import ast from pathlib import Path import logging import warnings as _warnings import torch def _find_vision(): for p in [ Path(__file__).resolve().parent / "unsloth" / "models" / "vision.py", Path(__file__).resolve().parents[1] / "unsloth" / "models" / "vision.py", Path( "/mnt/disks/unslothai/ubuntu/workspace_25/github_review/unsloth-pr-5053-staging-3/unsloth/models/vision.py" ), ]: if p.exists(): return p raise FileNotFoundError("vision.py not found") def _load_fns(): tree = ast.parse(_find_vision().read_text()) ns = {"torch": torch, "warnings": _warnings, "logger": logging.getLogger("test")} for node in tree.body: if isinstance(node, ast.FunctionDef) and node.name in { "_infer_device_map_from_loaded_model", "_attach_bnb_multidevice_hooks", }: exec( compile( ast.Module(body = [node], type_ignores = []), str(_find_vision()), "exec", ), ns, ) return ns["_infer_device_map_from_loaded_model"], ns[ "_attach_bnb_multidevice_hooks" ] class _P: def __init__(self, dev): self.device = torch.device(dev) if isinstance(dev, str) else dev class _ObservableMod: """Tracks whether any mutation happened on its parameters.""" def __init__(self, params): self._p = [(n, _P(d)) for n, d in params] self.hf_device_map = None def named_parameters(self, recurse = True, remove_duplicate = False): for n, p in self._p: yield n, p def parameters(self, recurse = True): for _, p in self._p: yield p def named_buffers(self, recurse = True): return iter([]) def named_children(self): return iter([]) def test_early_exit_does_not_strip_params(monkeypatch): """When a guard triggers (fast_inference=True), the helper must return before touching any parameter attributes (strip loop is never entered).""" import accelerate monkeypatch.setattr(accelerate, "dispatch_model", lambda *a, **kw: None) _, attach = _load_fns() m = _ObservableMod([("w", "cuda:1")]) p = m._p[0][1] p._is_hf_initialized = "original" p._other_attr = "keep" attach( m, load_in_4bit = True, load_in_8bit = False, offload_embedding = False, fast_inference = True, ) assert p._is_hf_initialized == "original" assert p._other_attr == "keep"