Files
music_library/experiment.exs
T
Claudio Ortolina 1cd38e5358 Increase response determinism
- Lower temperature
- Add explicit limit and ordering instructions
2024-12-10 16:30:51 +03:00

69 lines
1.9 KiB
Elixir

defmodule OpenAI do
def gpt_stream(prompt, cb) do
fun = fn request, finch_request, finch_name, finch_options ->
fun = fn
{:status, status}, response ->
%{response | status: status}
{:headers, headers}, response ->
%{response | headers: headers}
{:data, data}, response ->
body =
data
|> String.split("data: ")
|> Enum.map(fn str ->
str
|> String.trim()
|> decode_body(cb)
end)
|> Enum.filter(fn d -> d != :ok end)
old_body = if response.body == "", do: [], else: response.body
%{response | body: old_body ++ body}
end
case Finch.stream(finch_request, finch_name, Req.Response.new(), fun, finch_options) do
{:ok, response} -> {request, response}
{:error, exception} -> {request, exception}
end
end
Req.post!("https://api.openai.com/v1/chat/completions",
json: %{
model: "gpt-4o-mini",
messages: [%{role: "user", content: prompt}],
response_format: %{type: "json_object"},
stream: true,
temperature: 0.2
},
auth: {:bearer, System.fetch_env!("OPENAI_KEY")},
finch_request: fun
)
end
defp decode_body("", _), do: :ok
defp decode_body("[DONE]", _), do: :ok
defp decode_body(json, cb), do: cb.(Jason.decode!(json))
end
{:ok, collector} = Agent.start_link(fn -> "" end)
prompt = """
Provide a list of music genres applicable to the album "Stupid Things that Mean the World" by Tim Bowness.
Limit the list to 5 genres, ordered by decreasing specificity, all lowercase.
Return a valid JSON list.
"""
OpenAI.gpt_stream(prompt, fn data ->
case get_in(data, ["choices", Access.at(0), "delta", "content"]) do
nil -> :ok
data -> Agent.update(collector, fn current -> current <> data end)
end
end)
Agent.get(collector, & &1) |> Jason.decode!() |> IO.inspect()