o
    Zh                     @   s  d dl Z d dlZd dlZd dlZd dlmZmZ 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mZmZmZmZ d dlmZmZmZmZmZmZ d dlmZ d dlmZ ejj Z!g d	Z"i Z#g Z$ej%j&j'Z'd
d Z(dd Z)e(e'j*j+e'j*j,e'j-j+e'j-j,e'j.j+e'j.j,e'j/j+e'j/j,e'j0j+e'j0j,e'j1j+e'j1j,e'j1j2e'j1j3e'j4j+e'j4j,e'j5j+e'j5j,e'j6j+e'j6j,e'j7j+e'j7j,e'j8j+e'j8j,e'j9j+e'j9j,Z:e(e'j;j+e'j<j+e'j<j,e'j=j+e'j>j?e'j>j@e'jAj+e'jBj+e'jBj,e'jCj+e'jCj,ZDe'jEfZFdd ZGe HddefddZIdeeegeJf ef fddZKdd ZLdd ZMeKe#jNdd ZOeKeIeKg e:dd ZPeKe'jAj+dd ZQeKe'j>j@eKe'j>j?d d! ZRd"d# ZSeKeSd$d% ZTeKe'jUj+d&d' ZUeKe'jVj+d(d) ZVeKd*d+ d,d- ZW	.	/	/dvd/d0d1d2ZXeKe'jYj+	/dvd3d4ZZeKe'j[j+	/dvd5d6Z[eKe'j\j+dwd7d8Z]eKe'j^j_dxd9d:Z`eKej&j'jaj+eKej&j'jbj+d;d< ZceKej&j'jdj+d=d> ZdeKej&j'jej+d?d@ ZeeKej&j'jfj+dxdAdBZfeKej&j'jgj+dCdD ZgeKdEd+ dFdG ZhdHdI ZidJdK Zje(dLdMdNZkdOdP ZldQdR ZmeKdSd+ dTdU ZneKe'joj_dVdW ZpeKe'jqj+dXdY ZreKe'jsj+eKe'jtj+eKe'juj+eKe'jvj+dZd[ ZweKe'jtj,eKe'jvj,d\d] ZxeKe'jyj+eKe'jzj+d^d_ Z{eKe'j<j+eKe'j<j,eKe'j|j+eKe'j}j+d`da Z~eKdbdc eDD ddde ZeKe'jj+e'jj+gdfdg ZeKej&j'jj+dydhdiZeKej&j'jj+djdk Zi ZdefdldmZdndo Zdpdq Zdrds Ze Hddtdu ZdS )z    N)CallableUnion)no_python_dispatcher)
OpOverload)elementwise_dtypesELEMENTWISE_TYPE_PROMOTION_KINDis_boolean_dtypeis_float_dtypeis_integer_dtype)DataDependentOutputExceptionDynamicOutputShapeException
FakeTensorin_kernel_invocation_managerrun_fallback_kernelUnsupportedOperatorException)normalize_functioncount_label)op_implementations_checksget_fast_op_implsstride_incorrect_ophas_metac                  G   s   t | dS )NT)dictfromkeys)items r   K/var/www/auris/lib/python3.10/site-packages/torch/_subclasses/fake_impls.pyordered_set1   s   r   c                 C   s
   | j dkS )NZhpu)typedevicer   r   r   is_noncontiguous_supported7      
r!   c                 C   s,   t jj }| |ptdd |  D S )Nc                 s   s    | ]}t |V  qd S N)contains_tensor_types).0er   r   r   	<genexpr>m       
z(contains_tensor_types.<locals>.<genexpr>)torch_C
TensorTypegetZisSubtypeOfanyZcontainedTypes)r   Ztensor_typer   r   r   r$   k   s   r$   funcc                 C   sR   t | tsJ | j}tdd |jD rdS t|jdko(|jd jtj	j
 u S )Nc                 s   s    | ]}t |jV  qd S r#   )r$   r   r%   argr   r   r   r'   v   s    z)_is_tensor_constructor.<locals>.<genexpr>F   r   )
isinstancer   Z_schemar-   	argumentslenreturnsr   r)   r*   r+   r,   )r.   Zschemar   r   r   _is_tensor_constructorr   s   $r6   run_impl_checkc                        fdd}|S )Nc                    sr   t  tr tvsJ d  | t < | S t  ttfr* D ]}t||  q| S t s0J t | f | S )Nzduplicate registration: )	r2   r   op_implementations_dictlisttupleregister_op_implcallabler   append)op_implopr7   r   r   impl_decorator   s   

