Class: BridgetownRelatedPosts::Builder
- Inherits:
-
Bridgetown::Builder
- Object
- Bridgetown::Builder
- BridgetownRelatedPosts::Builder
- Defined in:
- lib/bridgetown-related-posts/builder.rb
Class Method Summary collapse
Instance Method Summary collapse
- #add_related_posts(posts_data, similarity_matrix) ⇒ Object
- #build ⇒ Object
- #calculate_similarity(posts_data) ⇒ Object
- #compute_idf(posts_data) ⇒ Object
- #compute_tfidf(text, idf) ⇒ Object
- #cosine_similarity(vec1, vec2) ⇒ Object
- #prepare_posts_data ⇒ Object
Class Method Details
.init ⇒ Object
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# File 'lib/bridgetown-related-posts/builder.rb', line 5 def self.init config. ||= 5 # Default value end |
Instance Method Details
#add_related_posts(posts_data, similarity_matrix) ⇒ Object
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# File 'lib/bridgetown-related-posts/builder.rb', line 101 def (posts_data, similarity_matrix) limit = config.&.limit || 5 verbose = config.&.verbose posts_data.each do |post| similar_posts = similarity_matrix[post[:relative_path]] if similar_posts.nil? Bridgetown.logger.warning "No similar posts found for: #{post[:relative_path]}" next end similar_posts = similar_posts .sort_by { |_, score| -score } .first(limit) .map { |relative_path, _| site.collections["posts"].resources.find { |p| p.relative_path == relative_path } } .compact # Find the actual post object actual_post = site.collections["posts"].resources.find { |p| p.relative_path == post[:relative_path] } if actual_post # Add related posts to the post's data actual_post.data["related_posts"] = similar_posts Bridgetown.logger.info "Related posts for #{actual_post.data["title"]}:" if verbose similar_posts.each do || if Bridgetown.logger.info " - #{.data["title"]}" if verbose else Bridgetown.logger.warning " - Related post not found" end end else Bridgetown.logger.error "Post not found: #{post[:relative_path]}" end end end |
#build ⇒ Object
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# File 'lib/bridgetown-related-posts/builder.rb', line 9 def build hook :site, :post_read do BridgetownRelatedPosts.set_config(config) posts_data = prepare_posts_data if posts_data.empty? Bridgetown.logger.warn "Bridgetown Related Posts:", "No posts found for RelatedPostsBuilder" else similarity_matrix = calculate_similarity(posts_data) (posts_data, similarity_matrix) end end end |
#calculate_similarity(posts_data) ⇒ Object
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# File 'lib/bridgetown-related-posts/builder.rb', line 45 def calculate_similarity(posts_data) idf = compute_idf(posts_data) tfidf_vectors = posts_data.map { |post| compute_tfidf(post[:content], idf) } similarity_matrix = {} posts_data.each_with_index do |post, i| similarity_matrix[post[:relative_path]] = {} posts_data.each_with_index do |other_post, j| next if i == j similarity = cosine_similarity(tfidf_vectors[i], tfidf_vectors[j]) similarity_matrix[post[:relative_path]][other_post[:relative_path]] = similarity end end similarity_matrix end |
#compute_idf(posts_data) ⇒ Object
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# File 'lib/bridgetown-related-posts/builder.rb', line 61 def compute_idf(posts_data) document_frequency = Hash.new(0) posts_data.each do |post| words = post[:content].downcase.split.uniq words.each { |word| document_frequency[word] += 1 } end idf = {} total_docs = posts_data.size document_frequency.each do |word, freq| idf[word] = Math.log(total_docs.to_f / (freq + 1)) end idf end |
#compute_tfidf(text, idf) ⇒ Object
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# File 'lib/bridgetown-related-posts/builder.rb', line 76 def compute_tfidf(text, idf) words = text.downcase.split word_count = words.size tf = Hash.new(0) words.each { |word| tf[word] += 1 } tfidf = {} tf.each do |word, freq| tfidf[word] = (freq.to_f / word_count) * (idf[word] || 0) end tfidf end |
#cosine_similarity(vec1, vec2) ⇒ Object
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# File 'lib/bridgetown-related-posts/builder.rb', line 89 def cosine_similarity(vec1, vec2) dot_product = 0 vec1.each_key do |key| dot_product += vec1[key] * vec2[key] if vec2.has_key?(key) end mag1 = Math.sqrt(vec1.values.map { |x| x ** 2 }.sum) mag2 = Math.sqrt(vec2.values.map { |x| x ** 2 }.sum) dot_product / (mag1 * mag2) end |
#prepare_posts_data ⇒ Object
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# File 'lib/bridgetown-related-posts/builder.rb', line 22 def prepare_posts_data verbose = config.&.verbose posts = site.collections["posts"].resources Bridgetown.logger.info "Bridgetown Related Posts:", "Generating related posts" Bridgetown.logger.info "Number of posts found: #{posts.size}" if verbose posts.map do |post| begin content = post.content { relative_path: post.relative_path, title: post.data["title"] || "Untitled", content: content || "", } rescue => e Bridgetown.logger.error "Error processing post #{post.relative_path}: #{e.}" Bridgetown.logger.error "Post data: #{post.data.inspect}" nil end end.compact end |