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import_fixes: stub-module injection for peft.utils.transformers_weight_conversion on transformers 4.x (#5416)
* import_fixes: stub transformers.conversion_mapping so peft 0.19.x imports on transformers 4.x
patch_peft_weight_converter_compatibility currently opens with
try:
from peft.utils import transformers_weight_conversion as twc
except (ImportError, AttributeError):
return
which silently no-ops on (peft 0.19.x, transformers 4.57.x): peft's
transformers_weight_conversion module unconditionally imports two
transformers-v5 submodules at module top
from transformers.conversion_mapping import ...
from transformers.core_model_loading import ...
and neither submodule exists on transformers < 5. peft itself only USES
those submodules inside an is_transformers_ge_v5 branch, but the top of
file import still explodes with
ModuleNotFoundError: No module named 'transformers.conversion_mapping'
The bare except above swallows that, so the weight converter compat
wrap never gets installed, and any downstream code that later does
from peft.utils import transformers_weight_conversion crashes with the
same ModuleNotFoundError.
Fix: synthesise minimal stub modules for transformers.conversion_mapping
and transformers.core_model_loading, install them into sys.modules, and
re-import peft.utils.transformers_weight_conversion so the kwargs compat
wrap can succeed on top. The stubs expose exactly the symbols peft 0.19.x
pulls in at module top (Concatenate / ConversionOps are real subclassable
classes since peft subclasses them as PeftConcatenate / FlattenDims /
PermuteDims), so peft's own class creation succeeds. None of the stubbed
callables actually fire on the 4.x branch because peft's runtime
is_transformers_ge_v5 gate keeps them unreachable.
Gating contract (strict no-op outside the (peft 0.19.x, transformers 4.x)
combination):
* No-op if peft is not installed.
* No-op if peft.utils.transformers_weight_conversion already imports
clean (transformers v5+, or any peft fork off the v5 path).
* Strictly additive: only stubs submodules that are currently missing
from sys.modules / find_spec. We never overwrite the real
transformers.conversion_mapping / transformers.core_model_loading
on transformers v5+.
* Idempotent: sentinel attribute (__unsloth_stub__) on the stub modules
makes a second call return False, a third call return False, etc.
* Surfaces drift unchanged: if peft fails for some reason OTHER than
these two specific missing submodules, the original ImportError is
left for the caller's own try/except to take over.
Forwards / backwards compatibility:
* transformers 4.57.6 -> install stubs.
* transformers 5.x (real submodules) -> first-import probe succeeds,
return False, never touch sys.modules.
* TRL 0.22 / 0.27 / 1.x -- none of these import either submodule
directly; they reach the peft conversion module (if at all) through
peft.tuners.tuners_utils, behind peft's own is_transformers_ge_v5
gate. Stubs are therefore unreachable from TRL on a 4.x install,
and on a 5.x install the real submodules win the import race.
* peft 0.18 / 0.19 / 0.20 -- the symbols stubbed cover the union of
what peft pulls at module top across the 0.19.x line; older peft
that doesn't import the v5 submodules at all hits the cheap
first-import-probe exit and we never touch sys.modules.
Wired into unsloth/_gpu_init.py to run BEFORE
patch_peft_weight_converter_compatibility (otherwise that function's
bare except would still silently no-op). Mirrors the equivalent fix
shipped in unsloth-zoo (the zoo-side stub installs itself via
apply_import_fixes() at zoo import time, but a user can run
unsloth without the zoo fix on an older unsloth_zoo, so the unsloth
side needs to own its own copy of the workaround).
tests/conftest.py is updated to pre-apply this specific fix via the
standalone import-fixes module so the GPU-free drift detector test
(tests/test_import_fixes_drift.py::test_peft_transformers_weight_conversion_importable_and_signature)
sees the same patched state that a real ``import unsloth`` would.
The pattern mirrors unsloth-zoo's tests/conftest.py
_apply_zoo_import_fixes_for_tests helper, scoped to just the peft fix.
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
This commit is contained in:
parent
05d6a2f3ae
commit
12295c1fdb
3 changed files with 469 additions and 0 deletions
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@ -139,3 +139,96 @@ if not _has_real_accelerator():
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if not _preload_device_type("unsloth"):
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_install_device_type_stub("unsloth.device_type")
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_patch_torch_cuda_for_import()
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# ---------------------------------------------------------------------------
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# Apply unsloth-local upstream-drift fixes that need to run before pytest
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# collects tests that import the affected third-party module directly.