z(register_op_impl.<locals>.impl_decoratorr   )r7   rB   r   rA   r   r<   ~   s   r<   c                 C   s   | t v S r#   r9   r@   r   r   r   _is_op_registered_to_fake_rule   s   rE   c                 C   s<   | t v rt | = tD ]\}}|| u rt||f  d S q	d S r#   )r9   r   remove)r@   checkimplr   r   r   _deregister_op_impl   s   rI   c                 O   s   t | | |g|R i |S r#   rC   	fake_moder.   argskwargsr   r   r   #dispatch_to_op_implementations_dict   s   rN   c           	      O   s   |t vsJ t|||dd\}}d|v rtd|tv r(|d j}|df}ntd}d}|dd }|d ur;|n|}td	|d< t|  ||i |}W d    n1 sZw   Y  t| ||S )
NTrL   rM   normalize_to_only_use_kwargsnamesz+torch.compile doesn't support named tensorsinputcpur   r    meta)	_non_kwarg_device_constructorsr   r   _like_tensor_constructorsr    popr)   r   r   )	rK   r.   rL   rM   _
new_kwargsZdefault_device
out_devicerr   r   r   constructors   s(   



r\   c                 O   sT   t |||dd\}}|d}t|  ||}W d    |S 1 s#w   Y  |S )NTrP   rR   )r   rW   r   )rK   r.   rL   rM   rX   rY   inpr[   r   r   r   non_kwarg_is_pinned   s   




r_   c           
      O   s   t |||dd\}}|d }|r|n|d j}td|d< |d}t|  ||fi |}	W d    n1 s:w   Y  | j| |	|S )NTr]   r    rR   rT   )r   r    r)   rW   r   fake_tensor_converterfrom_meta_and_device)
rK   r.   rL   rM   rX   rY   Zinput_devicerZ   r^   r[   r   r   r   non_kwarg_to   s   


rb   c                 C   s   dS )NFr   rD   r   r   r   r      s   r   c                    s^   dd  | j r+t fddt|| D }|s+t||f\}}t| |||d S t|)Nc                 S   s.   t | tr| jS t | tjtjtjfrdS dS )NTF)r2   r   Z_has_symbolic_sizes_stridesr)   ZSymIntZSymFloatZSymBool)xr   r   r   is_symbolic   s
   
z3wordaround_stride_incorrect_op.<locals>.is_symbolicc                 3   s    | ]} |V  qd S r#   r   r%   rc   rd   r   r   r'      r(   z1wordaround_stride_incorrect_op.<locals>.<genexpr>)	Zallow_fallback_kernelsr-   	itertoolschainvaluespytreeZtree_flattenr   r   )rK   r.   rL   rM   Zrequire_dynamicZ	flat_argsZ	args_specr   rf   r   wordaround_stride_incorrect_op   s   rk   c                 O   s:   t |  ||i |W  d    S 1 sw   Y  d S r#   )r   rJ   r   r   r   
resize_as_   s   
$rl   c                 O   s   t | |g|R i |S r#   )r\   rJ   r   r   r   (_sparse_coo_tensor_with_dims_and_tensors  s   rm   c                 C   s(   t jj| jv o| tjjtjjtj	jfvS r#   )
r)   TagZdynamic_output_shapetagsatenindexTensornonzerodefaultrepeat_interleaver.   r   r   r   <lambda>  s    rw   c                 O      t |r#   )r   rJ   r   r   r   	dyn_shape  s   ry   TFunique_consecutivec                C   s  | j d u s	| j jst||r|jn|j}|d us|d u rfddlm}	m}
 |
| s4| dkr4d}n%| j 	 }t
jd }|d u rF| n||}|
|sSt|}|	||d |d u rf|rc||_n||_|d u rr||fg}n|jg |jd | ||j|d d  R  g}|d uo|jtdk}|s|r||d u r|jn|j| f}n|d}|| |s|r||d u r|d jn|d j| f}n|d}|| t|S )Nr   _constrain_range_for_sizehas_free_symbolsr1   maxrS   )	shape_envallow_dynamic_output_shape_opsr   Zunique_consecutive_memoZunique_memo%torch.fx.experimental.symbolic_shapesr}   r~   numelcreate_unbacked_symintsysmaxsizesizeint	new_emptyshapefake_devicer)   r    r>   r;   )rK   r.   r0   dimsortedreturn_inversereturn_countsr{   nnzr}   r~   maxvalr   retZreturn_if_dim_and_cpuZinversecountsr   r   r   _unique  s@   
	

