from urllib.parse import urljoin from letta.local_llm.settings.settings import get_completions_settings from letta.local_llm.utils import count_tokens, post_json_auth_request LLAMACPP_API_SUFFIX = "/completion" def get_llamacpp_completion(endpoint, auth_type, auth_key, prompt, context_window, grammar=None): """See https://github.com/ggerganov/llama.cpp/blob/master/examples/server/README.md for instructions on how to run the LLM web server""" from letta.utils import printd prompt_tokens = count_tokens(prompt) if prompt_tokens > context_window: raise Exception(f"Request exceeds maximum context length ({prompt_tokens} > {context_window} tokens)") # Settings for the generation, includes the prompt + stop tokens, max length, etc settings = get_completions_settings() request = settings request["prompt"] = prompt # Set grammar if grammar is not None: request["grammar"] = grammar if not endpoint.startswith(("http://", "https://")): raise ValueError(f"Provided OPENAI_API_BASE value ({endpoint}) must begin with http:// or https://") try: # NOTE: llama.cpp server returns the following when it's out of context # curl: (52) Empty reply from server URI = urljoin(endpoint.strip("/") + "/", LLAMACPP_API_SUFFIX.strip("/")) response = post_json_auth_request(uri=URI, json_payload=request, auth_type=auth_type, auth_key=auth_key) if response.status_code == 200: result_full = response.json() printd(f"JSON API response:\n{result_full}") result = result_full["content"] else: raise Exception( f"API call got non-200 response code (code={response.status_code}, msg={response.text}) for address: {URI}." + f" Make sure that the llama.cpp server is running and reachable at {URI}." ) except: # TODO handle gracefully raise # Pass usage statistics back to main thread # These are used to compute memory warning messages completion_tokens = result_full.get("tokens_predicted", None) total_tokens = prompt_tokens + completion_tokens if completion_tokens is not None else None usage = { "prompt_tokens": prompt_tokens, # can grab from "tokens_evaluated", but it's usually wrong (set to 0) "completion_tokens": completion_tokens, "total_tokens": total_tokens, } return result, usage