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#
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# Specifically: ``from peft.utils import transformers_weight_conversion``
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# blows up on (peft 0.19.x + transformers 4.x) because peft unconditionally
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# imports two transformers-v5 submodules at module top. The production
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# import path applies the stub-injection workaround via
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# ``unsloth/_gpu_init.py``, but the GPU-free test harness above
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# deliberately avoids triggering the full ``unsloth`` package init (which
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# pulls in the CUDA / torch device chain). Load just the standalone
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# import-fixes module by file path so drift detectors that probe peft
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# see the same patched state a real unsloth install would.
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# ---------------------------------------------------------------------------
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def _apply_unsloth_peft_import_fix_for_tests() -> None:
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import importlib.util as _ilu
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try:
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pkg_spec = _ilu.find_spec("unsloth")
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except Exception:
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return
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if pkg_spec is None or not pkg_spec.submodule_search_locations:
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return
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fix_path = os.path.join(
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pkg_spec.submodule_search_locations[0],
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"import_fixes.py",
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)
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if not os.path.exists(fix_path):
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return
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mod_name = "unsloth.import_fixes"
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_installed_skeleton = False
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if mod_name in sys.modules:
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mod = sys.modules[mod_name]
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else:
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# Submodule import requires SOME parent ``unsloth`` entry in
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# sys.modules. Reuse one if a sibling conftest step already
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# installed it (and don't pop in that case); otherwise install a
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# bare skeleton and pop on the way out so subsequent
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# ``import unsloth`` calls hit the real package init.
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if "unsloth" not in sys.modules:
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pkg = types.ModuleType("unsloth")
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pkg.__path__ = list(pkg_spec.submodule_search_locations)
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pkg.__spec__ = pkg_spec
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pkg.__package__ = "unsloth"
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pkg.__file__ = os.path.join(
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pkg_spec.submodule_search_locations[0],
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"__init__.py",
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)
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sys.modules["unsloth"] = pkg
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_installed_skeleton = True
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spec = _ilu.spec_from_file_location(mod_name, fix_path)
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if spec is None or spec.loader is None:
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if _installed_skeleton:
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sys.modules.pop("unsloth", None)
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return
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mod = _ilu.module_from_spec(spec)
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sys.modules[mod_name] = mod
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try:
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spec.loader.exec_module(mod)
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except Exception:
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sys.modules.pop(mod_name, None)
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if _installed_skeleton:
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sys.modules.pop("unsloth", None)
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return
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fix = getattr(mod, "fix_peft_transformers_weight_conversion_import", None)
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if fix is None:
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if _installed_skeleton:
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sys.modules.pop("unsloth", None)
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return
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try:
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fix()
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except Exception:
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# Individual fix is internally guarded; if the entry point itself
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# blows up, don't take pytest collection down.
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pass
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finally:
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# Drop our scratch skeleton so subsequent ``import unsloth``
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# calls hit the real package init rather than our empty
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# placeholder. The import-fixes module itself stays in
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# sys.modules under ``unsloth.import_fixes`` -- python's import
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# machinery is happy to find a submodule without an active
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# parent entry.
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if _installed_skeleton:
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sys.modules.pop("unsloth", None)
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_apply_unsloth_peft_import_fix_for_tests()
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@ -153,6 +153,7 @@ from .import_fixes import (
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disable_torchcodec_if_broken,
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disable_broken_wandb,
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fix_trl_vllm_ascend,
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fix_peft_transformers_weight_conversion_import,
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patch_peft_weight_converter_compatibility,
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)
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@ -177,6 +178,15 @@ patch_vllm_for_notebooks()
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patch_torchcodec_audio_decoder()
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disable_torchcodec_if_broken()
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disable_broken_wandb()
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# Must run BEFORE patch_peft_weight_converter_compatibility: on peft 0.19.x
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# + transformers 4.x, ``from peft.utils import transformers_weight_conversion``
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# raises ModuleNotFoundError because peft unconditionally imports
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# ``transformers.conversion_mapping`` and ``transformers.core_model_loading``
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# at module top, but neither exists on transformers <5. Stubbing those two
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# submodules first lets the converter compat patch actually wrap
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# ``build_peft_weight_mapping`` instead of silently no-opping in its bare
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# ``except (ImportError, AttributeError): return``.
