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Native tools do not work well on Opus. Chain of Thought prompting means it consumes enormous amounts of tokens and has poor latency. This commit introduce and XML stripper to remove various chain of thought XML islands from anthropic prompts when tools are involved. This mean Opus native tools is now functions (albeit slowly) From local testing XML just works better now. Also fixes enum support in Anthropic native tools
136 lines
3.9 KiB
Ruby
136 lines
3.9 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 Anthropic < Base
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class << self
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def can_contact?(endpoint_name)
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endpoint_name == "anthropic"
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end
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def dependant_setting_names
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%w[ai_anthropic_api_key]
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end
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def correctly_configured?(_model_name)
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SiteSetting.ai_anthropic_api_key.present?
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end
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def endpoint_name(model_name)
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"Anthropic - #{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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# max_tokens, temperature, stop_sequences are already supported
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model_params
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end
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def default_options(dialect)
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# skipping 2.0 support for now, since other models are better
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mapped_model =
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case model
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when "claude-2"
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"claude-2.1"
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when "claude-instant-1"
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"claude-instant-1.2"
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when "claude-3-haiku"
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"claude-3-haiku-20240307"
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when "claude-3-sonnet"
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"claude-3-sonnet-20240229"
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when "claude-3-opus"
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"claude-3-opus-20240229"
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else
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raise "Unsupported model: #{model}"
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end
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options = { model: mapped_model, max_tokens: 3_000 }
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options[:stop_sequences] = ["</function_calls>"] if !dialect.native_tool_support? &&
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dialect.prompt.has_tools?
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options
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end
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def provider_id
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AiApiAuditLog::Provider::Anthropic
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end
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private
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def xml_tags_to_strip(dialect)
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if dialect.prompt.has_tools?
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%w[thinking search_quality_reflection search_quality_score]
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else
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[]
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end
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end
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# this is an approximation, we will update it later if request goes through
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def prompt_size(prompt)
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tokenizer.size(prompt.system_prompt.to_s + " " + prompt.messages.to_s)
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end
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def model_uri
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url = llm_model&.url || "https://api.anthropic.com/v1/messages"
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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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@native_tool_support = dialect.native_tool_support?
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payload = default_options(dialect).merge(model_params).merge(messages: prompt.messages)
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payload[:system] = prompt.system_prompt if prompt.system_prompt.present?
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payload[:stream] = true if @streaming_mode
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payload[:tools] = prompt.tools if prompt.has_tools?
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payload
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end
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def prepare_request(payload)
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headers = {
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"anthropic-version" => "2023-06-01",
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"x-api-key" => llm_model&.api_key || SiteSetting.ai_anthropic_api_key,
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"content-type" => "application/json",
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}
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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 processor
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@processor ||=
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DiscourseAi::Completions::AnthropicMessageProcessor.new(streaming_mode: @streaming_mode)
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end
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def add_to_function_buffer(function_buffer, partial: nil, payload: nil)
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processor.to_xml_tool_calls(function_buffer) if !partial
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end
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def extract_completion_from(response_raw)
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processor.process_message(response_raw)
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end
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def has_tool?(_response_data)
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processor.tool_calls.present?
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end
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def final_log_update(log)
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log.request_tokens = processor.input_tokens if processor.input_tokens
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log.response_tokens = processor.output_tokens if processor.output_tokens
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end
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def native_tool_support?
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@native_tool_support
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end
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def partials_from(decoded_chunk)
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decoded_chunk.split("\n").map { |line| line.split("data: ", 2)[1] }.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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