Memory Utilization R h2o
I'm working on the Titanic. However I've run into a problem where the model no longer runs but instead throws back an error that seems to have something to do with memory allocation.
Error: water.exceptions.H2OModelBuilderIllegalArgumentException: Illegal argument(s) for DRF model: DRF_model_R_1542172359909_24373_cv_1. Details: ERRR on field: _ntrees: The tree model will not fit in the driver node's memory (2.4 KB per tree x 500 > Zero ) - try decreasing ntrees and/or max_depth or increasing min_rows!
Here is my code sample:
y<-"Survived"
x<-setdiff(names(newtrain_imp),y)
rf_mod<-h2o.randomForest(x,y,train_set,
nfolds = 10,
keep_cross_validation_predictions = T,
seed=233,
mtries = 8,#sampling default-1 set to al
ntrees = 500,
max_depth = 12,
validation_frame = validate_set,
binomial_double_trees = T)
r h2o
add a comment |
I'm working on the Titanic. However I've run into a problem where the model no longer runs but instead throws back an error that seems to have something to do with memory allocation.
Error: water.exceptions.H2OModelBuilderIllegalArgumentException: Illegal argument(s) for DRF model: DRF_model_R_1542172359909_24373_cv_1. Details: ERRR on field: _ntrees: The tree model will not fit in the driver node's memory (2.4 KB per tree x 500 > Zero ) - try decreasing ntrees and/or max_depth or increasing min_rows!
Here is my code sample:
y<-"Survived"
x<-setdiff(names(newtrain_imp),y)
rf_mod<-h2o.randomForest(x,y,train_set,
nfolds = 10,
keep_cross_validation_predictions = T,
seed=233,
mtries = 8,#sampling default-1 set to al
ntrees = 500,
max_depth = 12,
validation_frame = validate_set,
binomial_double_trees = T)
r h2o
During initiating h2o using h2o.init(max_mem_size = ) here set the amount of RAM you want h2o to utilize.
– Hunaidkhan
Nov 14 '18 at 6:11
Also it will be good if you can provide reproducible example using dput()
– Hunaidkhan
Nov 14 '18 at 6:15
Restarting the session solved it. I wonder how to close this question.
– NelsonGon
Nov 14 '18 at 6:19
you can click on marked as answer to close it .
– Hunaidkhan
Nov 14 '18 at 6:20
There's no answer though.
– NelsonGon
Nov 14 '18 at 6:22
add a comment |
I'm working on the Titanic. However I've run into a problem where the model no longer runs but instead throws back an error that seems to have something to do with memory allocation.
Error: water.exceptions.H2OModelBuilderIllegalArgumentException: Illegal argument(s) for DRF model: DRF_model_R_1542172359909_24373_cv_1. Details: ERRR on field: _ntrees: The tree model will not fit in the driver node's memory (2.4 KB per tree x 500 > Zero ) - try decreasing ntrees and/or max_depth or increasing min_rows!
Here is my code sample:
y<-"Survived"
x<-setdiff(names(newtrain_imp),y)
rf_mod<-h2o.randomForest(x,y,train_set,
nfolds = 10,
keep_cross_validation_predictions = T,
seed=233,
mtries = 8,#sampling default-1 set to al
ntrees = 500,
max_depth = 12,
validation_frame = validate_set,
binomial_double_trees = T)
r h2o
I'm working on the Titanic. However I've run into a problem where the model no longer runs but instead throws back an error that seems to have something to do with memory allocation.
Error: water.exceptions.H2OModelBuilderIllegalArgumentException: Illegal argument(s) for DRF model: DRF_model_R_1542172359909_24373_cv_1. Details: ERRR on field: _ntrees: The tree model will not fit in the driver node's memory (2.4 KB per tree x 500 > Zero ) - try decreasing ntrees and/or max_depth or increasing min_rows!
