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[SPARK-5714][Mllib] Refactor initial step of LDA to remove redundant operations #4501

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@viirya viirya commented Feb 10, 2015

The initialState of LDA performs several RDD operations that looks redundant. This pr tries to simplify these operations.

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SparkQA commented Feb 10, 2015

Test build #27193 has finished for PR 4501 at commit 9af1487.

  • This patch fails Spark unit tests.
  • This patch merges cleanly.
  • This patch adds no public classes.

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viirya commented Feb 10, 2015

an unrelated failure...

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viirya commented Feb 10, 2015

cc @jkbradley.

partEdges.flatMap { edge =>
val gamma = normalize(BDV.fill[Double](k)(random.nextDouble()), 1.0)
val sum = BDV.zeros[Double](k)
brzAxpy(edge.attr, gamma, sum)
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This is val sum = gamma * edge.attr. We don't need axpy if the target vector does not exist.

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SparkQA commented Feb 11, 2015

Test build #27268 has finished for PR 4501 at commit 4870fe4.

  • This patch passes all tests.
  • This patch merges cleanly.
  • This patch adds no public classes.

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mengxr commented Feb 11, 2015

LGTM. Merged into master and branch-1.3. Thanks!

@asfgit asfgit closed this in f86a89a Feb 11, 2015
asfgit pushed a commit that referenced this pull request Feb 11, 2015
…operations

The `initialState` of LDA performs several RDD operations that looks redundant. This pr tries to simplify these operations.

Author: Liang-Chi Hsieh <viirya@gmail.com>

Closes #4501 from viirya/sim_lda and squashes the following commits:

4870fe4 [Liang-Chi Hsieh] For comments.
9af1487 [Liang-Chi Hsieh] Refactor initial step of LDA to remove redundant operations.

(cherry picked from commit f86a89a)
Signed-off-by: Xiangrui Meng <meng@databricks.com>
@viirya viirya deleted the sim_lda branch December 27, 2023 18:31
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3 participants