o
    wZhdZ                     @   sJ  d dl Z d dlZd dlZd dl mZ d dlmZ d dlmZ d dlZd dl	m
Z
 zd dlZ W n	 ey7   Y nw G dd dZG dd	 d	eZe Zd
d Zdd Zdd Zdd Zdd Zdd Zdd Zdd Zdd Zdd Zdd Zd d! Zd"d# Zd$d% Zd6d&d'Zd(d) Z d*d+ Z!d,d- Z"d.d/ Z#d0d1 Z$d2d3 Z%d4d5 Z&dS )7    N)	reduction)register_after_fork)Union)check_serializing_named_tensorc                   @   sL   e Zd ZdZddgZdd Zedd Zdd	 Zd
d Z	dd Z
dd ZdS )StorageWeakRefzA weak reference to a Storage.

    The cdata member is a Python number containing the integer representation of
    the Storage pointer.
    cdata_free_weak_refc                 C   s   |  | _tjj| _d S N)Z	_weak_refr   torchStorager   )selfstorage r   O/var/www/auris/lib/python3.10/site-packages/torch/multiprocessing/reductions.py__init__!   s   
zStorageWeakRef.__init__c                 C   s   |  | }||_tjj|_|S r	   )__new__r   r
   r   r   )clsr   instancer   r   r   from_weakref'   s   

zStorageWeakRef.from_weakrefc                 C   s   t j| jS r	   )r
   r   Z_expiredr   r   r   r   r   expired.      zStorageWeakRef.expiredc                 C   s   |  | j d S r	   )r   r   r   r   r   r   __del__1      zStorageWeakRef.__del__c                 C   s   | j S r	   )r   r   r   r   r   __hash__4      zStorageWeakRef.__hash__c                 C   s    t | t |kr
dS | j|jkS )NT)idr   )r   otherr   r   r   __eq__7   s   zStorageWeakRef.__eq__N)__name__
__module____qualname____doc__	__slots__r   classmethodr   r   r   r   r   r   r   r   r   r      s    
r   c                   @   s:   e Zd ZdZdddZdd Zdd	 Zd
d Zdd ZdS )SharedCachez:Dictionary from multiprocessing handles to StorageWeakRef.returnNc                 C   s   d| _ |   t| tj d S )N   )limit_after_forkr   r%   r   r   r   r   r   @   s   zSharedCache.__init__c                 C   s   t  | _d S r	   )	threadingLocklockr   r   r   r   r)   J   r   zSharedCache._after_forkc                 C   s6   | j  t| |W  d    S 1 sw   Y  d S r	   )r,   dictget)r   keyr   r   r   r.   M   s   
$zSharedCache.getc                 C   s`   | j # t| || t| | jkr|   W d    d S W d    d S 1 s)w   Y  d S r	   )r,   r-   __setitem__lenr(   free_dead_references)r   r/   storage_refr   r   r   r0   Q   s   
"zSharedCache.__setitem__c                 C   sF   d}t |  D ]\}}| r| |= q|d7 }qtd|d | _d S )Nr      r'      )listitemsr   maxr(   )r   liver/   r3   r   r   r   r2   W   s   
z SharedCache.free_dead_references)r&   N)	r   r    r!   r"   r   r)   r.   r0   r2   r   r   r   r   r%   =   s    

r%   c                 C   s   t jj| |S r	   )r
   cudaEventZfrom_ipc_handle)devicehandler   r   r   rebuild_evente   r   r>   c                 C   s   |   }t| j|ffS r	   )Z
ipc_handler>   r<   )eventr=   r   r   r   reduce_eventi   s   r@   c                 C   sL   |\}}}}t j||||}| t jjjkr!t jjj||d}|S ||_|S )Nrequires_grad)r
   _utils_rebuild_tensornn	parameter	ParameterrB   )r   r   metadatastorage_offsetsizestriderB   tr   r   r   rebuild_tensorn   s   rM   c           
      C   s^   t j|dd}t j||dd}t j||||}	| t jjjkr*t jjj|	|d}	|	S ||	_|	S )Nmetar<   Twrap_storagedtype	_internalrA   )	r
   UntypedStorageTypedStoragerC   rD   rE   rF   rG   rB   )

