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authormr <mr@mrautenberg.de>2011-02-08 12:58:30 +0100
committermr <mr@mrautenberg.de>2011-02-08 12:58:30 +0100
commite4a32e37ab8708aa8ae4dbfc6069e5ea75928f3f (patch)
tree1393e22245bb56cc49bdee8bc31fd6ae4276b700 /lib/validation.rb
parent26c0b93a02fddb60175747f7733d13e973257cd8 (diff)
manually insert code from mguetlein repository | restclientwrapper.post event with changed method call
Diffstat (limited to 'lib/validation.rb')
-rw-r--r--lib/validation.rb240
1 files changed, 183 insertions, 57 deletions
diff --git a/lib/validation.rb b/lib/validation.rb
index 23b246b..2ea19a9 100644
--- a/lib/validation.rb
+++ b/lib/validation.rb
@@ -1,70 +1,196 @@
module OpenTox
- class Validation
+ class Validation
include OpenTox
-
- attr_accessor :report_uri, :qmrf_report_uri
-
- def self.create_crossvalidation(params)
- params[:uri] = File.join(CONFIG[:services]['opentox-validation'], "crossvalidation")
- params[:num_folds] = 10 unless params[:num_folds]
- params[:random_seed] = 2 unless params[:random_seed]
- params[:stratified] = false unless params[:stratified]
- uri = OpenTox::RestClientWrapper.post(File.join(CONFIG[:services]["opentox-validation"],"/crossvalidation"),params,nil,false)
- OpenTox::Validation.new(uri)
- end
-
- def create_report(subjectid=nil)
- @report_uri = OpenTox::RestClientWrapper.post(File.join(CONFIG[:services]["opentox-validation"],"/report/crossvalidation"), {:validation_uris => @uri, :subjectid => subjectid}).to_s
- @report_uri
+
+ # find validation, raises error if not found
+ # @param [String] uri
+ # @param [String,optional] subjectid
+ # @return [OpenTox::Validation]
+ def self.find( uri, subjectid=nil )
+ val = Validation.new(uri)
+ val.load_metadata( subjectid )
+ val
end
-
- def create_qmrf_report(subjectid=nil)
- @qmrf_report_uri = OpenTox::RestClientWrapper.post(File.join(CONFIG[:services]["opentox-validation"],"/reach_report/qmrf"), {:model_uri => @uri, :subjectid => subjectid}).to_s
- @qmrf_report_uri
+
+ # creates a validation object from crossvaldiation statistics, raise error if not found
+ # (as crossvaldiation statistics are returned as an average valdidation over all folds)
+ # @param [String] crossvalidation uri
+ # @param [String,optional] subjectid
+ # @return [OpenTox::Validation]
+ def self.from_cv_statistics( crossvalidation_uri, subjectid=nil )
+ find( File.join(crossvalidation_uri, 'statistics'),subjectid )
end
-
- def summary(type, subjectid=nil)
- v = YAML.load OpenTox::RestClientWrapper.get(File.join(@uri, 'statistics'),{:accept => "application/x-yaml", :subjectid => subjectid}).to_s
-
- case type
- when "classification"
- tp=0; tn=0; fp=0; fn=0; n=0
- v[:classification_statistics][:confusion_matrix][:confusion_matrix_cell].each do |cell|
- if cell[:confusion_matrix_predicted] == "true" and cell[:confusion_matrix_actual] == "true"
- tp = cell[:confusion_matrix_value]
- n += tp
- elsif cell[:confusion_matrix_predicted] == "false" and cell[:confusion_matrix_actual] == "false"
- tn = cell[:confusion_matrix_value]
- n += tn
- elsif cell[:confusion_matrix_predicted] == "false" and cell[:confusion_matrix_actual] == "true"
- fn = cell[:confusion_matrix_value]
- n += fn
- elsif cell[:confusion_matrix_predicted] == "true" and cell[:confusion_matrix_actual] == "false"
- fp = cell[:confusion_matrix_value]
- n += fp
+
+ # loads metadata via yaml from validation object
+ # fields (like for example the validated model) can be acces via validation.metadata[OT.model]
+ def load_metadata( subjectid=nil )
+ @metadata = YAML.load(OpenTox::RestClientWrapper.get(uri,{:subjectid => subjectid, :accept => "application/x-yaml"}))
+ end
+
+ # PENDING: creates summary as used for ToxCreate
+ def summary
+ if @metadata[OT.classificationStatistics]
+ res = {
+ :nr_predictions => @metadata[OT.numInstances] - @metadata[OT.numUnpredicted],
+ :correct_predictions => @metadata[OT.classificationStatistics][OT.percentCorrect],
+ :weighted_area_under_roc => @metadata[OT.classificationStatistics][OT.weightedAreaUnderRoc],
+ }
+ @metadata[OT.classificationStatistics][OT.classValueStatistics].each do |s|
+ if s[OT.classValue].to_s=="true"
+ res[:true_positives] = s[OT.numTruePositives]
