discourse-ai/lib/inference/hugging_face_text_embedding...

74 lines
2.8 KiB
Ruby

# frozen_string_literal: true
module ::DiscourseAi
module Inference
class HuggingFaceTextEmbeddings
class << self
def perform!(content)
headers = { "Referer" => Discourse.base_url, "Content-Type" => "application/json" }
body = { inputs: content, truncate: true }.to_json
if SiteSetting.ai_hugging_face_tei_endpoint_srv.present?
service =
DiscourseAi::Utils::DnsSrv.lookup(SiteSetting.ai_hugging_face_tei_endpoint_srv)
api_endpoint = "https://#{service.target}:#{service.port}"
else
api_endpoint = SiteSetting.ai_hugging_face_tei_endpoint
end
if SiteSetting.ai_hugging_face_tei_api_key.present?
headers["X-API-KEY"] = SiteSetting.ai_hugging_face_tei_api_key
headers["Authorization"] = "Bearer #{SiteSetting.ai_hugging_face_tei_api_key}"
end
conn = Faraday.new { |f| f.adapter FinalDestination::FaradayAdapter }
response = conn.post(api_endpoint, body, headers)
raise Net::HTTPBadResponse if ![200].include?(response.status)
JSON.parse(response.body, symbolize_names: true)
end
def rerank(content, candidates)
headers = { "Referer" => Discourse.base_url, "Content-Type" => "application/json" }
body = { query: content, texts: candidates, truncate: true }.to_json
if SiteSetting.ai_hugging_face_tei_reranker_endpoint_srv.present?
service =
DiscourseAi::Utils::DnsSrv.lookup(
SiteSetting.ai_hugging_face_tei_reranker_endpoint_srv,
)
api_endpoint = "https://#{service.target}:#{service.port}"
else
api_endpoint = SiteSetting.ai_hugging_face_tei_reranker_endpoint
end
if SiteSetting.ai_hugging_face_tei_reranker_api_key.present?
headers["X-API-KEY"] = SiteSetting.ai_hugging_face_tei_reranker_api_key
headers["Authorization"] = "Bearer #{SiteSetting.ai_hugging_face_tei_reranker_api_key}"
end
conn = Faraday.new { |f| f.adapter FinalDestination::FaradayAdapter }
response = conn.post("#{api_endpoint}/rerank", body, headers)
if response.status != 200
raise Net::HTTPBadResponse.new("Status: #{response.status}\n\n#{response.body}")
end
JSON.parse(response.body, symbolize_names: true)
end
def reranker_configured?
SiteSetting.ai_hugging_face_tei_reranker_endpoint.present? ||
SiteSetting.ai_hugging_face_tei_reranker_endpoint_srv.present?
end
def configured?
SiteSetting.ai_hugging_face_tei_endpoint.present? ||
SiteSetting.ai_hugging_face_tei_endpoint_srv.present?
end
end
end
end
end