tensor_clstensor_sizetensor_stridetensor_offsetrR   storage_size_bytesrB   untyped_storageZtyped_storagerL   r   r   r   rebuild_meta_tensor{   s   	r\   c              
   C   s   |d u s|dkr|d||dd}n-t |||	f}|d u r6tj  |||||	||||}t|t||	f< n|j|||d t|tj	rF|n|j
}tjtjj||dd|||}| tjjjkrktjjj||
d}|S |
|_|S )Nr   T)rR   r<   rS   rO   rP   rA   )storage_from_cacher
   r:   Z
_lazy_initZ_new_shared_cudar   shared_cacheZ_release_ipc_counter
isinstancerT   _untyped_storagerC   rD   r   rU   rE   rF   rG   rB   )rV   rW   rX   rY   Zstorage_clsrR   Zstorage_deviceZstorage_handlerZ   storage_offset_bytesrB   ref_counter_handleref_counter_offsetevent_handleevent_sync_requiredr   Z_storagerL   r   r   r   rebuild_cuda_tensor   sL   


rf   c                 C   s\  | j r
| js
tdt|  tjj|  ddlm	} | j
r't| |s't| S | jtjtjtjtjtjhv r:t| S |  }|jjjdkrx| \}}}}}}}	}
|  }t|t|< tt| |  |  |t|| j||||| j |||	|
ffS |jjjdkrt t| |  |  |  | j| !  | j ffS |  |  |  | j f}t"t| ||ffS )NzCowardly refusing to serialize non-leaf tensor which requires_grad, since autograd does not support crossing process boundaries.  If you just want to transfer the data, call detach() on the tensor before serializing (e.g., putting it on the queue).r   )NestedTensorr:   rN   )#rB   Zis_leafRuntimeErrorr   r
   utilshooksZwarn_if_has_hooksZ$torch.nested._internal.nested_tensorrg   Z	is_nestedr_   reduce_nested_tensorlayout
sparse_coo
sparse_csr
sparse_bsr
sparse_csc
sparse_bscreduce_sparse_tensorZ_typed_storager`   r<   typeZ_share_cuda_rI   r   r^   rf   rJ   rK   rR   r\   r[   rM   )Ztensorrg   r   r<   r=   rZ   ra   rb   rc   rd   re   rY   rH   r   r   r   reduce_tensor   s   _

rt   c                 C   s0   | | }|| }	|| }
|| }t ||	|
|S r	   )r
   Z_nested_view_from_buffer_copy)rebuild_buffer_funcrebuild_buffer_argsrebuild_sizes_funcrebuild_sizes_argsrebuild_strides_funcrebuild_strides_argsrebuild_offsets_funcrebuild_offsets_argsbuffersizesstridesoffsetsr   r   r   rebuild_nested_tensor  s
   
r   c           	   	   C   sX   t |  \}}t |  \}}t |  \}}t |  \}}t||||||||ffS r	   )rt   valuesZ_nested_tensor_sizeZ_nested_tensor_stridesZ_nested_tensor_storage_offsetsr   )	ntru   rv   rw   rx   ry   rz   r{   r|   r   r   r   rk     s&   rk   c                 C   s"   | | }|| }t j||||dS )N)is_coalesced)r
   Zsparse_coo_tensor)rebuild_indices_funcrebuild_indices_argsrebuild_values_funcrebuild_values_argsshaper   indicesr   r   r   r   rebuild_sparse_coo_tensor  s   r   c                 C   s,   | | }|| }	|| }
t j||	|
||dS )N)rl   )r
   Zsparse_compressed_tensor)rebuild_compressed_indices_funcrebuild_compressed_indices_argsrebuild_plain_indices_funcrebuild_plain_indices_argsr   r   r   rl   compressed_indicesplain_indicesr   r   r   r    rebuild_sparse_compressed_tensor  s   

