discourse-ai/lib/completions/endpoints/gemini.rb

233 lines
6.4 KiB
Ruby

# frozen_string_literal: true
module DiscourseAi
module Completions
module Endpoints
class Gemini < Base
def self.can_contact?(model_provider)
model_provider == "google"
end
def default_options
# the default setting is a problem, it blocks too much
categories = %w[HARASSMENT SEXUALLY_EXPLICIT HATE_SPEECH DANGEROUS_CONTENT]
safety_settings =
categories.map do |category|
{ category: "HARM_CATEGORY_#{category}", threshold: "BLOCK_NONE" }
end
{ generationConfig: {}, safetySettings: safety_settings }
end
def normalize_model_params(model_params)
model_params = model_params.dup
if model_params[:stop_sequences]
model_params[:stopSequences] = model_params.delete(:stop_sequences)
end
if model_params[:max_tokens]
model_params[:maxOutputTokens] = model_params.delete(:max_tokens)
end
model_params[:topP] = model_params.delete(:top_p) if model_params[:top_p]
# temperature already supported
model_params
end
def provider_id
AiApiAuditLog::Provider::Gemini
end
private
def model_uri
url = llm_model.url
key = llm_model.api_key
if @streaming_mode
url = "#{url}:streamGenerateContent?key=#{key}&alt=sse"
else
url = "#{url}:generateContent?key=#{key}"
end
URI(url)
end
def prepare_payload(prompt, model_params, dialect)
@native_tool_support = dialect.native_tool_support?
tools = dialect.tools if @native_tool_support
payload = default_options.merge(contents: prompt[:messages])
payload[:systemInstruction] = {
role: "system",
parts: [{ text: prompt[:system_instruction].to_s }],
} if prompt[:system_instruction].present?
if tools.present?
payload[:tools] = tools
function_calling_config = { mode: "AUTO" }
if dialect.tool_choice.present?
function_calling_config = {
mode: "ANY",
allowed_function_names: [dialect.tool_choice],
}
end
payload[:tool_config] = { function_calling_config: function_calling_config }
end
payload[:generationConfig].merge!(model_params) if model_params.present?
payload
end
def prepare_request(payload)
headers = { "Content-Type" => "application/json" }
Net::HTTP::Post.new(model_uri, headers).tap { |r| r.body = payload }
end
def extract_completion_from(response_raw)
parsed =
if @streaming_mode
response_raw
else
JSON.parse(response_raw, symbolize_names: true)
end
response_h = parsed.dig(:candidates, 0, :content, :parts, 0)
if response_h
@has_function_call ||= response_h.dig(:functionCall).present?
@has_function_call ? response_h.dig(:functionCall) : response_h.dig(:text)
end
end
class GeminiStreamingDecoder
def initialize
@buffer = +""
end
def decode(str)
@buffer << str
lines = @buffer.split(/\r?\n\r?\n/)
keep_last = false
decoded =
lines
.map do |line|
if line.start_with?("data: {")
begin
JSON.parse(line[6..-1], symbolize_names: true)
rescue JSON::ParserError
keep_last = line
nil
end
else
keep_last = line
nil
end
end
.compact
if keep_last
@buffer = +(keep_last)
else
@buffer = +""
end
decoded
end
end
def decode(chunk)
json = JSON.parse(chunk, symbolize_names: true)
idx = -1
json
.dig(:candidates, 0, :content, :parts)
.map do |part|
if part[:functionCall]
idx += 1
ToolCall.new(
id: "tool_#{idx}",
name: part[:functionCall][:name],
parameters: part[:functionCall][:args],
)
else
part = part[:text]
if part != ""
part
else
nil
end
end
end
end
def decode_chunk(chunk)
@tool_index ||= -1
streaming_decoder
.decode(chunk)
.map do |parsed|
update_usage(parsed)
parts = parsed.dig(:candidates, 0, :content, :parts)
parts&.map do |part|
if part[:text]
part = part[:text]
if part != ""
part
else
nil
end
elsif part[:functionCall]
@tool_index += 1
ToolCall.new(
id: "tool_#{@tool_index}",
name: part[:functionCall][:name],
parameters: part[:functionCall][:args],
)
end
end
end
.flatten
.compact
end
def update_usage(parsed)
usage = parsed.dig(:usageMetadata)
if usage
if prompt_token_count = usage[:promptTokenCount]
@prompt_token_count = prompt_token_count
end
if candidate_token_count = usage[:candidatesTokenCount]
@candidate_token_count = candidate_token_count
end
end
end
def final_log_update(log)
log.request_tokens = @prompt_token_count if @prompt_token_count
log.response_tokens = @candidate_token_count if @candidate_token_count
end
def streaming_decoder
@decoder ||= GeminiStreamingDecoder.new
end
def extract_prompt_for_tokenizer(prompt)
prompt.to_s
end
def xml_tools_enabled?
!@native_tool_support
end
end
end
end
end