2"

*

r   c                 C   s   t | ||d |||S r#   r   )rK   r.   r0   r   r   r   r   r   r   unique2`  s   r   c                 C   s,   t | |||dkr
|n|t|jd |||S )Nr   r1   )r   r   ndim)rK   r.   r0   r   r   r   r   r   r   r   
unique_dimg  s   r   c              
   C   s   t | |||d||ddS )NFTrz   r   )rK   r.   r0   r   r   r   r   r   r   rX   w  s   rX   c                 C   sJ   |d u r | j d u s| j jst|| j  }ddlm} || ||S )Nr   r}   r   r   r   r   r   r}   r   )rK   r.   ZrepeatsZoutput_sizer}   r   r   r   repeat_interleave_tensor  s   


r   c                 C   s   |j  }d ur	|S | jd u s| jjs| jst|t|jr$| j }nt|jr/| j }nt	|jr:| j
 }ntd|j ||_ |S )Nz local_scalar_dense/item NYI for )Z	item_memor   Zallow_scalar_outputsr   r	   dtypeZcreate_unbacked_symfloatr
   r   r   Zcreate_unbacked_symboolNotImplementedError)rK   r.   r0   r[   r   r   r   local_scalar_dense  s"   



r   c                 C   s   t jjj|dS )Nr1   )r)   opsrp   rs   rt   Zunbind)rK   r.   r0   r   r   r   nonzero_numpy  s   r   c                 C   s  | j d u s	| j jst||j }d u ruddlm}m} ddlm} ddl	m
} || s7| dkr7d}n;| j  }tjd }|| sNt| }nt|jj}	||	j|	j j}
t|
j|ritjd }n|
j}|||d ||_|j|| fd|ftjdS )Nr   r|   IntInfinitybound_sympyr1   r   )r   )r   r   r   Znonzero_memor   r}   r~   torch.utils._sympy.numbersr   torch.utils._sympy.value_rangesr   r   r   r   r   r   mathprodr   nodeexprvar_to_ranger2   uppernew_empty_stridedr   r)   Zint64)rK   r.   r0   r   r}   r~   r   r   r   	prod_node
prod_ranger   r   r   rs     s0   
	


rs   c           	      C   s   t |dksJ |s<| jd u s| jjst|| j }tjd }ddlm}m	} ||
 s5t|
 }||d|d |g|jdd  R }||S )Nr1   r   r|   )minr      )r4   r   r   r   r   r   r   r   r}   r~   r   r   r   r   )	rK   r.   paddedoffsetsZtotal_Lr   r}   r~   Zoutput_shaper   r   r   _padded_dense_to_jagged_forward  s   



r   c                 C   s   | j d u s	| j jst|| j  }tjd }ddlm}m} ddl	m
} ddlm}	 || s8t| }
nt|jj}|	|j|j j}t|j|rStjd }
n|j}
|
dkr\|
}|||d ||fS )Nr1   r   r|   r   r   r   r   )r   r   r   r   r   r   r   r}   r~   r   r   r   r   r   r   r   r   r   r   r   r   r2   r   r   )rK   r.   selfmaskr   r   r}   r~   r   r   Znum_elementsr   r   r   r   r   masked_select  s(   


