^j bdZddlmZddlZddlmZddlZejeZ dgZ ddZ y)aCheckpoint conversion utilities for the PTL training stack. Provides :func:`convert_legacy_checkpoint` to convert RF-DETR ``*.pth`` checkpoints (produced by the pre-PTL ``engine.py`` training loop) into the ``*.ckpt`` format expected by ``pytorch_lightning.Trainer``. Auto-detection of legacy format at load time is handled by :meth:`rfdetr.training.module_model.RFDETRModelModule.on_load_checkpoint`. ) annotationsN)Anyconvert_legacy_checkpointctj|dd}d|vrtd|d|jd}t |t r|}n|i}n t |}|djDcic] \}}d |z| c}}|jd d d |d d}d|vr|d|d<tj||y#t$r.tjd t|ji}YwxYwcc}}w)aConvert a legacy RF-DETR ``.pth`` checkpoint to PTL ``.ckpt`` format. Loads a checkpoint saved by the pre-PTL ``engine.py`` training loop and rewrites it in the structure expected by ``pytorch_lightning.Trainer``: * ``state_dict`` keys are prefixed with ``"model."`` to match the attribute path inside :class:`~rfdetr.training.module_model.RFDETRModelModule`. * ``args`` (``argparse.Namespace`` or ``dict``) is normalised to a plain ``dict`` and stored as ``hyper_parameters``. * ``legacy_checkpoint_format: True`` is written so :meth:`~rfdetr.training.module_model.RFDETRModelModule.on_load_checkpoint` can distinguish converted files from native PTL checkpoints. * If an ``ema_model`` key is present it is preserved verbatim under ``legacy_ema_state_dict`` for optional EMA weight restoration. Args: old_path: Path to the source legacy ``.pth`` checkpoint. new_path: Destination path for the converted ``.ckpt`` file. cpuF) map_location weights_onlymodelzThe checkpoint at zd does not contain a 'model' key. Only RF-DETR legacy .pth files produced by engine.py are supported.argsNzICannot extract hyper_parameters from args of type %s; storing empty dict.zmodel.epochrT) state_dictr global_stephyper_parameterslegacy_checkpoint_format ema_modellegacy_ema_state_dict)torchload ValueErrorget isinstancedictvars TypeErrorloggerwarningtype__name__itemssave)old_pathnew_patholdargs_objrkvnews e/var/www/ramen.bs-engineer-server.com/venv/lib/python3.12/site-packages/rfdetr/training/checkpoint.pyrrs$( **XEPUVCc  -S S  wwvH(D!+3   "#H~ 47w<3E3E3GH41ax!|QH!$,$( Cc(+;'7 #$ JJsH) " NN[X''  "   "Is C7C>4C;:C;)r!strr"r)returnNone) __doc__ __future__rloggingtypingrr getLoggerrr__all__rr(r4s7 #   8 $ & '8r3