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fix_peft_transformers_weight_conversion_import()
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patch_peft_weight_converter_compatibility()
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del fix_xformers_performance_issue
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@ -199,6 +209,7 @@ del patch_vllm_for_notebooks
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del patch_torchcodec_audio_decoder
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del disable_torchcodec_if_broken
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del disable_broken_wandb
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del fix_peft_transformers_weight_conversion_import
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del patch_peft_weight_converter_compatibility
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# Torch 2.4 has including_emulation
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@ -1372,6 +1372,371 @@ def disable_broken_wandb():
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os.environ["WANDB_DISABLED"] = "true"
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# ---------------------------------------------------------------------------
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# peft 0.19.x + transformers 4.x drift
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# ---------------------------------------------------------------------------
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#
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# peft 0.19.x ships ``peft/utils/transformers_weight_conversion.py`` with a
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# top-of-file ``from transformers.conversion_mapping import ...`` AND a
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# ``from transformers.core_model_loading import ...``. Neither submodule
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# exists on transformers < 5.x. The peft module's own header is explicit
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# ("don't import from this module unless transformers v5+ is used"), and
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# peft itself only triggers the import at RUNTIME inside an
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# ``if is_transformers_ge_v5:`` branch (``peft/tuners/tuners_utils.py``).
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# However any code that does the obvious
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# ``from peft.utils import transformers_weight_conversion`` -- including
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# Unsloth's own ``patch_peft_weight_converter_compatibility`` below
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# (which wraps ``build_peft_weight_mapping``) -- still tries to import the
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# module unconditionally and explodes with
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#
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# ModuleNotFoundError: No module named 'transformers.conversion_mapping'
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#
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# on the 4.x stack. The bare ``except (ImportError, AttributeError)`` guard
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# inside ``patch_peft_weight_converter_compatibility`` then catches that
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# and silently no-ops, leaving downstream consumers to crash later with
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# the same ModuleNotFoundError the first time anything imports
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# ``peft.utils.transformers_weight_conversion``.
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#
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# Fix: when (and only when) the import is broken AND the underlying
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# transformers really is missing those two submodules, inject minimal stub
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# modules into ``sys.modules`` with exactly the symbols peft pulls in at
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# its module top. The stubs are dead inert on transformers 4.x because
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# peft never calls into them on that branch (its own ``is_transformers_ge_v5``
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# gate keeps them unreachable at runtime).
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#
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# On transformers v5+, both submodules exist for real, this function is a
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# strict no-op (the first-import probe passes and we return immediately)
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# and we never touch ``sys.modules``.
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# ---------------------------------------------------------------------------
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# Sentinel attribute stamped on stub modules so a second call is a strict
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# no-op and so third parties can introspect ``__unsloth_stub__`` to detect
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# our patch.
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_UNSLOTH_STUB_SENTINEL = "__unsloth_stub__"
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def _peft_stub_module_importable(name):
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"""True iff ``import {name}`` would succeed without ImportError.
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Uses ``find_spec`` rather than a raw ``import`` to avoid triggering
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arbitrary module-level side effects when we're only probing. Also
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treats an already-cached ``sys.modules`` entry as importable.
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"""
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if name in sys.modules and sys.modules[name] is not None:
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return True
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try:
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return importlib.util.find_spec(name) is not None
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except (ImportError, ValueError, ModuleNotFoundError):
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return False
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def _make_peft_stub_module(fullname):
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"""Create a fresh stub module marked with our sentinel."""
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import types as _types
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mod = _types.ModuleType(fullname)
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mod.__file__ = f"<unsloth stub: {fullname}>"
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mod.__package__ = fullname.rpartition(".")[0]
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setattr(mod, _UNSLOTH_STUB_SENTINEL, True)
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return mod
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def _install_transformers_conversion_mapping_stub():
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"""Synthesise a ``transformers.conversion_mapping`` module.
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Provides exactly the three symbols peft 0.19.x imports at module top:
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* ``_MODEL_TO_CONVERSION_PATTERN`` -- a real ``dict`` (peft calls
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``.copy()`` on it at module top and then does keyed assignment).