+ res[:false_positives] = s[OT.numFalsePositives]
+ res[:true_negatives] = s[OT.numTrueNegatives]
+ res[:false_negatives] = s[OT.numFalseNegatives]
+ res[:sensitivity] = s[OT.truePositiveRate]
+ res[:specificity] = s[OT.falsePositiveRate]
+ break
end
end
+ res
+ elsif @metadata[OT.regressionStatistics]
{
- :nr_predictions => n,
- :true_positives => tp,
- :false_positives => fp,
- :true_negatives => tn,
- :false_negatives => fn,
- :correct_predictions => 100*(tp+tn).to_f/n,
- :weighted_area_under_roc => v[:classification_statistics][:weighted_area_under_roc].to_f,
- :sensitivity => tp.to_f/(tp+fn),
- :specificity => tn.to_f/(tn+fp),
- }
- when "regression"
- {
- :nr_predictions => v[:num_instances] - v[:num_unpredicted],
- :r_square => v[:regression_statistics][:r_square],
- :root_mean_squared_error => v[:regression_statistics][:root_mean_squared_error],
- :mean_absolute_error => v[:regression_statistics][:mean_absolute_error],
+ :nr_predictions => @metadata[OT.numInstances] - @metadata[OT.numUnpredicted],
+ :r_square => @metadata[OT.regressionStatistics][OT.rSquare],
+ :root_mean_squared_error => @metadata[OT.regressionStatistics][OT.rootMeanSquaredError],
+ :mean_absolute_error => @metadata[OT.regressionStatistics][OT.meanAbsoluteError],
}
end
end
+ end
+
+ class Crossvalidation
+ include OpenTox
+
+ attr_reader :report
+
+ # find crossvalidation, raises error if not found
+ # @param [String] uri
+ # @param [String,optional] subjectid
+ # @return [OpenTox::Crossvalidation]
+ def self.find( uri, subjectid=nil )
+ cv = Crossvalidation.new(uri)
+ cv.load_metadata( subjectid )
+ cv
+ end
+
+ # creates a crossvalidations, waits until it finishes, may take some time
+ # @param [Hash] params (required:algorithm_uri,dataset_uri,prediction_feature, optional:algorithm_params,num_folds(10),random_seed(1),stratified(false))
+ # @param [String,optional] subjectid
+ # @param [OpenTox::Task,optional] waiting_task (can be a OpenTox::Subtask as well), progress is updated accordingly
+ # @return [OpenTox::Crossvalidation]
+ def self.create( params, subjectid=nil, waiting_task=nil )
+ params[:subjectid] = subjectid if subjectid
+ uri = OpenTox::RestClientWrapper.post( File.join(CONFIG[:services]["opentox-validation"],"crossvalidation"),
+ params,{:content_type => "text/uri-list"},waiting_task )
+ Crossvalidation.new(uri)
+ end
- end
+ # looks for report for this crossvalidation, creates a report if no report is found
+ # @param [String,optional] subjectid
+ # @param [OpenTox::Task,optional] waiting_task (can be a OpenTox::Subtask as well), progress is updated accordingly
+ # @return [OpenTox::CrossvalidationReport]
+ def find_or_create_report( subjectid=nil, waiting_task=nil )
+ @report = CrossvalidationReport.find_for_crossvalidation(@uri, subjectid) unless @report
+ @report = CrossvalidationReport.create(@uri, subjectid, waiting_task) unless @report
+ @report.uri
+ end
+
+ # loads metadata via yaml from crossvalidation object
+ # fields (like for example the validations) can be acces via validation.metadata[OT.validation]
+ def load_metadata( subjectid=nil )
+ @metadata = YAML.load(OpenTox::RestClientWrapper.get(uri,{:subjectid => subjectid, :accept => "application/x-yaml"}))
+ end
+
+ # PENDING: creates summary as used for ToxCreate
+ def summary( subjectid=nil )
+ Validation.from_cv_statistics( @uri, subjectid ).summary
+ end
+ end
+
+ class ValidationReport
+ include OpenTox
+
+ # finds ValidationReport for a particular validation
+ # @param [String] crossvalidation uri
+ # @param [String,optional] subjectid
+ # @return [OpenTox::ValidationReport] nil if no report found
+ def self.find_for_validation( validation_uri, subjectid=nil )
+ uris = RestClientWrapper.get(File.join(CONFIG[:services]["opentox-validation"],
+ "/report/validation?validation="+validation_uri), {:subjectid => subjectid}).chomp.split("\n")
+ uris.size==0 ? nil : ValidationReport.new(uris[-1])
+ end
+
+ end
+
+ class CrossvalidationReport
+ include OpenTox
+
+ # finds CrossvalidationReport via uri, raises error if not found
+ # @param [String] uri
+ # @param [String,optional] subjectid
+ # @return [OpenTox::CrossvalidationReport]
+ def self.find( uri, subjectid=nil )
+ # PENDING load report data?
