# frozen_string_literal: true module DiscourseAi module Completions module Endpoints class HuggingFace < Base class << self def can_contact?(endpoint_name) endpoint_name == "hugging_face" end def dependant_setting_names %w[ai_hugging_face_api_url] end def correctly_configured?(_model_name) SiteSetting.ai_hugging_face_api_url.present? end def endpoint_name(model_name) "Hugging Face - #{model_name}" end end def normalize_model_params(model_params) model_params = model_params.dup # max_tokens, temperature are already supported if model_params[:stop_sequences] model_params[:stop] = model_params.delete(:stop_sequences) end model_params end def default_options { model: model, temperature: 0.7 } end def provider_id AiApiAuditLog::Provider::HuggingFaceTextGeneration end private def model_uri URI(llm_model&.url || SiteSetting.ai_hugging_face_api_url) end def prepare_payload(prompt, model_params, _dialect) default_options .merge(model_params) .merge(messages: prompt) .tap do |payload| if !payload[:max_tokens] token_limit = llm_model&.max_prompt_tokens || SiteSetting.ai_hugging_face_token_limit payload[:max_tokens] = token_limit - prompt_size(prompt) end payload[:stream] = true if @streaming_mode end end def prepare_request(payload) api_key = llm_model&.api_key || SiteSetting.ai_hugging_face_api_key headers = { "Content-Type" => "application/json" }.tap do |h| h["Authorization"] = "Bearer #{api_key}" if api_key.present? end Net::HTTP::Post.new(model_uri, headers).tap { |r| r.body = payload } end def extract_completion_from(response_raw) parsed = JSON.parse(response_raw, symbolize_names: true).dig(:choices, 0) # half a line sent here return if !parsed response_h = @streaming_mode ? parsed.dig(:delta) : parsed.dig(:message) response_h.dig(:content) end def partials_from(decoded_chunk) decoded_chunk .split("\n") .map do |line| data = line.split("data:", 2)[1] data&.squish == "[DONE]" ? nil : data end .compact end end end end end