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Both endpoints provide OpenAI-compatible servers. The only difference is that Vllm doesn't support passing tools as a separate parameter. Even if the tool param is supported, it ultimately relies on the model's ability to handle native functions, which is not the case with the models we have today. As a part of this change, we are dropping support for StableBeluga/Llama2 models. They don't have a chat_template, meaning the new API can translate them. These changes let us remove some of our existing dialects and are a first step in our plan to support any LLM by defining them as data-driven concepts. I rewrote the "translate" method to use a template method and extracted the tool support strategies into its classes to simplify the code. Finally, these changes bring support for Ollama when running in dev mode. It only works with Mistral for now, but it will change soon..
223 lines
6.4 KiB
Ruby
223 lines
6.4 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 OpenAi < Base
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class << self
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def can_contact?(endpoint_name, model_name)
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return false unless endpoint_name == "open_ai"
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%w[
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gpt-3.5-turbo
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gpt-4
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gpt-3.5-turbo-16k
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gpt-4-32k
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gpt-4-turbo
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gpt-4-vision-preview
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].include?(model_name)
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end
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def dependant_setting_names
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%w[
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ai_openai_api_key
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ai_openai_gpt4_32k_url
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ai_openai_gpt4_turbo_url
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ai_openai_gpt4_url
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ai_openai_gpt4_url
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ai_openai_gpt35_16k_url
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ai_openai_gpt35_url
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]
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end
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def correctly_configured?(model_name)
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SiteSetting.ai_openai_api_key.present? && has_url?(model_name)
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end
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def has_url?(model)
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url =
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if model.include?("gpt-4")
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if model.include?("32k")
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SiteSetting.ai_openai_gpt4_32k_url
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else
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if model.include?("1106") || model.include?("turbo")
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SiteSetting.ai_openai_gpt4_turbo_url
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else
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SiteSetting.ai_openai_gpt4_url
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end
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end
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else
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if model.include?("16k")
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SiteSetting.ai_openai_gpt35_16k_url
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else
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SiteSetting.ai_openai_gpt35_url
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end
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end
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url.present?
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end
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def endpoint_name(model_name)
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"OpenAI - #{model_name}"
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end
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end
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def normalize_model_params(model_params)
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model_params = model_params.dup
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# max_tokens, temperature are already supported
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if model_params[:stop_sequences]
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model_params[:stop] = model_params.delete(:stop_sequences)
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end
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model_params
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end
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def default_options
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{ model: model }
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end
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def provider_id
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AiApiAuditLog::Provider::OpenAI
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end
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private
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def model_uri
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url =
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if model.include?("gpt-4")
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if model.include?("32k")
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SiteSetting.ai_openai_gpt4_32k_url
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else
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if model.include?("1106") || model.include?("turbo")
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SiteSetting.ai_openai_gpt4_turbo_url
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else
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SiteSetting.ai_openai_gpt4_url
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end
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end
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else
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if model.include?("16k")
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SiteSetting.ai_openai_gpt35_16k_url
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else
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SiteSetting.ai_openai_gpt35_url
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end
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end
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URI(url)
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end
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def prepare_payload(prompt, model_params, dialect)
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default_options
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.merge(model_params)
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.merge(messages: prompt)
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.tap do |payload|
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payload[:stream] = true if @streaming_mode
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payload[:tools] = dialect.tools if dialect.tools.present?
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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 model_uri.host.include?("azure")
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h["api-key"] = SiteSetting.ai_openai_api_key
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else
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h["Authorization"] = "Bearer #{SiteSetting.ai_openai_api_key}"
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end
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if SiteSetting.ai_openai_organization.present?
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h["OpenAI-Organization"] = SiteSetting.ai_openai_organization
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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).dig(:choices, 0)
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# half a line sent here
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return if !parsed
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response_h = @streaming_mode ? parsed.dig(:delta) : parsed.dig(:message)
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@has_function_call ||= response_h.dig(:tool_calls).present?
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@has_function_call ? response_h.dig(:tool_calls, 0) : response_h.dig(:content)
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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 == "[DONE]" ? nil : data
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end
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.compact
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end
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def has_tool?(_response_data)
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@has_function_call
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end
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def native_tool_support?
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true
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end
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def add_to_function_buffer(function_buffer, partial: nil, payload: nil)
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if @streaming_mode
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return function_buffer if !partial
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else
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partial = payload
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end
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@args_buffer ||= +""
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f_name = partial.dig(:function, :name)
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@current_function ||= function_buffer.at("invoke")
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if f_name
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current_name = function_buffer.at("tool_name").content
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if current_name.blank?
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# first call
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else
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# we have a previous function, so we need to add a noop
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@args_buffer = +""
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@current_function =
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function_buffer.at("function_calls").add_child(
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Nokogiri::HTML5::DocumentFragment.parse(noop_function_call_text + "\n"),
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)
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end
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end
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@current_function.at("tool_name").content = f_name if f_name
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@current_function.at("tool_id").content = partial[:id] if partial[:id]
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args = partial.dig(:function, :arguments)
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# allow for SPACE within arguments
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if args && args != ""
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@args_buffer << args
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begin
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json_args = JSON.parse(@args_buffer, symbolize_names: true)
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argument_fragments =
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json_args.reduce(+"") do |memo, (arg_name, value)|
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memo << "\n<#{arg_name}>#{value}</#{arg_name}>"
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end
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argument_fragments << "\n"
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@current_function.at("parameters").children =
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Nokogiri::HTML5::DocumentFragment.parse(argument_fragments)
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rescue JSON::ParserError
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return function_buffer
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end
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end
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function_buffer
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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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