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* ``get_checkpoint_conversion_mapping(model_type)`` -- returns
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``None`` (i.e. "no v5 conversion registered for this model type").
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peft only invokes this at runtime inside
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``convert_peft_config_for_transformers`` /
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``convert_peft_adapter_state_dict_for_transformers``, and both
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early-return on ``None``.
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* ``get_model_conversion_mapping(model)`` -- returns ``None``. Same
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runtime guard story.
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On transformers 4.x peft's own gate (``is_transformers_ge_v5``) means
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these callables never actually fire, but we make them well-behaved
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just in case some caller invokes them directly.
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"""
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name = "transformers.conversion_mapping"
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existing = sys.modules.get(name)
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if existing is not None and getattr(existing, _UNSLOTH_STUB_SENTINEL, False):
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return existing
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mod = _make_peft_stub_module(name)
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# peft does ``_MODEL_TO_CONVERSION_PATTERN = _MODEL_TO_CONVERSION_PATTERN.copy()``
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# at module top, then keyed assignment. A real dict is sufficient.
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mod._MODEL_TO_CONVERSION_PATTERN = {}
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def get_checkpoint_conversion_mapping(model_type, *args, **kwargs):
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# ``None`` is peft's "no conversion registered" sentinel; both
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# callsites in peft early-return on it.
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return None
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def get_model_conversion_mapping(model, *args, **kwargs):
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# Same story: peft treats ``None`` / empty list as "nothing to do".
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return None
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mod.get_checkpoint_conversion_mapping = get_checkpoint_conversion_mapping
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mod.get_model_conversion_mapping = get_model_conversion_mapping
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sys.modules[name] = mod
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# Attach to the parent package as well so ``import transformers;
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# transformers.conversion_mapping`` works just like a real submodule.
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parent = sys.modules.get("transformers")
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if parent is not None and not hasattr(parent, "conversion_mapping"):
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try:
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parent.conversion_mapping = mod
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except Exception:
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# Defensive: a frozen / read-only parent still leaves the
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# sys.modules entry in place, which is enough for
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# ``from transformers.conversion_mapping import ...``.
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pass
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return mod
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def _install_transformers_core_model_loading_stub():
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"""Synthesise a ``transformers.core_model_loading`` module.
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Provides the eight symbols peft 0.19.x imports at module top:
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Classes: ``ConversionOps``, ``Concatenate``, ``MergeModulelist``,
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``Transpose``, ``WeightConverter``, ``WeightRenaming``.
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Callables: ``dot_natural_key``, ``rename_source_key``.
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Peft subclasses ``Concatenate`` and ``ConversionOps`` at module top
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(``PeftConcatenate``, ``FlattenDims``, ``PermuteDims``), so those two
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MUST be real classes -- not callables, not ``object()`` -- or class
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creation will fail at import. The remaining classes only appear in
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``isinstance`` checks / runtime construction calls that are gated
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behind ``is_transformers_ge_v5`` upstream and never fire on the 4.x
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branch, but we still make them real classes so any third party that
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does ``from transformers.core_model_loading import WeightConverter``
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after this patch sees a sensible (if inert) class.
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"""
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name = "transformers.core_model_loading"
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existing = sys.modules.get(name)
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if existing is not None and getattr(existing, _UNSLOTH_STUB_SENTINEL, False):
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return existing
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mod = _make_peft_stub_module(name)
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class ConversionOps:
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"""Stub base class. Subclassing is permitted (peft does this)."""
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def convert(self, *args, **kwargs): # pragma: no cover - inert stub
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raise NotImplementedError(
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"unsloth stub: transformers.core_model_loading.ConversionOps "
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"is a no-op on transformers <5. Upgrade transformers to v5+ "
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"to use peft.utils.transformers_weight_conversion at runtime."
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)
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@property
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def reverse_op(self): # pragma: no cover - inert stub
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raise NotImplementedError
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class Concatenate(ConversionOps):
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"""Stub. Peft subclasses this as ``PeftConcatenate``."""
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def __init__(self, dim = 0, *args, **kwargs):
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self.dim = dim
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class MergeModulelist(ConversionOps):
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"""Stub. Peft only uses this for ``isinstance(op, MergeModulelist)``."""
