diff --git a/lib/ruby_llm/protocols/converse.rb b/lib/ruby_llm/protocols/converse.rb index f78b498e9..58be8da66 100644 --- a/lib/ruby_llm/protocols/converse.rb +++ b/lib/ruby_llm/protocols/converse.rb @@ -5,6 +5,7 @@ module Protocols # The AWS Bedrock Converse API. Requests are SigV4-signed by the provider. class Converse < Protocol include Converse::Chat + include Converse::Embeddings include Converse::Media include Converse::Streaming @@ -18,12 +19,17 @@ def self.reasoning_embedded?(model) private def sync_response(payload, additional_headers = {}) + response = signed_post(completion_url, payload, additional_headers) + parse_completion_response(response) + end + + def signed_post(url, payload, additional_headers = {}) body = JSON.generate(payload) - response = @connection.post(completion_url, payload) do |req| - req.headers.merge!(@provider.sign_headers('POST', completion_url, body)) + + @connection.post(url, payload) do |req| + req.headers.merge!(@provider.sign_headers('POST', url, body)) req.headers.merge!(additional_headers) unless additional_headers.empty? end - parse_completion_response(response) end end end diff --git a/lib/ruby_llm/protocols/converse/embeddings.rb b/lib/ruby_llm/protocols/converse/embeddings.rb new file mode 100644 index 000000000..89592827f --- /dev/null +++ b/lib/ruby_llm/protocols/converse/embeddings.rb @@ -0,0 +1,41 @@ +# frozen_string_literal: true + +module RubyLLM + module Protocols + class Converse + # Embeddings methods for Bedrock's InvokeModel API. + module Embeddings + def embed(text, model:, dimensions:) + responses = [text].flatten.map do |value| + payload = render_embedding_payload(value, model:, dimensions:) + signed_post(embedding_url(model:), payload) + end + + parse_embedding_responses(responses, model:, text:) + end + + private + + def embedding_url(model:) + "/model/#{model}/invoke" + end + + def render_embedding_payload(text, model:, dimensions:) # rubocop:disable Lint/UnusedMethodArgument + { + inputText: text.to_s, + dimensions: dimensions, + normalize: true + }.compact + end + + def parse_embedding_responses(responses, model:, text:) + vectors = responses.map { |response| response.body['embedding'] } + input_tokens = responses.sum { |response| response.body['inputTextTokenCount'] || 0 } + vectors = vectors.first unless text.is_a?(Array) + + Embedding.new(vectors:, model:, input_tokens:) + end + end + end + end +end diff --git a/spec/fixtures/vcr_cassettes/embedding_basic_functionality_bedrock_amazon_titan-embed-text-v2_0_can_handle_a_single_text.yml b/spec/fixtures/vcr_cassettes/embedding_basic_functionality_bedrock_amazon_titan-embed-text-v2_0_can_handle_a_single_text.yml new file mode 100644 index 000000000..f70e1694f --- /dev/null +++ b/spec/fixtures/vcr_cassettes/embedding_basic_functionality_bedrock_amazon_titan-embed-text-v2_0_can_handle_a_single_text.yml @@ -0,0 +1,48 @@ +--- +http_interactions: +- request: + method: post + uri: https://bedrock-runtime..amazonaws.com/model/amazon.titan-embed-text-v2:0/invoke + body: + encoding: UTF-8 + string: '{"inputText":"Ruby is a programmer''s best friend","normalize":true}' + headers: + User-Agent: + - Faraday v2.14.1 + X-Amz-Date: + - 20260616T212449Z + X-Amz-Content-Sha256: + - de94dc9beb598197f5fde7d748e3570783ec119570d9aa1c4208602904e547af + Authorization: + - AWS4-HMAC-SHA256 Credential=///bedrock/aws4_request, + SignedHeaders=host;x-amz-content-sha256;x-amz-date, Signature= + Content-Type: + - application/json + Accept-Encoding: + - gzip;q=1.0,deflate;q=0.6,identity;q=0.3 + Accept: + - "*/*" + response: + status: + code: 200 + message: OK + headers: + Date: + - Tue, 16 Jun 2026 21:24:50 GMT + Content-Type: + - application/json + Content-Length: + - '43376' + Connection: + - keep-alive + X-Amzn-Requestid: + - a58fc7ad-2f01-49cf-a2da-63ebf23c1eaf + X-Amzn-Bedrock-Invocation-Latency: + - '108' + X-Amzn-Bedrock-Input-Token-Count: + - '8' + body: + encoding: UTF-8 + string: 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+ recorded_at: Tue, 16 Jun 2026 21:24:50 GMT +recorded_with: VCR 6.4.0 diff --git a/spec/fixtures/vcr_cassettes/embedding_basic_functionality_bedrock_amazon_titan-embed-text-v2_0_can_handle_multiple_texts.yml b/spec/fixtures/vcr_cassettes/embedding_basic_functionality_bedrock_amazon_titan-embed-text-v2_0_can_handle_multiple_texts.yml