: SPARK-27368
URL: https://issues.apache.org/jira/browse/SPARK-27368
Project: Spark
Issue Type: Sub-
Xiangrui Meng created SPARK-27369:
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Summary: Standalone support static conf to describe GPU resources
Key: SPARK-27369
URL: https://issues.apache.org/jira/browse/SPARK-27369
Project: Spark
Is
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https://issues.apache.org/jira/browse/SPARK-27360?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Xiangrui Meng updated SPARK-27360:
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Description:
Design work for the standalone manager to support GPU-aware scheduling:
1. stati
Xiangrui Meng created SPARK-27370:
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Summary: spark-submit requests GPUs in standalone mode
Key: SPARK-27370
URL: https://issues.apache.org/jira/browse/SPARK-27370
Project: Spark
Issue Type: S
Xiangrui Meng created SPARK-27371:
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Summary: Standalone worker can auto discover GPUs
Key: SPARK-27371
URL: https://issues.apache.org/jira/browse/SPARK-27371
Project: Spark
Issue Type: Sub-ta
Xiangrui Meng created SPARK-27372:
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Summary: Standalone executor process-level isolation to support
GPU scheduling
Key: SPARK-27372
URL: https://issues.apache.org/jira/browse/SPARK-27372
Project: Spar
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https://issues.apache.org/jira/browse/SPARK-27360?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Xiangrui Meng updated SPARK-27360:
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Description:
Design and implement standalone manager support for GPU-aware scheduling:
1. sta
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https://issues.apache.org/jira/browse/SPARK-27362?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Xiangrui Meng updated SPARK-27362:
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Description: Design and implement k8s support for GPU-aware scheduling.
> Kubernetes support f
Xiangrui Meng created SPARK-27373:
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Summary: Design: Kubernetes support for GPU-aware scheduling
Key: SPARK-27373
URL: https://issues.apache.org/jira/browse/SPARK-27373
Project: Spark
Issue T
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https://issues.apache.org/jira/browse/SPARK-27365?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Xiangrui Meng updated SPARK-27365:
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Summary: Spark Jenkins to support testing GPU-aware scheduling features
(was: Spark Jenkins s
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https://issues.apache.org/jira/browse/SPARK-27365?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Xiangrui Meng updated SPARK-27365:
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Summary: Spark Jenkins supports testing GPU-aware scheduling features
(was: Spark Jenkins to
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