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#I am not entirely sure if this is necessary. I believe that calling release on the futures should be enough to free up memory. If memory issues persist, this may be a good place to start.
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client.run(gc.collect) #run garbage collection to free up memory
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#client.run(gc.collect) #run garbage collection to free up memory
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###############################
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# Step 2: Early Stopping
@@ -723,7 +723,7 @@ def optimize(self):
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future.release() #release the future
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#I am not entirely sure if this is necessary. I believe that calling release on the futures should be enough to free up memory. If memory issues persist, this may be a good place to start.
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client.run(gc.collect) #run garbage collection to free up memory
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#client.run(gc.collect) #run garbage collection to free up memory
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