r   c              	   C   s   | j tju r#t|  \}}t|  \}}t||||| j|  ffS | j tj	tj
hv r5|  }|  }n| j tjtjhv rG|  }|  }nt| j t|\}}t|\}	}
t|  \}}t|||	|
||| j| j ffS r	   )rl   r
   rm   rt   Z_indicesZ_valuesr   r   r   rn   ro   Zcrow_indicesZcol_indicesrp   rq   Zccol_indicesZrow_indicesNotImplementedErrorr   r   )sparser   r   r   r   r   r   r   r   r   r   r   r   r   rr     sL   


rr   c                 C   s   t | }|j|jfS r	   )osfstatst_inost_dev)fdstatr   r   r   fd_id  s   
r   c                 C   s$   t |}|d u rd S tj|jS r	   )r^   r.   r
   rT   Z_new_with_weak_ptrr   )r   r/   r3   r   r   r   r]     s   
r]   c              	   C   sh   |  }z)t| t|}|d ur|W t| S | ||}t|tt|< |W t| S t| w r	   )detachr]   r   r   closeZ_new_shared_fd_cpur   r^   )r   dfrJ   r   r   r   r   r   rebuild_storage_fd  s   r   c                 C   sx   t | |}|d ur| S |d u rtj|||}n|tj| }tj|||}tj||dd}t|t	|< | S NTrP   )
r]   Z_shared_decrefr
   rT   Z_new_shared_filename_cpurC   Z_element_sizerU   r   r^   )r   managerr=   rJ   rR   r   Z	byte_sizer[   r   r   r   rebuild_storage_filename)  s   r   c                 C   s   |  S r	   r   )r   r   r   r   rebuild_storage_empty=  r   r   c                 C   s   t jj| |ddS r   )r
   r   rU   )r   rR   r   r   r   rebuild_typed_storageA     r   c                 C   s   t | j| jffS r	   )r   r`   rR   r   r   r   r   reduce_typed_storageF  r   r   c                 C   s   || ddS )NT)rQ   rS   r   )r   Zstorage_typer   r   r   rebuild_typed_storage_childJ  s   r   c                 C   s   t | jt| ffS r	   )r   r`   rs   r   r   r   r   reduce_typed_storage_childO  r   r   c                 C   s   ddl m} | jrtd| jjdkrtd| dkr7|  }|d }t}t| t	j
r2|| jf7 }|   n#|  dkrDtt| ffS |  \}}tj|}t|}||f}t}t| t|< |t| f| fS )Nr4   )get_sharing_strategyz>Cannot pickle CUDA storage; try pickling a CUDA tensor insteadrN   z>Cannot pickle meta storage; try pickling a meta tensor insteadZfile_systemr   ) r   Zis_cudarh   r<   rs   Z_share_filename_cpu_r   r_   r
   rU   rR   Z_shared_increfrJ   r   Z_share_fd_cpu_multiprocessingr   ZDupFdr   r   r   r^   )r   r   rH   	cache_keyZrebuildr   rJ   r   r   r   r   reduce_storageS  s2   

r   c                  C   s   t tjjt tjD ]} | jdkrt | t qt | t	 qt tj
jt tjD ]} t | t q+t tjt ddlm} t |t d S )NrT   r   )rG   )r   registerr
   r:   r;   r@   Z_storage_classesr   r   r   r   rU   r   Z_tensor_classesrt   ZTensorZtorch.nn.parameterrG   )rL   rG   r   r   r   init_reductionst  s   


r   r	   )'r   r   r*   r   Zmultiprocessing.utilr   typingr   r
   Ztorch._namedtensor_internalsr   Zmultiprocessing.resource_sharerImportErrorr   r-   r%   r^   r>   r@   rM   r\   rf   rt   r   rk   r   r   rr   r   r]   r   r   r   r   r   r   r   r   r   r   r   r   r   <module>   sN   %% D 5/
!