Files
discourse-ai/lib/modules/ai_bot/open_ai_bot.rb
T
Sam 6282b6d21f FIX: implement tools framework for Anthropic (#307)
Previous to this changeset we used a custom system for tools/command
support for Anthropic.

We defined commands by using !command as a signal to execute it

Following Anthropic Claude 2.1, there is an official supported syntax (beta)
for tools execution.

eg:

```
+      <function_calls>
+      <invoke>
+      <tool_name>image</tool_name>
+      <parameters>
+      <prompts>
+      [
+      "an oil painting",
+      "a cute fluffy orange",
+      "3 apple's",
+      "a cat"
+      ]
+      </prompts>
+      </parameters>
+      </invoke>
+      </function_calls>
```

This implements the spec per Anthropic, it should be stable enough
to also work on other LLMs.

Keep in mind that OpenAI is not impacted here at all, as it has its
own custom system for function calls.

Additionally:

- Fixes the title system prompt so it works with latest Anthropic
- Uses new spec for "system" messages by Anthropic
- Tweak forum helper persona to guide Anthropic a tiny be better

Overall results are pretty awesome and Anthropic Claude performs
really well now on Discourse
2023-11-24 06:39:56 +11:00

148 lines
4.1 KiB
Ruby

# frozen_string_literal: true
module DiscourseAi
module AiBot
class OpenAiBot < Bot
def self.can_reply_as?(bot_user)
open_ai_bot_ids = [
DiscourseAi::AiBot::EntryPoint::GPT4_ID,
DiscourseAi::AiBot::EntryPoint::GPT3_5_TURBO_ID,
]
open_ai_bot_ids.include?(bot_user.id)
end
def prompt_limit(allow_commands:)
# provide a buffer of 120 tokens - our function counting is not
# 100% accurate and getting numbers to align exactly is very hard
buffer = reply_params[:max_tokens] + 50
if allow_commands
# note this is about 100 tokens over, OpenAI have a more optimal representation
@function_size ||= tokenize(available_functions.to_json.to_s).length
buffer += @function_size
end
if bot_user.id == DiscourseAi::AiBot::EntryPoint::GPT4_ID
8192 - buffer
else
16_384 - buffer
end
end
def reply_params
# technically we could allow GPT-3.5 16k more tokens
# but lets just keep it here for now
{ temperature: 0.4, top_p: 0.9, max_tokens: 2500 }
end
def extra_tokens_per_message
# open ai defines about 4 tokens per message of overhead
4
end
def submit_prompt(
prompt,
prefer_low_cost: false,
post: nil,
temperature: nil,
top_p: nil,
max_tokens: nil,
&blk
)
params =
reply_params.merge(
temperature: temperature,
top_p: top_p,
max_tokens: max_tokens,
) { |key, old_value, new_value| new_value.nil? ? old_value : new_value }
model = model_for(low_cost: prefer_low_cost)
params[:functions] = available_functions if available_functions.present?
DiscourseAi::Inference::OpenAiCompletions.perform!(
prompt,
model,
**params,
post: post,
&blk
)
end
def tokenizer
DiscourseAi::Tokenizer::OpenAiTokenizer
end
def model_for(low_cost: false)
return "gpt-4" if bot_user.id == DiscourseAi::AiBot::EntryPoint::GPT4_ID && !low_cost
"gpt-3.5-turbo-16k"
end
def clean_username(username)
if username.match?(/\0[a-zA-Z0-9_-]{1,64}\z/)
username
else
# not the best in the world, but this is what we have to work with
# if sites enable unicode usernames this can get messy
username.gsub(/[^a-zA-Z0-9_-]/, "_")[0..63]
end
end
def include_function_instructions_in_system_prompt?
# open ai uses a bespoke system for function calls
false
end
private
def populate_functions(partial:, reply:, functions:, done:, current_delta:)
return if !partial
fn = partial.dig(:choices, 0, :delta, :function_call)
if fn
functions.add_function(fn[:name]) if fn[:name].present?
functions.add_argument_fragment(fn[:arguments]) if !fn[:arguments].nil?
functions.custom = true
end
end
def build_message(poster_username, content, function: false, system: false)
is_bot = poster_username == bot_user.username
if function
role = "function"
elsif system
role = "system"
else
role = is_bot ? "assistant" : "user"
end
result = { role: role, content: content }
if function
result[:name] = poster_username
elsif !system && poster_username != bot_user.username && poster_username.present?
# Open AI restrict name to 64 chars and only A-Za-z._ (work around)
result[:name] = clean_username(poster_username)
end
result
end
def get_delta(partial, _context)
partial.dig(:choices, 0, :delta, :content).to_s
end
def get_updated_title(prompt)
DiscourseAi::Inference::OpenAiCompletions.perform!(
prompt,
model_for,
temperature: 0.7,
top_p: 0.9,
max_tokens: 40,
).dig(:choices, 0, :message, :content)
end
end
end
end