Here is my code sample:
y<-"Survived"
x<-setdiff(names(newtrain_imp),y)
rf_mod<-h2o.randomForest(x,y,train_set,
nfolds = 10,
keep_cross_validation_predictions = T,
seed=233,
mtries = 8,#sampling default-1 set to al
ntrees = 500,
max_depth = 12,
validation_frame = validate_set,
binomial_double_trees = T)
r h2o
r h2o
asked Nov 14 '18 at 6:03
NelsonGonNelsonGon
2,3792628
2,3792628
During initiating h2o using h2o.init(max_mem_size = ) here set the amount of RAM you want h2o to utilize.
– Hunaidkhan
Nov 14 '18 at 6:11
Also it will be good if you can provide reproducible example using dput()
– Hunaidkhan
Nov 14 '18 at 6:15
Restarting the session solved it. I wonder how to close this question.
– NelsonGon
Nov 14 '18 at 6:19
you can click on marked as answer to close it .
– Hunaidkhan
Nov 14 '18 at 6:20
There's no answer though.
– NelsonGon
Nov 14 '18 at 6:22
add a comment |
During initiating h2o using h2o.init(max_mem_size = ) here set the amount of RAM you want h2o to utilize.
– Hunaidkhan
Nov 14 '18 at 6:11
Also it will be good if you can provide reproducible example using dput()
– Hunaidkhan
Nov 14 '18 at 6:15
Restarting the session solved it. I wonder how to close this question.
– NelsonGon
Nov 14 '18 at 6:19
you can click on marked as answer to close it .
– Hunaidkhan
Nov 14 '18 at 6:20
There's no answer though.
– NelsonGon
Nov 14 '18 at 6:22
During initiating h2o using h2o.init(max_mem_size = ) here set the amount of RAM you want h2o to utilize.
– Hunaidkhan
Nov 14 '18 at 6:11
During initiating h2o using h2o.init(max_mem_size = ) here set the amount of RAM you want h2o to utilize.
– Hunaidkhan
Nov 14 '18 at 6:11
Also it will be good if you can provide reproducible example using dput()
– Hunaidkhan
Nov 14 '18 at 6:15
Also it will be good if you can provide reproducible example using dput()
– Hunaidkhan
Nov 14 '18 at 6:15
Restarting the session solved it. I wonder how to close this question.
– NelsonGon
Nov 14 '18 at 6:19
Restarting the session solved it. I wonder how to close this question.
– NelsonGon
Nov 14 '18 at 6:19
you can click on marked as answer to close it .
– Hunaidkhan
Nov 14 '18 at 6:20
you can click on marked as answer to close it .
– Hunaidkhan
Nov 14 '18 at 6:20
There's no answer though.
– NelsonGon
Nov 14 '18 at 6:22
There's no answer though.
– NelsonGon
Nov 14 '18 at 6:22
add a comment |
1 Answer
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During initiating h2o using h2o.init(max_mem_size = 8G) here set the amount of RAM you want h2o to utilize.
add a comment |
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1 Answer
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active
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votes
1 Answer
1
active
oldest
votes
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During initiating h2o using h2o.init(max_mem_size = 8G) here set the amount of RAM you want h2o to utilize.
add a comment |
During initiating h2o using h2o.init(max_mem_size = 8G) here set the amount of RAM you want h2o to utilize.
add a comment |
During initiating h2o using h2o.init(max_mem_size = 8G) here set the amount of RAM you want h2o to utilize.
During initiating h2o using h2o.init(max_mem_size = 8G) here set the amount of RAM you want h2o to utilize.
answered Nov 14 '18 at 6:25
HunaidkhanHunaidkhan
834114
834114
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During initiating h2o using h2o.init(max_mem_size = ) here set the amount of RAM you want h2o to utilize.
– Hunaidkhan
Nov 14 '18 at 6:11
Also it will be good if you can provide reproducible example using dput()
– Hunaidkhan
Nov 14 '18 at 6:15
Restarting the session solved it. I wonder how to close this question.
– NelsonGon
Nov 14 '18 at 6:19
you can click on marked as answer to close it .
– Hunaidkhan
Nov 14 '18 at 6:20
There's no answer though.
– NelsonGon
Nov 14 '18 at 6:22