diff options
Diffstat (limited to '5x_cv/CV_ds_pctype_prop_algo_rseed.rb')
-rw-r--r-- | 5x_cv/CV_ds_pctype_prop_algo_rseed.rb | 60 |
1 files changed, 60 insertions, 0 deletions
diff --git a/5x_cv/CV_ds_pctype_prop_algo_rseed.rb b/5x_cv/CV_ds_pctype_prop_algo_rseed.rb new file mode 100644 index 0000000..b9c55dd --- /dev/null +++ b/5x_cv/CV_ds_pctype_prop_algo_rseed.rb @@ -0,0 +1,60 @@ +# Do a 10-fold crossvalidation +# # Author: Andreas Maunz, David Vorgrimmler +# # @params: Dataset_name(see dataset_nestle.yaml), pc_type(electronic,cpsa or constitutional ...), prop(true or false), prediction_algorithm(local_mlr_prop or local_svm_regression ...) + +if ARGV.size != 5 + puts "Args: ds_name, pc_type, prop, algo, random_seed" + puts ARGV.size + exit +end + +ds_file = "datasets_nestle.yaml" +pwd=`pwd` +path = "#{pwd.chop}/#{ds_file}" +if File.exists?(path) + puts "#{ds_file} exists" +else + puts "#{ds_file} does not exist." + exit +end + +require 'rubygems' +require 'opentox-ruby' +require 'yaml' + +subjectid = nil + +ds_name = ARGV[0] # e.g. MOU +pc_type = ARGV[1] # e.g. electronic,cpsa +prop = ARGV[2] # true or false +algo = ARGV[3] # e.g. local_svm_regression, local_mlr_prop +r_seed = ARGV[4] # 1, 2, ..., 10 + +ds = YAML::load_file("datasets_nestle.yaml") +ds_uri = ds[ds_name]["dataset"] +pc_ds_uri = ds[ds_name][pc_type] + +algo_params = "pc_type=#{pc_type}"; +algo_params += ";feature_dataset_uri=#{pc_ds_uri}" +algo_params += ";propositionalized=#{prop}" +algo_params += ";prediction_algorithm=#{algo}" +puts algo_params.to_yaml + +prediction_feature = OpenTox::Dataset.find(ds_uri).features.keys.first + + +# Ready +cv_args = {} +cv_args[:dataset_uri] = ds_uri +cv_args[:prediction_feature] = prediction_feature +cv_args[:algorithm_uri] = "http://toxcreate3.in-silico.ch:8087/algorithm/lazar" +cv_args[:algorithm_params] = algo_params +cv_args[:stratified] = false +cv_args[:random_seed] = r_seed +puts cv_args.to_yaml + +cv = OpenTox::Crossvalidation.create(cv_args).uri +puts cv + +cvr = OpenTox::CrossvalidationReport.create( cv , subjectid).uri +puts cvr |