96 lines
3.0 KiB
Ruby
96 lines
3.0 KiB
Ruby
# frozen_string_literal: true
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RSpec.describe DiscourseAi::Summarization::Models::Discourse do
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subject(:model) { described_class.new(model_name, max_tokens: max_tokens) }
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let(:model_name) { "bart-large-cnn-samsum" }
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let(:max_tokens) { 20 }
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let(:content) do
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{
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resource_path: "/t/1/POST_NUMBER",
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content_title: "This is a title",
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contents: [{ poster: "asd", id: 1, text: "This is a text" }],
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}
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end
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before { SiteSetting.ai_summarization_discourse_service_api_endpoint = "https://test.com" }
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def stub_request(prompt, response)
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WebMock
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.stub_request(
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:post,
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"#{SiteSetting.ai_summarization_discourse_service_api_endpoint}/api/v1/classify",
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)
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.with(body: JSON.dump(model: model_name, content: prompt))
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.to_return(status: 200, body: JSON.dump(summary_text: response))
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end
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def expected_messages(contents, opts)
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contents.reduce("") do |memo, item|
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memo += "(#{item[:id]} #{item[:poster]} said: #{item[:text]} "
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end
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end
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def as_chunk(item)
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{ ids: [item[:id]], summary: "(#{item[:id]} #{item[:poster]} said: #{item[:text]} " }
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end
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describe "#summarize_in_chunks" do
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context "when the content fits in a single chunk" do
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it "performs a request to summarize" do
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opts = content.except(:contents)
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stub_request(expected_messages(content[:contents], opts), "This is summary 1")
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chunks = content[:contents].map { |c| as_chunk(c) }
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summarized_chunks = model.summarize_in_chunks(chunks, opts).map { |c| c[:summary] }
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expect(summarized_chunks).to contain_exactly("This is summary 1")
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end
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end
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context "when the content fits in multiple chunks" do
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it "performs a request for each one to summarize" do
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content[:contents] << {
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poster: "asd2",
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id: 2,
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text: "This is a different text to summarize",
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}
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opts = content.except(:contents)
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content[:contents].each_with_index do |item, idx|
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stub_request(expected_messages([item], opts), "This is summary #{idx + 1}")
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end
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chunks = content[:contents].map { |c| as_chunk(c) }
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summarized_chunks = model.summarize_in_chunks(chunks, opts).map { |c| c[:summary] }
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expect(summarized_chunks).to contain_exactly("This is summary 1", "This is summary 2")
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end
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end
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end
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describe "#concatenate_summaries" do
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it "combines all the different summaries into a single one" do
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messages = ["summary 1", "summary 2"].join("\n")
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stub_request(messages, "concatenated summary")
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expect(model.concatenate_summaries(["summary 1", "summary 2"])).to eq("concatenated summary")
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end
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end
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describe "#summarize_with_truncation" do
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let(:max_tokens) { 9 }
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it "truncates the context to meet the token limit" do
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opts = content.except(:contents)
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stub_request("( 1 asd said : this is", "truncated summary")
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expect(model.summarize_with_truncation(content[:contents], opts)).to eq("truncated summary")
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end
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end
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end
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