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 xml_tools_enabled?
!@native_tool_support
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 decode_chunk(chunk)
# Native tool calls are not working right in streaming mode, use XML
@json_decoder ||= JsonStreamDecoder.new(line_regex: /^\s*({.*})$/)
(@json_decoder << chunk).map { |parsed| parsed.dig(:message, :content) }.compact
end
def decode(response_raw)
rval = []
parsed = JSON.parse(response_raw, symbolize_names: true)
content = parsed.dig(:message, :content)
rval << content if !content.to_s.empty?
idx = -1
parsed
.dig(:message, :tool_calls)
&.each do |tool_call|
idx += 1
id = "tool_#{idx}"
name = tool_call.dig(:function, :name)
args = tool_call.dig(:function, :arguments)
rval << ToolCall.new(id: id, name: name, parameters: args)
end
rval
end
end
end
end
end