iUdZddlmZddlmZddlmZmZmZm Z ddl Z ddl m Z ddl m Z ddlmZdd lmZerddlZd Zd d d ede fdZeee j.e j0feee j.e j2feee j.e j4fgZeeeeeege ffed<er!ddlZej?ej@efGddeZ!ded edefdZ"ded edefdZ#dedefdZ$y)zUtilities used for collections.)ABC)partial) TYPE_CHECKINGAnyCallableUnionN)apply_to_collection)Tensor)_NUMPY_AVAILABLE)_DEVICE)cpumpsvaluez np.ndarraydevicereturncJtj|j|S)N)torch from_numpyto)rrs z/Volumes/fast/ai/experiments/voice-extract-mac/.venv/lib/python3.12/site-packages/lightning_fabric/utilities/apply_func.py _from_numpyr!s   E " % %f --)dtypeCONVERSION_DTYPESc4eZdZdZededeeeffdZy)_TransferableDataTypea"A custom type for data that can be moved to a torch device via ``.to(...)``. Example: >>> isinstance(dict, _TransferableDataType) False >>> isinstance(torch.rand(2, 3), _TransferableDataType) True >>> class CustomObject: ... def __init__(self): ... self.x = torch.rand(2, 2) ... def to(self, device): ... self.x = self.x.to(device) ... return self >>> isinstance(CustomObject(), _TransferableDataType) True subclassrcN|turt|dd}t|StS)Nr)rgetattrcallableNotImplemented)clsrrs r__subclasshook__z&_TransferableDataType.__subclasshook__Fs) ' '4.BB< rN) __name__ __module__ __qualname____doc__ classmethodrrboolr#rrrr2s2&dCi0@rrbatchcttrtjdtdtffd }t |t |S)akTransfers a collection of data to the given device. Any object that defines a method ``to(device)`` will be moved and all other objects in the collection will be left untouched. Args: batch: A tensor or collection of tensors or anything that has a method ``.to(...)``. See :func:`apply_to_collection` for a list of supported collection types. device: The device to which the data should be moved Return: the same collection but with all contained tensors residing on the new device. See Also: - :meth:`torch.Tensor.to` - :class:`torch.device` datarci}t|tr1ttjrjt vrd|d<|j fi|}||S|S)NT non_blocking) isinstancer rrtype_BLOCKING_DEVICE_TYPESr)r-kwargs data_outputrs rbatch_toz%move_data_to_device..batch_tobs] dF # 65<<(HV[[`vMv%)F> "dggf//  "  r)rfunction)r0strrrrr r)r+rr5s ` rmove_data_to_devicer8NsB"&#f% s s  u,AH UUrr-cTtD]\}}t||||}t||S)N)r)rr r8)r-r src_dtypeconversion_funcs rconvert_to_tensorsr<qs.&7" ?"4OFS'8 tV ,,rchdtdttttffd}t |t|S)zRecursively walk through a collection and convert single-item tensors to scalar values. Raises: ValueError: If tensors inside ``metrics`` contains multiple elements, hence preventing conversion to a scalar. rrcf|jdk7rtd|d|jS)Nz The metric `zM` does not contain a single element, thus it cannot be converted to a scalar.)numel ValueErroritem)rs rto_itemz+convert_tensors_to_scalars..to_items8 ;;=A ug%rs zz|r)r rintfloatr)r )r-rCs rconvert_tensors_to_scalarsrFxs2v%UD(8"9 tVW 55r)%r'abcr functoolsrtypingrrrrr#lightning_utilities.core.apply_funcr r "lightning_fabric.utilities.importsr lightning_fabric.utilities.typesr numpynpr2rr)tensoruint8rDrErlisttuple__annotations__appendndarrayrr8r<rFr*rrrVs6&66 C?4'.|.W..  75<#??@Abjj+67C8 Vs VG V VF-S-'-c-6S6S6r