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Previous to this change we relied on explicit loading for a files in Discourse AI. This had a few downsides: - Busywork whenever you add a file (an extra require relative) - We were not keeping to conventions internally ... some places were OpenAI others are OpenAi - Autoloader did not work which lead to lots of full application broken reloads when developing. This moves all of DiscourseAI into a Zeitwerk compatible structure. It also leaves some minimal amount of manual loading (automation - which is loading into an existing namespace that may or may not be there) To avoid needing /lib/discourse_ai/... we mount a namespace thus we are able to keep /lib pointed at ::DiscourseAi Various files were renamed to get around zeitwerk rules and minimize usage of custom inflections Though we can get custom inflections to work it is not worth it, will require a Discourse core patch which means we create a hard dependency.
76 lines
2.1 KiB
Ruby
76 lines
2.1 KiB
Ruby
# frozen_string_literal: true
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module DiscourseAi
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module Completions
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module Endpoints
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class HuggingFace < Base
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def self.can_contact?(model_name)
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%w[StableBeluga2 Upstage-Llama-2-*-instruct-v2 Llama2-*-chat-hf].include?(model_name)
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end
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def default_options
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{ parameters: { repetition_penalty: 1.1, temperature: 0.7 } }
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end
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def provider_id
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AiApiAuditLog::Provider::HuggingFaceTextGeneration
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end
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private
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def model_uri
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URI(SiteSetting.ai_hugging_face_api_url).tap do |uri|
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uri.path = @streaming_mode ? "/generate_stream" : "/generate"
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end
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end
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def prepare_payload(prompt, model_params)
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default_options
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.merge(inputs: prompt)
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.tap do |payload|
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payload[:parameters].merge!(model_params)
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token_limit = 2_000 || SiteSetting.ai_hugging_face_token_limit
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payload[:parameters][:max_new_tokens] = token_limit - prompt_size(prompt)
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end
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end
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def prepare_request(payload)
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headers =
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{ "Content-Type" => "application/json" }.tap do |h|
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if SiteSetting.ai_hugging_face_api_key.present?
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h["Authorization"] = "Bearer #{SiteSetting.ai_hugging_face_api_key}"
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end
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end
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Net::HTTP::Post.new(model_uri, headers).tap { |r| r.body = payload }
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end
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def extract_completion_from(response_raw)
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parsed = JSON.parse(response_raw, symbolize_names: true)
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if @streaming_mode
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# Last chunk contains full response, which we already yielded.
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return if parsed.dig(:token, :special)
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parsed.dig(:token, :text).to_s
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else
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parsed[:generated_text].to_s
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end
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end
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def partials_from(decoded_chunk)
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decoded_chunk
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.split("\n")
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.map do |line|
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data = line.split("data: ", 2)[1]
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data&.squish == "[DONE]" ? nil : data
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end
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.compact
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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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