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def __init__(self, *args, **kwargs):
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pass
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class Transpose(ConversionOps):
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"""Stub. Peft instantiates ``Transpose(dim0=0, dim1=1)`` at runtime."""
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def __init__(self, dim0 = 0, dim1 = 1, *args, **kwargs):
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self.dim0 = dim0
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self.dim1 = dim1
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class WeightConverter:
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"""Stub. Peft uses for ``isinstance`` and runtime construction."""
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def __init__(self, *args, **kwargs):
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# Accept any signature: peft's real upstream class evolves.
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self.args = args
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self.kwargs = kwargs
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class WeightRenaming:
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"""Stub. Peft instantiates ``WeightRenaming(source, target)``."""
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def __init__(
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self,
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source_patterns = None,
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target_patterns = None,
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*args,
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**kwargs,
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):
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# Support both positional and keyword forms.
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self.source_patterns = source_patterns
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self.target_patterns = target_patterns
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def dot_natural_key(key):
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"""Stub key function. Peft only calls this inside a v5-gated path."""
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return key
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def rename_source_key(original_key, renamings, converters):
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"""Stub. Returns ``(original_key, None)`` -- v5-gated upstream."""
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return original_key, None
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mod.ConversionOps = ConversionOps
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mod.Concatenate = Concatenate
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mod.MergeModulelist = MergeModulelist
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mod.Transpose = Transpose
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mod.WeightConverter = WeightConverter
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mod.WeightRenaming = WeightRenaming
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||||
mod.dot_natural_key = dot_natural_key
|
||||
mod.rename_source_key = rename_source_key
|
||||
|
||||
sys.modules[name] = mod
|
||||
parent = sys.modules.get("transformers")
|
||||
if parent is not None and not hasattr(parent, "core_model_loading"):
|
||||
try:
|
||||
parent.core_model_loading = mod
|
||||
except Exception:
|
||||
pass
|
||||
return mod
|
||||
|
||||
|
||||
def fix_peft_transformers_weight_conversion_import():
|
||||
"""Make ``from peft.utils import transformers_weight_conversion`` work.
|
||||
|
||||
On any (peft 0.19.x, transformers 4.x) pair the import otherwise fails
|
||||
with ``ModuleNotFoundError: No module named 'transformers.conversion_mapping'``
|
||||
because the peft module unconditionally imports two transformers v5
|
||||
submodules even though peft itself only USES them inside an
|
||||
``if is_transformers_ge_v5:`` branch. See the block comment above for
|
||||
details.
|
||||
|
||||
Must run BEFORE ``patch_peft_weight_converter_compatibility``: the
|
||||
latter wraps ``twc.build_peft_weight_mapping`` and its bare
|
||||
``except (ImportError, AttributeError): return`` would silently
|
||||
no-op on the unfixed import, leaving downstream consumers to crash
|
||||
later with the same ModuleNotFoundError.
|
||||
|
||||
Gating contract:
|
||||
* No-op if ``peft`` is not installed.
|
||||
* No-op if ``transformers`` is not installed (unfixable -- the
|
||||
real symptom would be a different ImportError on the very
|
||||
first ``import peft``).
|
||||
* No-op if ``peft.utils.transformers_weight_conversion`` already
|
||||
imports cleanly (transformers v5+, or a peft fork that uses
|
||||
non-v5 paths).
|
||||
* Idempotent: a second call sees our sentinel-stamped stubs and
|
||||
returns immediately.
|
||||
* Strictly additive: only installs a stub for a transformers
|
||||
submodule that is currently MISSING. We never overwrite a real
|
||||
``transformers.conversion_mapping`` /
|
||||
``transformers.core_model_loading`` module on transformers v5+.
|
||||
|
||||
Forwards / backwards compatibility:
|
||||
* transformers 4.57.x (no submodule) -> install stubs.
|
||||
* transformers 5.x (real submodule) -> first-import succeeds, return.
|
||||
* TRL 0.22 / 0.27 / 1.x -- these don't import either submodule
|
||||
directly; they reach the peft conversion module (if at all)
|
||||
through ``peft.tuners.tuners_utils``, behind peft's own
|
||||
``is_transformers_ge_v5`` gate. Our stubs are therefore
|
||||
unreachable from TRL on a 4.x install, and on a 5.x install the
|
||||
real submodules win the import race against our patch.