+ OpenTox::RestClientWrapper.get(uri,{:subjectid => subjectid})
+ CrossvalidationReport.new(uri)
+ end
+
+ # finds CrossvalidationReport for a particular crossvalidation
+ # @param [String] crossvalidation uri
+ # @param [String,optional] subjectid
+ # @return [OpenTox::CrossvalidationReport] nil if no report found
+ def self.find_for_crossvalidation( crossvalidation_uri, subjectid=nil )
+ uris = RestClientWrapper.get(File.join(CONFIG[:services]["opentox-validation"],
+ "/report/crossvalidation?crossvalidation="+crossvalidation_uri), {:subjectid => subjectid}).chomp.split("\n")
+ uris.size==0 ? nil : CrossvalidationReport.new(uris[-1])
+ end
+
+ # creates a crossvalidation report via crossvalidation
+ # @param [String] crossvalidation uri
+ # @param [String,optional] subjectid
+ # @param [OpenTox::Task,optional] waiting_task (can be a OpenTox::Subtask as well), progress is updated accordingly
+ # @return [OpenTox::CrossvalidationReport]
+ def self.create( crossvalidation_uri, subjectid=nil, waiting_task=nil )
+ uri = RestClientWrapper.post(File.join(CONFIG[:services]["opentox-validation"],"/report/crossvalidation"),
+ { :validation_uris => crossvalidation_uri, :subjectid => subjectid }, {}, waiting_task )
+ CrossvalidationReport.new(uri)
+ end
+ end
+
+ class QMRFReport
+ include OpenTox
+
+ # finds QMRFReport, raises Error if not found
+ # @param [String] uri
+ # @param [String,optional] subjectid
+ # @return [OpenTox::QMRFReport]
+ def self.find( uri, subjectid=nil )
+ # PENDING load crossvalidation data?
+ OpenTox::RestClientWrapper.get(uri,{:subjectid => subjectid})
+ QMRFReport.new(uri)
+ end
+
+ # finds QMRF report for a particular model
+ # @param [String] model_uri
+ # @param [String,optional] subjectid
+ # @return [OpenTox::QMRFReport] nil if no report found
+ def self.find_for_model( model_uri, subjectid=nil )
+ uris = RestClientWrapper.get(File.join(CONFIG[:services]["opentox-validation"],
+ "/reach_report/qmrf?model="+model_uri), {:subjectid => subjectid}).chomp.split("\n")
+ uris.size==0 ? nil : QMRFReport.new(uris[-1])
+ end
+
+ # creates a qmrf report via model
+ # @param [String] model_uri
+ # @param [String,optional] subjectid
+ # @param [OpenTox::Task,optional] waiting_task (can be a OpenTox::Subtask as well), progress is updated accordingly
+ # @return [OpenTox::QMRFReport]
+ def self.create( model_uri, subjectid=nil, waiting_task=nil )
+ uri = RestClientWrapper.post(File.join(CONFIG[:services]["opentox-validation"],"/reach_report/qmrf"),
+ { :model_uri => model_uri, :subjectid => subjectid }, {}, waiting_task )
+ QMRFReport.new(uri)
+ end
+ end
+
end