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Questions tagged [auto-tuning]

7 questions
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votes
0 answers

PyAutoTune silent output

I've been playing around with the PyAutoTune module for a while now, and I can't seem to make it work. Unfortunately, documentation is non-existent, and the only thing I have to work with is is the example in the Examples folder. What I would like…
Aschie4589
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Hyperparameter tuning using talos: random search

I am using talos to tune the hyperparameters of a multi input multi output neural network. I want to use randomized search; however, when use random_method option in talos, it tries each and every combination of the hyperparameters. Here are the…
devcloud
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Problem on Auto tune and custom resampling mlr3

I have some problems on my datas, I put again my native datas : structure(list(PatientID = c("P1", "P1", "P1", "P1", "P1", "P1", "P2", "P2", "P3", "P4", "P5", "P5", "P5", "P5", "P5", "P6", "P6", "P6"), LesionResponse = structure(c(2L, 1L, 2L,…
NDe
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Why is Azure SQL database "force plan" automatic tuning disabled by the system?

I have set the the "desired state" to ON for the three automatic tuning options for my Azure SQL database (i.e. force plan, create index, drop index). The database compatibility level is 150 and the Query Store operation mode is "read…
jamesfm
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SageMaker tuning job cannot use P2 or P3 instances

I am trying to use AWS SageMaker Hyperparameter tuning job. I can use C5 instance, however, when trying to use either p2 or p3 I get this error. {{botocore.errorfactory.ResourceLimitExceeded: An error occurred (ResourceLimitExceeded) when calling…
Neda Ebrahimi
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1 answer

CNN forward function , AutoTuning the number of layers

class ConvolutionalNetwork(nn.Module): def __init__(self, in_features, trial): # we optimize the number of layers, hidden units and dropout ratio in each layer. n_layers = self.trial.suggest_int("n_layers", 1, 5) p =…
Tonz
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Azure SQL Database Autotuning - Develop without worrying about indexes?

Azure's SQL database feature for auto-tuning creates and drops indexes based on database usage. I've imported an old database into Azure which did not have comprehensive indexes defined and it seems to of done a great job on reducing CPU & DTU…
Tom Gullen
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