new file mode 100644 index 000000000..e4b8932eb --- /dev/null +++ b/spec/fixtures/vcr_cassettes/embedding_basic_functionality_bedrock_amazon_titan-embed-text-v2_0_can_handle_multiple_texts.yml @@ -0,0 +1,138 @@ +--- +http_interactions: +- request: + method: post + uri: https://bedrock-runtime..amazonaws.com/model/amazon.titan-embed-text-v2:0/invoke + body: + encoding: UTF-8 + string: '{"inputText":"Ruby","normalize":true}' + headers: + User-Agent: + - Faraday v2.14.1 + X-Amz-Date: + - 20260616T212450Z + X-Amz-Content-Sha256: + - 34f16ebfea7269b7a8afade552e68e3c5fe0112c13595e26618de13e4e8d768c + Authorization: + - AWS4-HMAC-SHA256 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+ recorded_at: Tue, 16 Jun 2026 21:24:51 GMT +- request: + method: post + uri: https://bedrock-runtime..amazonaws.com/model/amazon.titan-embed-text-v2:0/invoke + body: + encoding: UTF-8 + string: '{"inputText":"JavaScript","normalize":true}' + headers: + User-Agent: + - Faraday v2.14.1 + X-Amz-Date: + - 20260616T212451Z + X-Amz-Content-Sha256: + - fb9e544cdaa1b152ca38d10e966d8816cfd1ba762a00ef4a8c7eb5840c03e679 + Authorization: + - AWS4-HMAC-SHA256 Credential=///bedrock/aws4_request, + SignedHeaders=host;x-amz-content-sha256;x-amz-date, Signature= + Content-Type: + - application/json + Accept-Encoding: + - gzip;q=1.0,deflate;q=0.6,identity;q=0.3 + Accept: + - "*/*" + response: + status: + code: 200 + message: OK + headers: + Date: + - Tue, 16 Jun 2026 21:24:51 GMT + Content-Type: + - application/json + Content-Length: + - '43464' + Connection: + - keep-alive + X-Amzn-Requestid: + - 8e0a0a87-3cec-4f73-b568-1c09b9df80a2 + X-Amzn-Bedrock-Invocation-Latency: + - '99' + 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+ recorded_at: Tue, 16 Jun 2026 21:24:52 GMT +recorded_with: VCR 6.4.0 diff --git a/spec/ruby_llm/embedding_spec.rb b/spec/ruby_llm/embedding_spec.rb index 8cf78d442..bae5b265e 100644 --- a/spec/ruby_llm/embedding_spec.rb +++ b/spec/ruby_llm/embedding_spec.rb @@ -24,6 +24,7 @@ it "#{provider}/#{model} can handle a single text with custom dimensions" do skip 'Mistral does not support custom dimensions' if provider == :mistral skip 'Azure Cohere embeddings do not support custom dimensions' if provider == :azure + skip 'Bedrock Titan only supports dimensions of 256, 512, or 1024' if provider == :bedrock embedding = RubyLLM.embed(test_text, model: model, provider: provider, dimensions: test_dimensions) expect(embedding.vectors).to be_an(Array) @@ -42,6 +43,7 @@ it "#{provider}/#{model} can handle multiple texts with custom dimensions" do skip 'Mistral does not support custom dimensions' if provider == :mistral skip 'Azure Cohere embeddings do not support custom dimensions' if provider == :azure + skip 'Bedrock Titan only supports dimensions of 256, 512, or 1024' if provider == :bedrock embeddings = RubyLLM.embed(test_texts, model: model, provider: provider, dimensions: test_dimensions) expect(embeddings.vectors).to be_an(Array) diff --git a/spec/ruby_llm_spec.rb b/spec/ruby_llm_spec.rb index 7615d3995..57f6bf160 100644 --- a/spec/ruby_llm_spec.rb +++ b/spec/ruby_llm_spec.rb @@ -8,14 +8,15 @@ let(:log_file) { double } let(:log_level) { double } - before do - described_class.instance_variable_set(:@config, nil) - described_class.instance_variable_set(:@logger, nil) - end - - after do + around do |example| + original_config = described_class.instance_variable_get(:@config) + original_logger = described_class.instance_variable_get(:@logger) described_class.instance_variable_set(:@config, nil) described_class.instance_variable_set(:@logger, nil) + example.run + ensure + described_class.instance_variable_set(:@config, original_config) + described_class.instance_variable_set(:@logger, original_logger) end context 'with configuration options' do diff --git a/spec/support/models_to_test.rb b/spec/support/models_to_test.rb index a88732f1c..443cdc951 100644 --- a/spec/support/models_to_test.rb +++ b/spec/support/models_to_test.rb @@ -97,6 +97,7 @@ def filter_local_providers(models) EMBEDDING_MODELS = [ { provider: :azure, model: 'Cohere-embed-v3-english' }, + { provider: :bedrock, model: 'amazon.titan-embed-text-v2:0' }, { provider: :gemini, model: 'gemini-embedding-001' }, { provider: :mistral, model: 'mistral-embed' }, { provider: :openai, model: 'text-embedding-3-small' },