r   c                 C   s   t jj| jv S r#   )r)   rn   Zdata_dependent_outputro   rv   r   r   r   rw   3  s    c                 O   rx   r#   )r   rJ   r   r   r   data_dep3  s   r   c                 C   s0   |D ]}|d ur|j tjtjfv rt| qd S r#   )r   r)   boolZuint8r   )r.   r   indicesrq   r   r   r   check_no_bool_index_tensors:  s
   r   c                 C   s   t |||dd\}}|d j}t|  ||i |}t|s%||j}W d    n1 s/w   Y  ||d u r<|S t| ||S NTrO   rR   )r   r    r   r!   r   r   r   )rK   r.   rL   rM   rX   rY   rZ   outr   r   r   )run_and_return_new_tensor_of_input_device@  s   


r   rp   ZprimsZprimc                 C   s
   | j tv S r#   )	namespace_is_builtin_namespacesrD   r   r   r   
is_builtinS  r"   r   c                 C   s   t j|  dS )NZMeta)r)   r*   Z._dispatch_has_computed_kernel_for_dispatch_keynamerv   r   r   r   r   W  s   r   c                 C   s   t | od|  v ot| S )NZforeach)r   r   r   rv   r   r   r   rw   \  s    c           
         s   dd t || D }zt|  ||i |}W d    n1 s$w   Y  W n ty5   t Y S w |s:|S |s>J g }t|D ]\ }t| fdd|D \}}	|	| j
| || qD|S )Nc                 S   s6   g | ]}t |ttfrt|rt |d  tjr|qS )r   )r2   r:   r;   r4   r)   rr   r/   r   r   r   
<listcomp>_  s    z4foreach_run_and_map_input_device.<locals>.<listcomp>c                    s   g | ]}|  qS r   r   )r%   tlir   r   r   t  s    )rg   rh   ri   r   r   NotImplemented	enumerater   Z_find_common_devicer>   r`   ra   )
rK   r.   rL   rM   Ztensor_listsZout_metaZout_fakeZmeta_tr    rX   r   r   r    foreach_run_and_map_input_device[  s.   
r   c           	      O   sj   ddl m} t|||dd\}}|d j}|  ||i |}||W  d    S 1 s.w   Y  d S )Nr   )meta_index_TensorTrO   rR   )torch._meta_registrationsr   r   r    to)	rK   r.   rL   rM   r   rX   rY   rZ   r   r   r   r   index_tensor  s   

$r   c                 O   sB   ddl m} |  ||i |W  d    S 1 sw   Y  d S )Nr   )meta_embedding_bag)r   r   )rK   r.   rL   rM   r   r   r   r   embedding_bag  s   $r   c                 O   s   t | |||S r#   )r   rJ   r   r   r   multi_device_op_default  s   r   c                 O   sR   t |  ||i | W d    n1 sw   Y  t|||dd\}}|d S r   )r   r   )rK   r.   rL   rM   rX   rY   r   r   r   multi_device_op_out  s   

r   c                    s   t  ||dd\}}|d |d jtjkp$jdko$ dk fdd t|  ||} tjj	u r>|d S |S )	NTrO   ri   rR   r   r1   c                      s   d  d dj  dS )NzMismatching z device between self (z) and values ()r   r   r.   Zself_deviceri   r   r   rw     s    z index_put_impl.<locals>.<lambda>)
r   r   r)   _checkr   r   r   rp   
index_put_rt   )rK   r.   rL   rM   rX   rY   r   r   r   r   index_put_impl  s   

r   c                 O   s   t d)Nz3torch.compile does not support strided NestedTensor)r   rJ   r   r   r   nested_tensors_unsupported  s   r   c                 C   s6   g | ]}|t jjt jjt jjt jjt jjfvr|qS r   )rp   	is_pinnedrt   r   r    prim_Device_nested_tensor_from_tensor_listr   re   r   r   r   r     s    r   c                 O   s   |t vsJ d| d S )NzNYI: )_device_not_kwarg_opsrJ   r   r   r   nyi  s   r   c                    s  t |||dd\}}|d j p |d j}|d jd }ddlm} ||s+d }nO|dkr<|d js<|d js<d }n>|tj	j
u rLtjjdi |}	n"tjj|d |d d |d |d	 |d
 |d |d |d |d d
}	tj|d |d |	}W d    n1 sw   Y   fdd}
t5 |di |}|tj	j
u r|
||W  d    S |
|d ||
|d ||
|d d fW  d    S 1 sw   Y  d S )NTrO   rR   weightr   )has_hint   stridepaddingdilation
transposedoutput_paddinggroups
bias_sizes)Zbiasr   r   r   r   r   r   r   c                    s,   | d u r| S |d ur| j |d} t|  S )Nmemory_format)r   r   )tmem_fmtr    rK   r   r   convert  s
   zconv.<locals>.convertr1   r   r   )r   r   r   r   r   r   Z	is_mkldnnZis_xpurp   convolutionrt   r)   r*   Z_select_conv_backendZ%_conv_determine_backend_memory_formatr   )rK   r.   rL   rM   rX   kbatchr   r   Zconv_backendr   r   r   r   r   conv  sT   


