diff options
Diffstat (limited to 'feature_selection.rb')
-rw-r--r-- | feature_selection.rb | 93 |
1 files changed, 0 insertions, 93 deletions
diff --git a/feature_selection.rb b/feature_selection.rb deleted file mode 100644 index 556ccf8..0000000 --- a/feature_selection.rb +++ /dev/null @@ -1,93 +0,0 @@ -# Get list of feature_selection algorithms -# -# @return [text/uri-list] URIs of feature_selection algorithms -get '/feature_selection/?' do - list = [ url_for('/feature_selection/rfe', :full) ].join("\n") + "\n" - case request.env['HTTP_ACCEPT'] - when /text\/html/ - content_type "text/html" - OpenTox.text_to_html list - else - content_type 'text/uri-list' - list - end -end - -# Get RDF/XML representation of feature_selection rfe algorithm -# @return [application/rdf+xml] OWL-DL representation of feature_selection rfe algorithm -get "/feature_selection/rfe/?" do - algorithm = OpenTox::Algorithm::Generic.new(url_for('/feature_selection/rfe',:full)) - algorithm.metadata = { - DC.title => 'recursive feature elimination', - DC.creator => "andreas@maunz.de, helma@in-silico.ch", - DC.contributor => "vorgrimmlerdavid@gmx.de", - BO.instanceOf => "http://opentox.org/ontology/ist-algorithms.owl#feature_selection_rfe", - RDF.type => [OT.Algorithm,OTA.PatternMiningSupervised], - OT.parameters => [ - { DC.description => "Dataset URI", OT.paramScope => "mandatory", DC.title => "dataset_uri" }, - { DC.description => "Prediction Feature URI", OT.paramScope => "mandatory", DC.title => "prediction_feature_uri" }, - { DC.description => "Feature Dataset URI", OT.paramScope => "mandatory", DC.title => "feature_dataset_uri" }, - { DC.description => "Delete Instances with missing values", OT.paramScope => "optional", DC.title => "del_missing" } - ] - } - case request.env['HTTP_ACCEPT'] - when /text\/html/ - content_type "text/html" - OpenTox.text_to_html algorithm.to_yaml - when /application\/x-yaml/ - content_type "application/x-yaml" - algorithm.to_yaml - else - response['Content-Type'] = 'application/rdf+xml' - algorithm.to_rdfxml - end -end - -# Run rfe algorithm on dataset -# -# @param [String] dataset_uri URI of the training dataset -# @param [String] feature_dataset_uri URI of the feature dataset -# @return [text/uri-list] Task URI -post '/feature_selection/rfe/?' do - - raise OpenTox::NotFoundError.new "Please submit a dataset_uri." unless params[:dataset_uri] - raise OpenTox::NotFoundError.new "Please submit a prediction_feature_uri." unless params[:prediction_feature_uri] - raise OpenTox::NotFoundError.new "Please submit a feature_dataset_uri." unless params[:feature_dataset_uri] - - ds_csv=OpenTox::RestClientWrapper.get( params[:dataset_uri], {:accept => "text/csv"} ) - tf_ds=Tempfile.open(['rfe_', '.csv']) - tf_ds.puts(ds_csv) - tf_ds.flush() - - prediction_feature = params[:prediction_feature_uri].split('/').last # get col name - - fds_csv=OpenTox::RestClientWrapper.get( params[:feature_dataset_uri], {:accept => "text/csv"}) - tf_fds=Tempfile.open(['rfe_', '.csv']) - tf_fds.puts(fds_csv) - tf_fds.flush() - - del_missing = params[:del_missing] == "true" ? true : false - - task = OpenTox::Task.create("Recursive Feature Elimination", url_for('/feature_selection',:full)) do |task| - r_result_file = OpenTox::Algorithm::FeatureSelection.rfe( { :ds_csv_file => tf_ds.path, :prediction_feature => prediction_feature, :fds_csv_file => tf_fds.path, :del_missing => del_missing } ) - - parser = OpenTox::Parser::Spreadsheets.new - ds = OpenTox::Dataset.new - ds.save - parser.dataset = ds - ds = parser.load_csv(File.open(r_result_file).read,false,true) - ds.save - r_result_uri = ds.uri - #r_result_uri = OpenTox::Dataset.create_from_csv_file(r_result_file).uri - begin - tf_ds.close!; tf_fds.close! - File.unlink(r_result_file) - rescue - end - r_result_uri - end - response['Content-Type'] = 'text/uri-list' - raise OpenTox::ServiceUnavailableError.newtask.uri+"\n" if task.status == "Cancelled" - halt 202,task.uri.to_s+"\n" -end - |