|
||||
|
||||
Returns ``True`` if the patch was applied (or had been applied
|
||||
previously), ``False`` if no action was needed, ``None`` if peft is
|
||||
not installed.
|
||||
"""
|
||||
# 1. Cheap exit: no peft installed.
|
||||
if importlib.util.find_spec("peft") is None:
|
||||
return None
|
||||
|
||||
# 2. Cheap exit: peft.utils.transformers_weight_conversion already
|
||||
# importable -- either we already stubbed and re-imported, or
|
||||
# transformers is v5+ with real submodules. Try once and return
|
||||
# on success.
|
||||
try:
|
||||
importlib.import_module("peft.utils.transformers_weight_conversion")
|
||||
return False
|
||||
except ModuleNotFoundError as exc:
|
||||
# Only act on our specific drift class. Anything else surfaces
|
||||
# the original exception on the next import attempt.
|
||||
missing = getattr(exc, "name", "") or ""
|
||||
if missing not in (
|
||||
"transformers.conversion_mapping",
|
||||
"transformers.core_model_loading",
|
||||
):
|
||||
return False
|
||||
except ImportError as exc:
|
||||
# Older Python only raises ImportError without `.name`, so also
|
||||
# string-match the message for our specific drift.
|
||||
msg = str(exc)
|
||||
if (
|
||||
"transformers.conversion_mapping" not in msg
|
||||
and "transformers.core_model_loading" not in msg
|
||||
):
|
||||
return False
|
||||
|
||||
# 3. Confirm transformers is loaded; if not, try to load it so our
|
||||
# stub modules can be attached to the parent package. If that
|
||||
# fails the user's stack is too broken for us to repair.
|
||||
transformers_root = sys.modules.get("transformers")
|
||||
if transformers_root is None:
|
||||
try:
|
||||
transformers_root = importlib.import_module("transformers")
|
||||
except Exception:
|
||||
return False
|
||||
|
||||
# 4. Stub only the submodules that are genuinely missing. We do NOT
|
||||
# stub a module that already exists for real -- that would
|
||||
# clobber correct behaviour on transformers v5+.
|
||||
patched_any = False
|
||||
if not _peft_stub_module_importable("transformers.conversion_mapping"):
|
||||
_install_transformers_conversion_mapping_stub()
|
||||
patched_any = True
|
||||
|
||||
if not _peft_stub_module_importable("transformers.core_model_loading"):
|
||||
_install_transformers_core_model_loading_stub()
|
||||
patched_any = True
|
||||
|
||||
if not patched_any:
|
||||
# Both real submodules already exist -- ``transformers_weight_conversion``
|
||||
# must have failed for some other reason. Bail; the next import
|
||||
# attempt will surface the original exception unchanged.
|
||||
return False
|
||||
|
||||
# 5. Force the peft module through a fresh import now that the
|
||||
# stubs are in place. If a previous failed import left a ``None``
|
||||
# cache entry in ``sys.modules`` we have to drop it so importlib
|
||||
# will retry.
|
||||
pkg = "peft.utils.transformers_weight_conversion"
|
||||
if pkg in sys.modules and sys.modules[pkg] is None:
|
||||
del sys.modules[pkg]
|
||||
try:
|
||||
importlib.import_module(pkg)
|
||||
except Exception:
|
||||
# If even with the stub the module won't import (some other
|
||||
# upstream API drift) we swallow. Callers using
|
||||
# ``try / except (ImportError, AttributeError)`` will take over.
|
||||
# Crucially the stubs stay installed so the NEXT import attempt
|
||||
# (after whatever transient condition clears) still succeeds.
|
||||
return True
|
||||
|
||||
logger.info(
|
||||
"Unsloth: stubbed transformers.conversion_mapping / "
|
||||
"transformers.core_model_loading so peft.utils."
|
||||
"transformers_weight_conversion imports cleanly on "
|
||||
"transformers <5."
|
||||
)
|
||||
return True
|
||||
|
||||
|
||||
def patch_peft_weight_converter_compatibility():
|
||||
"""Allow PEFT converter rebuilds on legacy converter constructors."""
|
||||
try:
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue