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An example of saving and loading H2O model in R
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# Example: Saving and loading H2O models | |
# Using Iris for this example | |
d_train <- iris | |
# Initialize H2O | |
library(h2o) | |
h2o.init(nthreads = -1) | |
# Train a DRF model | |
hex_train <- as.h2o(d_train) | |
features <- colnames(d_train)[1:4] | |
target <- "Species" | |
DRF <- h2o.randomForest(x = features, y = target, | |
training_frame = hex_train, | |
model_id = "myDRF", | |
ntrees = 100) | |
# Save the DRF model to disk | |
# the model will be saved as "./folder_for_myDRF/myDRF" | |
h2o.saveModel(DRF, path = "folder_for_myDRF") # define your path here | |
# Re-load the DRF model from disk | |
DRF_from_disk <- h2o.loadModel(path = "./folder_for_myDRF/myDRF") | |
# Print the models and compare | |
print(DRF) | |
print(DRF_from_disk) |
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