69 lines
1.9 KiB
Ruby
69 lines
1.9 KiB
Ruby
|
# frozen_string_literal: true
|
||
|
|
||
|
require_relative "endpoint_examples"
|
||
|
|
||
|
RSpec.describe DiscourseAi::Completions::Endpoints::Huggingface do
|
||
|
subject(:model) { described_class.new(model_name, DiscourseAi::Tokenizer::Llama2Tokenizer) }
|
||
|
|
||
|
let(:model_name) { "Llama2-*-chat-hf" }
|
||
|
let(:prompt) { <<~TEXT }
|
||
|
[INST]<<SYS>>You are a helpful bot.<</SYS>>[/INST]
|
||
|
[INST]Write 3 words[/INST]
|
||
|
TEXT
|
||
|
|
||
|
let(:request_body) do
|
||
|
model
|
||
|
.default_options
|
||
|
.merge(inputs: prompt)
|
||
|
.tap { |payload| payload[:parameters][:max_new_tokens] = 2_000 - model.prompt_size(prompt) }
|
||
|
.to_json
|
||
|
end
|
||
|
let(:stream_request_body) { request_body }
|
||
|
|
||
|
before { SiteSetting.ai_hugging_face_api_url = "https://test.dev" }
|
||
|
|
||
|
def response(content)
|
||
|
{ generated_text: content }
|
||
|
end
|
||
|
|
||
|
def stub_response(prompt, response_text)
|
||
|
WebMock
|
||
|
.stub_request(:post, "#{SiteSetting.ai_hugging_face_api_url}/generate")
|
||
|
.with(body: request_body)
|
||
|
.to_return(status: 200, body: JSON.dump(response(response_text)))
|
||
|
end
|
||
|
|
||
|
def stream_line(delta, finish_reason: nil)
|
||
|
+"data: " << {
|
||
|
token: {
|
||
|
id: 29_889,
|
||
|
text: delta,
|
||
|
logprob: -0.08319092,
|
||
|
special: !!finish_reason,
|
||
|
},
|
||
|
generated_text: finish_reason ? response_text : nil,
|
||
|
details: nil,
|
||
|
}.to_json
|
||
|
end
|
||
|
|
||
|
def stub_streamed_response(prompt, deltas)
|
||
|
chunks =
|
||
|
deltas.each_with_index.map do |_, index|
|
||
|
if index == (deltas.length - 1)
|
||
|
stream_line(deltas[index], finish_reason: true)
|
||
|
else
|
||
|
stream_line(deltas[index])
|
||
|
end
|
||
|
end
|
||
|
|
||
|
chunks = chunks.join("\n\n")
|
||
|
|
||
|
WebMock
|
||
|
.stub_request(:post, "#{SiteSetting.ai_hugging_face_api_url}/generate_stream")
|
||
|
.with(body: request_body)
|
||
|
.to_return(status: 200, body: chunks)
|
||
|
end
|
||
|
|
||
|
it_behaves_like "an endpoint that can communicate with a completion service"
|
||
|
end
|