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										 |  |  | # frozen_string_literal: true | 
					
						
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										 |  |  | module ::DiscourseAi | 
					
						
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										 |  |  |   class Classificator | 
					
						
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										 |  |  |     def initialize(classification_model) | 
					
						
							|  |  |  |       @classification_model = classification_model | 
					
						
							|  |  |  |     end | 
					
						
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							|  |  |  |     def classify!(target) | 
					
						
							|  |  |  |       return :cannot_classify unless classification_model.can_classify?(target) | 
					
						
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							|  |  |  |       classification_model | 
					
						
							|  |  |  |         .request(target) | 
					
						
							|  |  |  |         .tap do |classification| | 
					
						
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										 |  |  |           store_classification(target, classification) | 
					
						
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										 |  |  |           verdicts = classification_model.get_verdicts(classification) | 
					
						
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							|  |  |  |           if classification_model.should_flag_based_on?(verdicts) | 
					
						
							|  |  |  |             accuracies = get_model_accuracies(verdicts.keys) | 
					
						
							|  |  |  |             flag!(target, classification, verdicts, accuracies) | 
					
						
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										 |  |  |           end | 
					
						
							|  |  |  |         end | 
					
						
							|  |  |  |     end | 
					
						
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							|  |  |  |     protected | 
					
						
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							|  |  |  |     attr_reader :classification_model | 
					
						
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										 |  |  |     def flag!(_target, _classification, _verdicts, _accuracies) | 
					
						
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										 |  |  |       raise NotImplemented | 
					
						
							|  |  |  |     end | 
					
						
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										 |  |  |     def get_model_accuracies(models) | 
					
						
							|  |  |  |       models | 
					
						
							|  |  |  |         .map do |name| | 
					
						
							|  |  |  |           accuracy = | 
					
						
							|  |  |  |             ModelAccuracy.find_or_create_by( | 
					
						
							|  |  |  |               model: name, | 
					
						
							|  |  |  |               classification_type: classification_model.type, | 
					
						
							|  |  |  |             ) | 
					
						
							|  |  |  |           [name, accuracy.calculate_accuracy] | 
					
						
							|  |  |  |         end | 
					
						
							|  |  |  |         .to_h | 
					
						
							|  |  |  |     end | 
					
						
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							|  |  |  |     def add_score(reviewable) | 
					
						
							|  |  |  |       reviewable.add_score( | 
					
						
							|  |  |  |         Discourse.system_user, | 
					
						
							|  |  |  |         ReviewableScore.types[:inappropriate], | 
					
						
							|  |  |  |         reason: "flagged_by_#{classification_model.type}", | 
					
						
							|  |  |  |         force_review: true, | 
					
						
							|  |  |  |       ) | 
					
						
							|  |  |  |     end | 
					
						
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										 |  |  |     def store_classification(target, classification) | 
					
						
							|  |  |  |       attrs = | 
					
						
							|  |  |  |         classification.map do |model_name, classifications| | 
					
						
							|  |  |  |           { | 
					
						
							|  |  |  |             model_used: model_name, | 
					
						
							|  |  |  |             target_id: target.id, | 
					
						
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										 |  |  |             target_type: target.class.sti_name, | 
					
						
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										 |  |  |             classification_type: classification_model.type, | 
					
						
							|  |  |  |             classification: classifications, | 
					
						
							|  |  |  |             updated_at: DateTime.now, | 
					
						
							|  |  |  |             created_at: DateTime.now, | 
					
						
							|  |  |  |           } | 
					
						
							|  |  |  |         end | 
					
						
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							|  |  |  |       ClassificationResult.upsert_all( | 
					
						
							|  |  |  |         attrs, | 
					
						
							|  |  |  |         unique_by: %i[target_id target_type model_used], | 
					
						
							|  |  |  |         update_only: %i[classification], | 
					
						
							|  |  |  |       ) | 
					
						
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										 |  |  |     end | 
					
						
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							|  |  |  |     def flagger | 
					
						
							|  |  |  |       Discourse.system_user | 
					
						
							|  |  |  |     end | 
					
						
							|  |  |  |   end | 
					
						
							|  |  |  | end |