cleaning up

lib/inferred_concepts/applier.rb

@@ -9,15 +9,7 @@ module DiscourseAi
       def self.apply_to_topic(topic, concepts)
         return if topic.blank? || concepts.blank?
 
-        concepts.each do |concept|
+        topic.inferred_concepts << concepts
-          # Use the join table to associate the concept with the topic
-          # Avoid duplicates by using find_or_create_by
-          ActiveRecord::Base.connection.execute(<<~SQL)
-            INSERT INTO topics_inferred_concepts (topic_id, inferred_concept_id, created_at, updated_at)
-            VALUES (#{topic.id}, #{concept.id}, NOW(), NOW())
-            ON CONFLICT (topic_id, inferred_concept_id) DO NOTHING
-          SQL
-        end
       end
 
       # Associates the provided concepts with a post
@@ -26,15 +18,7 @@ module DiscourseAi
       def self.apply_to_post(post, concepts)
         return if post.blank? || concepts.blank?
 
-        concepts.each do |concept|
+        post.inferred_concepts << concepts
-          # Use the join table to associate the concept with the post
-          # Avoid duplicates by using find_or_create_by
-          ActiveRecord::Base.connection.execute(<<~SQL)
-            INSERT INTO posts_inferred_concepts (post_id, inferred_concept_id, created_at, updated_at)
-            VALUES (#{post.id}, #{concept.id}, NOW(), NOW())
-            ON CONFLICT (post_id, inferred_concept_id) DO NOTHING
-          SQL
-        end
       end
 
       # Extracts content from a topic for concept analysis
@@ -119,21 +103,32 @@ module DiscourseAi
         user_message = content
 
         # Use the ConceptMatcher persona to match concepts
-        llm = DiscourseAi::Completions::Llm.default_llm
+
-        persona = DiscourseAi::Personas::ConceptMatcher.new
+        persona =
+          AiPersona
+            .all_personas(enabled_only: false)
+            .find { |persona| persona.id == SiteSetting.inferred_concepts_match_persona.to_i }
+            .new
+
+        llm = LlmModel.find(persona.class.default_llm_id)
+
+        input = { type: :user, content: content }
+
         context =
           DiscourseAi::Personas::BotContext.new(
-            messages: [{ type: :user, content: user_message }],
+            messages: [input],
             user: Discourse.system_user,
-            inferred_concepts: DiscourseAi::InferredConcepts::Manager.list_concepts,
+            inferred_concepts: concept_list,
           )
 
-        prompt = persona.craft_prompt(context)
+        bot = DiscourseAi::Personas::Bot.as(Discourse.system_user, persona: persona, model: llm)
-        response = llm.completion(prompt, extract_json: true)
 
-        return [] unless response.success?
+        response = bot.reply(context)
+
+        debugger
+
+        matching_concepts = JSON.parse(response[0][0]).dig("matching_concepts")
 
-        matching_concepts = response.parsed_output["matching_concepts"]
         matching_concepts || []
       end
     end

lib/inferred_concepts/manager.rb

@@ -73,24 +73,6 @@ module DiscourseAi
         end
       end
 
-      # Generate new concepts for a topic and apply them
-      # @param topic [Topic] A Topic instance
-      # @return [Array<InferredConcept>] The concepts that were applied
-      def self.analyze_topic(topic)
-        return [] if topic.blank?
-
-        Applier.analyze_and_apply(topic)
-      end
-
-      # Generate new concepts for a post and apply them
-      # @param post [Post] A Post instance
-      # @return [Array<InferredConcept>] The concepts that were applied
-      def self.analyze_post(post)
-        return [] if post.blank?
-
-        Applier.analyze_and_apply_post(post)
-      end
-
       # Extract new concepts from arbitrary content
       # @param content [String] The content to analyze
       # @return [Array<String>] The identified concept names
@@ -205,14 +187,7 @@ module DiscourseAi
       # @param opts [Hash] Options to pass to the finder
       # @return [Array<Post>] Array of Post objects that are good candidates
       def self.find_candidate_posts(opts = {})
-        Finder.find_candidate_posts(
+        Finder.find_candidate_posts(**opts)
-          limit: opts[:limit],
-          min_likes: opts[:min_likes],
-          exclude_first_posts: opts[:exclude_first_posts],
-          exclude_post_ids: opts[:exclude_post_ids],
-          category_ids: opts[:category_ids],
-          created_after: opts[:created_after],
-        )
       end
     end
   end