# frozen_string_literal: true require "rails_helper" describe DiscourseAi::Tokenizer::BertTokenizer do describe "#size" do describe "returns a token count" do it "for a single word" do expect(described_class.size("hello")).to eq(3) end it "for a sentence" do expect(described_class.size("hello world")).to eq(4) end it "for a sentence with punctuation" do expect(described_class.size("hello, world!")).to eq(6) end it "for a sentence with punctuation and capitalization" do expect(described_class.size("Hello, World!")).to eq(6) end it "for a sentence with punctuation and capitalization and numbers" do expect(described_class.size("Hello, World! 123")).to eq(7) end end end describe "#tokenizer" do it "returns a tokenizer" do expect(described_class.tokenizer).to be_a(Tokenizers::Tokenizer) end it "returns the same tokenizer" do expect(described_class.tokenizer).to eq(described_class.tokenizer) end end describe "#truncate" do it "truncates a sentence" do sentence = "foo bar baz qux quux corge grault garply waldo fred plugh xyzzy thud" expect(described_class.truncate(sentence, 3)).to eq("foo bar") end end end describe DiscourseAi::Tokenizer::AnthropicTokenizer do describe "#size" do describe "returns a token count" do it "for a sentence with punctuation and capitalization and numbers" do expect(described_class.size("Hello, World! 123")).to eq(5) end end end describe "#truncate" do it "truncates a sentence" do sentence = "foo bar baz qux quux corge grault garply waldo fred plugh xyzzy thud" expect(described_class.truncate(sentence, 3)).to eq("foo bar baz") end end end describe DiscourseAi::Tokenizer::OpenAiTokenizer do describe "#size" do describe "returns a token count" do it "for a sentence with punctuation and capitalization and numbers" do expect(described_class.size("Hello, World! 123")).to eq(6) end end end describe "#truncate" do it "truncates a sentence" do sentence = "foo bar baz qux quux corge grault garply waldo fred plugh xyzzy thud" expect(described_class.truncate(sentence, 3)).to eq("foo bar baz") end it "truncates a sentence successfully at a multibyte unicode character" do sentence = "foo bar 👨🏿‍👩🏿‍👧🏿‍👧🏿 baz qux quux corge grault garply waldo fred plugh xyzzy thud" expect(described_class.truncate(sentence, 7)).to eq("foo bar 👨🏿") end it "truncates unicode characters properly when they use more than one token per char" do sentence = "我喜欢吃比萨" original_size = described_class.size(sentence) expect(described_class.size(described_class.truncate(sentence, original_size - 1))).to be < original_size end end describe "#below_limit?" do it "returns true when the tokens can be expanded" do expect(described_class.below_limit?("foo bar baz qux", 6)).to eq(true) end it "returns false when the tokens cannot be expanded" do expect(described_class.below_limit?("foo bar baz qux", 3)).to eq(false) end it "returns false when the tokens cannot be expanded due to multibyte unicode characters" do expect(described_class.below_limit?("foo bar 👨🏿 baz qux", 6)).to eq(false) end it "handles unicode characters properly when they use more than one token per char" do expect(described_class.below_limit?("我喜欢吃比萨萨", 10)).to eq(false) end end end describe DiscourseAi::Tokenizer::OpenAiGpt4oTokenizer do describe "#size" do describe "returns a token count" do it "for a sentence with punctuation and capitalization and numbers" do expect(described_class.size("Hello, World! 123")).to eq(6) end end end end describe DiscourseAi::Tokenizer::AllMpnetBaseV2Tokenizer do describe "#size" do describe "returns a token count" do it "for a sentence with punctuation and capitalization and numbers" do expect(described_class.size("Hello, World! 123")).to eq(7) end end end describe "#truncate" do it "truncates a sentence" do sentence = "foo bar baz qux quux corge grault garply waldo fred plugh xyzzy thud" expect(described_class.truncate(sentence, 3)).to eq("foo bar") end end end describe DiscourseAi::Tokenizer::MultilingualE5LargeTokenizer do describe "#size" do describe "returns a token count" do it "for a sentence with punctuation and capitalization and numbers" do expect(described_class.size("Hello, World! 123")).to eq(7) end end end describe "#truncate" do it "truncates a sentence" do sentence = "foo bar baz qux quux corge grault garply waldo fred plugh xyzzy thud" expect(described_class.truncate(sentence, 3)).to eq("foo") end end end describe DiscourseAi::Tokenizer::BgeLargeEnTokenizer do describe "#size" do describe "returns a token count" do it "for a sentence with punctuation and capitalization and numbers" do expect(described_class.size("Hello, World! 123")).to eq(7) end end end describe "#truncate" do it "truncates a sentence" do sentence = "foo bar baz qux quux corge grault garply waldo fred plugh xyzzy thud" expect(described_class.truncate(sentence, 3)).to eq("foo bar") end end end describe DiscourseAi::Tokenizer::BgeM3Tokenizer do describe "#size" do describe "returns a token count" do it "for a sentence with punctuation and capitalization and numbers" do expect(described_class.size("Hello, World! 123")).to eq(7) end end end describe "#truncate" do it "truncates a sentence" do sentence = "foo bar baz qux quux corge grault garply waldo fred plugh xyzzy thud" expect(described_class.truncate(sentence, 3)).to eq("foo") end it "truncates a sentence successfully at a multibyte unicode character" do sentence = "foo bar 👨🏿‍👩🏿‍👧🏿‍👧🏿 baz qux quux corge grault garply waldo fred plugh xyzzy thud" expect(described_class.truncate(sentence, 7)).to eq("foo bar 👨🏿") end it "truncates unicode characters properly when they use more than one token per char" do sentence = "我喜欢吃比萨" original_size = described_class.size(sentence) expect(described_class.size(described_class.truncate(sentence, original_size - 2))).to be < original_size end end end describe DiscourseAi::Tokenizer::Llama3Tokenizer do describe "#size" do describe "returns a token count" do it "for a sentence with punctuation and capitalization and numbers" do expect(described_class.size("Hello, World! 123")).to eq(7) end end end describe "#truncate" do it "truncates a sentence" do sentence = "foo bar baz qux quux corge grault garply waldo fred plugh xyzzy thud" expect(described_class.truncate(sentence, 3)).to eq("foo bar") end # Llama3 fails here # it "truncates a sentence successfully at a multibyte unicode character" do # sentence = "foo bar 👨🏿‍👩🏿‍👧🏿‍👧🏿 baz qux quux corge grault garply waldo fred plugh xyzzy thud" # expect(described_class.truncate(sentence, 8)).to eq("foo bar 👨🏿") # end it "truncates unicode characters properly when they use more than one token per char" do sentence = "我喜欢吃比萨" original_size = described_class.size(sentence) expect(described_class.size(described_class.truncate(sentence, original_size - 2))).to be < original_size end end end