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

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# frozen_string_literal: true
module DiscourseAi
module Completions
module Endpoints
class Ollama < Base
def self.can_contact?(model_provider)
model_provider == "ollama"
end
def normalize_model_params(model_params)
model_params = model_params.dup
# max_tokens, temperature are already supported
if model_params[:stop_sequences]
model_params[:stop] = model_params.delete(:stop_sequences)
end
model_params
end
def default_options
{ max_tokens: 2000, model: llm_model.name }
end
def provider_id
AiApiAuditLog::Provider::Ollama
end
def use_ssl?
false
end
private
def model_uri
URI(llm_model.url)
end
def native_tool_support?
@native_tool_support
end
def has_tool?(_response_data)
@has_function_call
end
def prepare_payload(prompt, model_params, dialect)
@native_tool_support = dialect.native_tool_support?
# https://github.com/ollama/ollama/blob/main/docs/api.md#parameters-1
# Due to ollama enforce a 'stream: false' for tool calls, instead of complicating the code,
# we will just disable streaming for all ollama calls if native tool support is enabled
default_options
.merge(model_params)
.merge(messages: prompt)
.tap { |payload| payload[:stream] = false if @native_tool_support || !@streaming_mode }
.tap do |payload|
payload[:tools] = dialect.tools if @native_tool_support && dialect.tools.present?
end
end
def prepare_request(payload)
headers = { "Content-Type" => "application/json" }
Net::HTTP::Post.new(model_uri, headers).tap { |r| r.body = payload }
end
def partials_from(decoded_chunk)
decoded_chunk.split("\n").compact
end
def extract_completion_from(response_raw)
parsed = JSON.parse(response_raw, symbolize_names: true)
return if !parsed
response_h = parsed.dig(:message)
@has_function_call ||= response_h.dig(:tool_calls).present?
@has_function_call ? response_h.dig(:tool_calls, 0) : response_h.dig(:content)
end
def add_to_function_buffer(function_buffer, payload: nil, partial: nil)
@args_buffer ||= +""
if @streaming_mode
return function_buffer if !partial
else
partial = payload
end
f_name = partial.dig(:function, :name)
@current_function ||= function_buffer.at("invoke")
if f_name
current_name = function_buffer.at("tool_name").content
if current_name.blank?
# first call
else
# we have a previous function, so we need to add a noop
@args_buffer = +""
@current_function =
function_buffer.at("function_calls").add_child(
Nokogiri::HTML5::DocumentFragment.parse(noop_function_call_text + "\n"),
)
end
end
@current_function.at("tool_name").content = f_name if f_name
@current_function.at("tool_id").content = partial[:id] if partial[:id]
args = partial.dig(:function, :arguments)
# allow for SPACE within arguments
if args && args != ""
@args_buffer << args.to_json
begin
json_args = JSON.parse(@args_buffer, symbolize_names: true)
argument_fragments =
json_args.reduce(+"") do |memo, (arg_name, value)|
memo << "\n<#{arg_name}>#{value}</#{arg_name}>"
end
argument_fragments << "\n"
@current_function.at("parameters").children =
Nokogiri::HTML5::DocumentFragment.parse(argument_fragments)
rescue JSON::ParserError
return function_buffer
end
end
function_buffer
end
end
end
end
end