130 lines
3.4 KiB
Ruby
130 lines
3.4 KiB
Ruby
# frozen_string_literal: true
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require_relative "endpoint_compliance"
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class HuggingFaceMock < EndpointMock
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def response(content)
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{
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id: "chatcmpl-6sZfAb30Rnv9Q7ufzFwvQsMpjZh8S",
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object: "chat.completion",
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created: 1_678_464_820,
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model: "Llama2-*-chat-hf",
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usage: {
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prompt_tokens: 337,
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completion_tokens: 162,
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total_tokens: 499,
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},
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choices: [
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{ message: { role: "assistant", content: content }, finish_reason: "stop", index: 0 },
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],
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}
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end
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def stub_response(prompt, response_text, tool_call: false)
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WebMock
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.stub_request(:post, "#{SiteSetting.ai_hugging_face_api_url}")
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.with(body: request_body(prompt))
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.to_return(status: 200, body: JSON.dump(response(response_text)))
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end
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def stream_line(delta, finish_reason: nil)
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+"data: " << {
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id: "chatcmpl-#{SecureRandom.hex}",
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object: "chat.completion.chunk",
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created: 1_681_283_881,
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model: "Llama2-*-chat-hf",
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choices: [{ delta: { content: delta } }],
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finish_reason: finish_reason,
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index: 0,
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}.to_json
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end
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def stub_raw(chunks)
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WebMock.stub_request(:post, "#{SiteSetting.ai_hugging_face_api_url}").to_return(
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status: 200,
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body: chunks,
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)
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end
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def stub_streamed_response(prompt, deltas, tool_call: false)
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chunks =
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deltas.each_with_index.map do |_, index|
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if index == (deltas.length - 1)
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stream_line(deltas[index], finish_reason: "stop_sequence")
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else
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stream_line(deltas[index])
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end
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end
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chunks = (chunks.join("\n\n") << "data: [DONE]").split("")
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WebMock
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.stub_request(:post, "#{SiteSetting.ai_hugging_face_api_url}")
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.with(body: request_body(prompt, stream: true))
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.to_return(status: 200, body: chunks)
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yield if block_given?
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end
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def request_body(prompt, stream: false, tool_call: false)
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model
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.default_options
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.merge(messages: prompt)
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.tap do |b|
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b[:max_tokens] = (SiteSetting.ai_hugging_face_token_limit || 4_000) -
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model.prompt_size(prompt)
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b[:stream] = true if stream
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end
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.to_json
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end
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end
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RSpec.describe DiscourseAi::Completions::Endpoints::HuggingFace do
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subject(:endpoint) do
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described_class.new(
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"mistralai/Mistral-7B-Instruct-v0.2",
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DiscourseAi::Tokenizer::MixtralTokenizer,
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)
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end
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before { SiteSetting.ai_hugging_face_api_url = "https://test.dev" }
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fab!(:user)
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let(:hf_mock) { HuggingFaceMock.new(endpoint) }
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let(:compliance) do
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EndpointsCompliance.new(self, endpoint, DiscourseAi::Completions::Dialects::Mistral, user)
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end
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describe "#perform_completion!" do
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context "when using regular mode" do
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context "with simple prompts" do
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it "completes a trivial prompt and logs the response" do
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compliance.regular_mode_simple_prompt(hf_mock)
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end
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end
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context "with tools" do
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it "returns a function invocation" do
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compliance.regular_mode_tools(hf_mock)
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end
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end
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end
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describe "when using streaming mode" do
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context "with simple prompts" do
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it "completes a trivial prompt and logs the response" do
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compliance.streaming_mode_simple_prompt(hf_mock)
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end
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end
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context "with tools" do
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it "returns a function invocation" do
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compliance.streaming_mode_tools(hf_mock)
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end
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end
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end
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end
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end
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