| """Pluggable GPU substrates (RunPod Flash + Vast.ai verified datacenters). |
| |
| The training worker (``flash.engine.worker``) is substrate-neutral — it reads a |
| JobSpec from the environment, pulls code from the HF dataset repo, and streams |
| artifacts/heartbeats/metrics back to it. Providers differ only in HOW a GPU is priced, |
| provisioned, and torn down. Every provider implements the SAME ``base.Provider`` |
| protocol — that protocol, not the file set, is what makes them interchangeable — and |
| each shares a broadly similar module layout (``providers/<name>/{api,auth,pricing, |
| gpus,jobs,train,preflight}.py``), with provider-specific additions where needed (e.g. |
| ``vast/_bootstrap.py``, which has no RunPod analog): |
| |
| runpod serverless Flash endpoints (the original substrate) |
| vast verified-datacenter instances (REST only) |
| |
| This module is the registry: ``get_provider(name)`` / ``PROVIDER_NAMES``. |
| ``allocator.allocate`` is the cross-provider "cheapest GPU that fits" policy that |
| iterates every registered provider. |
| """ |
|
|
| from __future__ import annotations |
|
|
| from functools import cache |
|
|
| from flash.providers.base import Provider |
|
|
| |
| |
| PROVIDER_NAMES: tuple[str, ...] = ("runpod", "vast") |
|
|
|
|
| def get_provider(name: str) -> Provider: |
| """The ``Provider`` singleton for a registered name (raises on unknown).""" |
| |
| return _get_provider((name or "").strip().lower()) |
|
|
|
|
| @cache |
| def _get_provider(key: str) -> Provider: |
| if key == "runpod": |
| from flash.providers.runpod import PROVIDER |
|
|
| return PROVIDER |
| if key == "vast": |
| from flash.providers.vast import PROVIDER |
|
|
| return PROVIDER |
| raise KeyError(f"unknown provider {key!r} (known: {', '.join(PROVIDER_NAMES)})") |
|
|
|
|
| def available_providers() -> tuple[str, ...]: |
| """Provider NAMES usable from this control plane right now: a provider is available when it |
| ``is_configured()`` (creds present + net path). RunPod is the always-on default; Vast needs |
| ``VAST_API_KEY`` (and FLASH_SKIP_NET disables both live paths, keeping offline allocation |
| deterministic).""" |
| return tuple(n for n in PROVIDER_NAMES if get_provider(n).is_configured()) |
|
|
|
|
| def configured_providers() -> list[Provider]: |
| """The ``Provider`` objects available right now (see ``available_providers``).""" |
| return [get_provider(n) for n in available_providers()] |
|
|