discourse-ai/lib/modules/summarization/models/open_ai.rb

108 lines
3.0 KiB
Ruby

# frozen_string_literal: true
module DiscourseAi
module Summarization
module Models
class OpenAi < Base
def display_name
"Open AI's #{model}"
end
def correctly_configured?
SiteSetting.ai_openai_api_key.present?
end
def configuration_hint
I18n.t(
"discourse_ai.summarization.configuration_hint",
count: 1,
setting: "ai_openai_api_key",
)
end
def concatenate_summaries(summaries)
messages = [
{ role: "system", content: "You are a helpful bot" },
{
role: "user",
content:
"Concatenate these disjoint summaries, creating a cohesive narrative:\n#{summaries.join("\n")}",
},
]
completion(messages)
end
def summarize_with_truncation(contents, opts)
messages = [{ role: "system", content: build_base_prompt(opts) }]
text_to_summarize = contents.map { |c| format_content_item(c) }.join
truncated_content = tokenizer.truncate(text_to_summarize, available_tokens)
messages << {
role: "user",
content: "Summarize the following in 400 words:\n#{truncated_content}",
}
completion(messages)
end
def summarize_single(chunk_text, opts)
summarize_chunk(chunk_text, opts.merge(single_chunk: true))
end
private
def summarize_chunk(chunk_text, opts)
summary_instruction =
if opts[:single_chunk]
"Summarize the following forum discussion, creating a cohesive narrative:"
else
"Summarize the following in 400 words:"
end
completion(
[
{ role: "system", content: build_base_prompt(opts) },
{ role: "user", content: "#{summary_instruction}\n#{chunk_text}" },
],
)
end
def build_base_prompt(opts)
base_prompt = <<~TEXT
You are a summarization bot.
You effectively summarise any text and reply ONLY with ONLY the summarized text.
You condense it into a shorter version.
You understand and generate Discourse forum Markdown.
TEXT
if opts[:resource_path]
base_prompt +=
"Try generating links as well the format is #{opts[:resource_path]}. eg: [ref](#{opts[:resource_path]}/77)\n"
end
base_prompt += "The discussion title is: #{opts[:content_title]}.\n" if opts[
:content_title
]
base_prompt
end
def completion(prompt)
::DiscourseAi::Inference::OpenAiCompletions.perform!(prompt, model).dig(
:choices,
0,
:message,
:content,
)
end
def tokenizer
DiscourseAi::Tokenizer::OpenAiTokenizer
end
end
end
end
end