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Forum Posts

145093
by New Contributor II
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  • 2 replies
  • 2 kudos

MLFlow model loading taking long time and "model serving" failing during init

I am trying to load a simple Minmaxscaler model that was logged as a run through spark's ML Pipeline api for reuse. On average it takes 40+ seconds just to load the model with the following example: This is fine and the model transforms my data corre...

simple model load sometimes the model takes almost 3 min just to load
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  • 2 replies
  • 2 kudos
Latest Reply
DanSimpson
New Contributor II
  • 2 kudos

Hello,Any solutions found for this issue?I'm serving up a large number of models at a time, but since we converted to PySpark (due to our data demands), the mlflow.spark.load_model() is taking hours.Part of the reason to switch to spark was to help w...

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mradassaad
by New Contributor III
  • 2236 Views
  • 4 replies
  • 1 kudos

Resolved! Tuning `CrossValidator` spark job performance

I am running a 3-fold cross validation of an ML pipeline that utilizes `GBTClassifier` as the final step. It takes 18 hours to run and I am looking for feedback into how to improve the performance as I expect this to go faster.For context here is the...

Random Forest Job Random Forest Job Summary GBT storage top half
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  • 4 replies
  • 1 kudos
Latest Reply
Kaniz
Community Manager
  • 1 kudos

Hi @Assaad Mrad​  , Just a friendly follow-up. Do you still need help, or @Chris Chalcraft​ 's response help you to find the solution? Please let us know.

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