Awesome
ExLLama: LlammaCpp.rs NIF wrapper for Elixir/Erlang.
This is an Alpha Library for loading and interacting with models via the llama_cpp rust client exposed as nif extensions. Inspired By llama_cpp_ex
Getting Started
- Add the
ex_llama
dependency to yourmix.exs
file:
def deps do
[
{:ex_llama, "~> 0.0.1"}
]
end
Chat Completion
As of this build only <|role|>messsage</s>
format chat completion is supported, such as used by tiny llama.
{:ok, llama} = ExLLama.load_model("./test/models/tinyllama-1.1b-chat-v1.0.Q4_K_M.gguf")
thread = [
%{role: :user, content: "Say Hello. And only hello. Example \"Hello\"."},
%{role: :assistant, content: "Hello"},
%{role: :user, content: "Repeat what you just said."},
%{role: :assistant, content: "Hello"},
%{role: :user, content: "Say Goodbye."},
%{role: :assistant, content: "Goodbye"},
%{role: :user, content: "Say Apple."},
%{role: :assistant, content: "Apple"},
%{role: :user, content: "What did you just say?."},
]
{:ok, response} = ExLLama.chat_completion(llama, thread, %{seed: 2})
# response = %{
# choices: [
# %{reason: :end, role: "assistant", content: "Apple"},
# %{reason: :end, role: "assistant", content: "Apple"},
# %{reason: :end, role: "assistant", content: "Apple"}
# ]
# }
Simple Completion (direct)
{:ok, llama} = ExLLama.load_model("./test/models/tinyllama-1.1b-chat-v1.0.Q4_K_M.gguf")
{:ok, options} = ExLLama.Session.default_options()
{:ok, session} = ExLLama.create_session(llama, %{options| seed: 2})
ExLLama.advance_context(session, "<|user|>\n Say Hello. And only hello. Example \"Hello\".</s>\n<|assistant|>\n Hello</s>\n<|user|>\n Repeat what you just said.</s>\n<|assistant|>\n Hello</s>\n<|user|>\n Say Goodbye.</s>\n<|assistant|>\n")
{:ok, response} = ExLLama.completion(session, 512, "</s>\n*")
response = String.trim_leading(response)
# "Goodbye.</s>"
Streaming Completion (final mechanism will be replaced with a Stream
def receive_text(acc \\ []) do
receive do
x = {:ok, _} -> Enum.reverse([x|acc])
x = {:error, _} -> Enum.reverse([x|acc])
:fin ->
Enum.reverse(acc)
x ->
receive_text([x | acc])
end
end
#...
{:ok, llama} = ExLLama.load_model("./test/models/tinyllama-1.1b-chat-v1.0.Q4_K_M.gguf")
{:ok, options} = ExLLama.Session.default_options()
{:ok, session} = ExLLama.create_session(llama, %{options| seed: 2})
ExLLama.advance_context(session, "<|user|>\n Say Hello. And only hello. Example \"Hello\".</s>\n<|assistant|>\n Hello</s>\n<|user|>\n Repeat what you just said.</s>\n<|assistant|>\n Hello</s>\n<|user|>\n Say Goodbye.</s>\n<|assistant|>\n")
ExLLama.Session.start_completing_with(session, %{max_tokens: 512})
receive_text()