[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
Github user jkbradley commented on the issue: https://github.com/apache/spark/pull/14547 CC: @hhbyyh Would you mind taking a look at this since you're familiar with GBTs? Thanks in advance! This should be one of the most important improvements in terms of accuracy, especially once we get soft predictions (for AUC measurements) from GBTs. --- If your project is set up for it, you can reply to this email and have your reply appear on GitHub as well. If your project does not have this feature enabled and wishes so, or if the feature is enabled but not working, please contact infrastructure at infrastruct...@apache.org or file a JIRA ticket with INFRA. --- - To unsubscribe, e-mail: reviews-unsubscr...@spark.apache.org For additional commands, e-mail: reviews-h...@spark.apache.org
[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
Github user vlad17 commented on the issue: https://github.com/apache/spark/pull/14547 @sethah Thanks for the FYI. I'm pretty confident that it'll help since now we're directly optimizing the loss function. However, it would be nice to prove this. Unfortunately, the example I linked above uses a skewed dataset. The only estimator whose behavior changed is GBTClassifier (now the bernoulli predictions use an NR step rather than guess the mean). And since the raw prediction column is unavailable for the GBTClassifier, I can't really compare the classifiers sensibly on skewed datasets since AUC is out of the question. I'm going to have to spend some time trying to find a "real" dataset that's not skewed but large enough to be meaningful or just make an artificial one. And also spark-perf will need to be re-run. Also, regarding the binary incompatibility failure - part of that was my fault, part of it was due to an incompatibility with a package-private method. I added an exception for the binary incompatibility for the package-private method - is that OK? --- If your project is set up for it, you can reply to this email and have your reply appear on GitHub as well. If your project does not have this feature enabled and wishes so, or if the feature is enabled but not working, please contact infrastructure at infrastruct...@apache.org or file a JIRA ticket with INFRA. --- - To unsubscribe, e-mail: reviews-unsubscr...@spark.apache.org For additional commands, e-mail: reviews-h...@spark.apache.org
[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
Github user sethah commented on the issue: https://github.com/apache/spark/pull/14547 @vlad17 I do not get alerted when you comment on the squashed PR, as an FYI. I was using the databricks spark-perf package for performance testing. I'd be interested to see that TreeBoost algorithm provides "better" results than the non-TreeBoost version if that's possible. I think we need some provable improvement to show before we proceed with merging this patch. (It sounds like you are working on that currently). Thanks for the PR! I'll try to have a look sometime, but it may not be immediately. --- If your project is set up for it, you can reply to this email and have your reply appear on GitHub as well. If your project does not have this feature enabled and wishes so, or if the feature is enabled but not working, please contact infrastructure at infrastruct...@apache.org or file a JIRA ticket with INFRA. --- - To unsubscribe, e-mail: reviews-unsubscr...@spark.apache.org For additional commands, e-mail: reviews-h...@spark.apache.org
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
Github user vlad17 commented on the issue: https://github.com/apache/spark/pull/14547 @hhbyyh Would you mind reviewing this? --- If your project is set up for it, you can reply to this email and have your reply appear on GitHub as well. If your project does not have this feature enabled and wishes so, or if the feature is enabled but not working, please contact infrastructure at infrastruct...@apache.org or file a JIRA ticket with INFRA. --- - To unsubscribe, e-mail: reviews-unsubscr...@spark.apache.org For additional commands, e-mail: reviews-h...@spark.apache.org
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[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
Github user jkbradley commented on the issue: https://github.com/apache/spark/pull/14547 ok to test --- If your project is set up for it, you can reply to this email and have your reply appear on GitHub as well. If your project does not have this feature enabled and wishes so, or if the feature is enabled but not working, please contact infrastructure at infrastruct...@apache.org or file a JIRA ticket with INFRA. --- - To unsubscribe, e-mail: reviews-unsubscr...@spark.apache.org For additional commands, e-mail: reviews-h...@spark.apache.org
[GitHub] spark issue #14547: [SPARK-16718][MLlib] gbm-style treeboost [WIP]
Github user AmplabJenkins commented on the issue: https://github.com/apache/spark/pull/14547 Can one of the admins verify this patch? --- If your project is set up for it, you can reply to this email and have your reply appear on GitHub as well. If your project does not have this feature enabled and wishes so, or if the feature is enabled but not working, please contact infrastructure at infrastruct...@apache.org or file a JIRA ticket with INFRA. --- - To unsubscribe, e-mail: reviews-unsubscr...@spark.apache.org For additional commands, e-mail: reviews-h...@spark.apache.org
