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| 1 | +# frozen_string_literal: true |
| 2 | + |
| 3 | +require 'spec_helper' |
| 4 | + |
| 5 | +RSpec.describe RubyLLM::Rerank do |
| 6 | + include_context 'with configured RubyLLM' |
| 7 | + |
| 8 | + let(:test_query) { 'What is Ruby programming?' } |
| 9 | + let(:test_documents) do |
| 10 | + [ |
| 11 | + 'Ruby is a dynamic, object-oriented programming language', |
| 12 | + 'Cooking recipes for beginners', |
| 13 | + 'Ruby was created by Yukihiro Matsumoto in 1995', |
| 14 | + 'Weather patterns in different climates', |
| 15 | + 'Ruby on Rails is a popular web framework for Ruby' |
| 16 | + ] |
| 17 | + end |
| 18 | + |
| 19 | + describe 'basic functionality' do |
| 20 | + RERANK_MODELS.each do |model_info| |
| 21 | + model = model_info[:model] |
| 22 | + provider = model_info[:provider] |
| 23 | + it "#{provider}/#{model} can rerank documents" do # rubocop:disable RSpec/MultipleExpectations,RSpec/ExampleLength |
| 24 | + rerank = described_class.rank(test_query, test_documents, model: model) |
| 25 | + |
| 26 | + expect(rerank.results).to be_an(Array) |
| 27 | + expect(rerank.results).not_to be_empty |
| 28 | + expect(rerank.results.first).to be_a(RubyLLM::RerankResult) |
| 29 | + expect(rerank.model).to eq(model) |
| 30 | + expect(rerank.search_units).to be >= 0 |
| 31 | + end |
| 32 | + |
| 33 | + it "#{provider}/#{model} returns results sorted by relevance" do |
| 34 | + rerank = described_class.rank(test_query, test_documents, model: model) |
| 35 | + |
| 36 | + scores = rerank.results.map(&:relevance_score) |
| 37 | + expect(scores).to eq(scores.sort.reverse) |
| 38 | + end |
| 39 | + |
| 40 | + it "#{provider}/#{model} includes document indices and content" do # rubocop:disable RSpec/MultipleExpectations,RSpec/ExampleLength |
| 41 | + rerank = described_class.rank(test_query, test_documents, model: model) |
| 42 | + |
| 43 | + rerank.results.each do |result| |
| 44 | + expect(result.index).to be_a(Integer) |
| 45 | + expect(result.index).to be_between(0, test_documents.length - 1) |
| 46 | + expect(result.document).to be_a(String) |
| 47 | + expect(test_documents).to include(result.document) |
| 48 | + expect(result.relevance_score).to be_a(Float) |
| 49 | + end |
| 50 | + end |
| 51 | + |
| 52 | + it "#{provider}/#{model} can limit results with top_n" do |
| 53 | + top_n = 2 |
| 54 | + rerank = described_class.rank(test_query, test_documents, model: model, top_n: top_n) |
| 55 | + |
| 56 | + expect(rerank.results.length).to eq(top_n) |
| 57 | + end |
| 58 | + |
| 59 | + it "#{provider}/#{model} raises error for empty document arrays" do |
| 60 | + expect { |
| 61 | + described_class.rank(test_query, [], model: model) |
| 62 | + }.to raise_error(ArgumentError, 'No documents provided for reranking') |
| 63 | + end |
| 64 | + |
| 65 | + it "#{provider}/#{model} can handle max_tokens_per_doc parameter" do # rubocop:disable RSpec/MultipleExpectations |
| 66 | + rerank = described_class.rank(test_query, test_documents, model: model, max_tokens_per_doc: 100) |
| 67 | + |
| 68 | + expect(rerank.results).to be_an(Array) |
| 69 | + expect(rerank.model).to eq(model) |
| 70 | + end |
| 71 | + end |
| 72 | + end |
| 73 | +end |
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