"""Tests utilities for OpenLLM.""" from __future__ import annotations import contextlib, logging, shutil, subprocess, typing as t, bentoml, openllm if t.TYPE_CHECKING: from ._typing_compat import LiteralRuntime logger = logging.getLogger(__name__) @contextlib.contextmanager def build_bento(model: str, model_id: str | None = None, quantize: t.Literal["int4", "int8", "gptq"] | None = None, runtime: t.Literal["ggml", "transformers"] = "transformers", cleanup: bool = False) -> t.Iterator[bentoml.Bento]: logger.info("Building BentoML for %s", model) bento = openllm.build(model, model_id=model_id, quantize=quantize, runtime=runtime) yield bento if cleanup: logger.info("Deleting %s", bento.tag) bentoml.bentos.delete(bento.tag) @contextlib.contextmanager def build_container(bento: bentoml.Bento | str | bentoml.Tag, image_tag: str | None = None, cleanup: bool = False, **attrs: t.Any) -> t.Iterator[str]: if isinstance(bento, bentoml.Bento): bento_tag = bento.tag else: bento_tag = bentoml.Tag.from_taglike(bento) if image_tag is None: image_tag = str(bento_tag) executable = shutil.which("docker") if not executable: raise RuntimeError("docker executable not found") try: logger.info("Building container for %s", bento_tag) bentoml.container.build(bento_tag, backend="docker", image_tag=(image_tag,), progress="plain", **attrs,) yield image_tag finally: if cleanup: logger.info("Deleting container %s", image_tag) subprocess.check_output([executable, "rmi", "-f", image_tag]) @contextlib.contextmanager def prepare(model: str, model_id: str | None = None, implementation: LiteralRuntime = "pt", deployment_mode: t.Literal["container", "local"] = "local", clean_context: contextlib.ExitStack | None = None, cleanup: bool = True) -> t.Iterator[str]: if clean_context is None: clean_context = contextlib.ExitStack() cleanup = True llm = openllm.infer_auto_class(implementation).for_model(model, model_id=model_id, ensure_available=True) bento_tag = bentoml.Tag.from_taglike(f"{llm.llm_type}-service:{llm.tag.version}") if not bentoml.list(bento_tag): bento = clean_context.enter_context(build_bento(model, model_id=model_id, cleanup=cleanup)) else: bento = bentoml.get(bento_tag) container_name = f"openllm-{model}-{llm.llm_type}".replace("-", "_") if deployment_mode == "container": container_name = clean_context.enter_context(build_container(bento, image_tag=container_name, cleanup=cleanup)) yield container_name if cleanup: clean_context.close()