"
$r   c                 C   sF   | j d u s	| j jst|| j  }ddlm} |||d ||S )Nr   r   )r   r   )rK   r.   inputsweightsZ	minlengthnew_sizer}   r   r   r   bincount   s   


r   c           
      C   st   | j d u s	| j jst|| j  }ddlm} || |s$|dd}|jdd  }||}||f}	||	fS )Nr   r   r1   )	r   r   r   r   r   r}   Z	transposer   r   )
rK   r.   r   lengthsZbatch_firstZnew_batch_sizer}   Zres_sizeZpacked_dataZ
batch_sizer   r   r   _pack_padded_sequence1  s   


r   c                    r8   )Nc                    s   | t  < | S r#   )FAST_OP_IMPLEMENTATIONS)r?   rv   r   r   rB   P  s   z-register_fast_op_impl.<locals>.impl_decoratorr   )r.   rB   r   rv   r   register_fast_op_implO  s   r   c           
         s   ddl m} t| }t|}t||}dg| }t|d ddD ]N |d   }|d | }|d | }	|dkr<| | nd|	dkrF||	 ndt|dkpY|dkpYk fdd |dkrjn| < q t|S )Nr   )guard_size_obliviousr1   c                      s   d d d  dS )NzThe size of tensor a (z#) must match the size of tensor b (z) at non-singleton dimension r   r   r   r   ZsizeAZsizeBr   r   rw   u  s
    zinfer_size.<locals>.<lambda>)r   r   r4   r   ranger)   r   r;   )
abr   ZdimsAZdimsBr   ZexpandedSizesoffsetZdimAZdimBr   r   r   
infer_sizeX  s(   


r  c                    r8   )Nc                    sX   fdd}t d  }d }|D ]}t|tjr|jnd}|d u r&|}t||}q|d us2J ddlm}m}	 |D ]}t|tjrWt	|jt	|krW||	|j|rW nq<|dS t
d}
|
}d }d	}|D ]'}t|tjstd
}qi||
kr|j
jdks|j
}|d u r|j}qi||jkrd
}qi|rt|dtji\}}d}d}|D ]2}t|tjsq||
kr| dkr|j
|
kr||kr|d  S |d7 }q|j
|kr|d  S qd
}d
}t|r|D ]}t|tjsq|o|jtjd}|o|jtjd}q|rt d ttj||dtjd|dS |r(t d ttj||dtjd|dS |dS )Nc                    sD   t d|     i W  d    S 1 sw   Y  d S )Nzslow r   )msg)rL   rM   modeslow_refr   r   slow  s   $z=make_fast_binary_impl.<locals>.fast_binary_impl.<locals>.slowzattempt fastr   r   )r   sym_eqz#both tensors nontrivially broadcastrS   FTZtype_promotion_kindr1   errorr   zfast is_contiguousrT   )r   r    r   r   zfast channels_lastzno contiguity match)r   r2   r)   rr   r   r  r   r   r  r4   r    r   r   r   r   DEFAULTr   r!   is_contiguousZcontiguous_formatZchannels_lastr   empty)r  rL   rM   r  ZoperandsZfinal_shaper@   r   r   r  rS   Zcommon_deviceZcommon_dtypeZhas_different_input_dtypesrX   Zcurrent_cpu_scalars_on_non_cpuZmax_cpu_scalars_on_non_cpur	  Zis_channels_lastr  )rL   rM   r  r   fast_binary_impl~  s   







z/make_fast_binary_impl.<locals>.fast_binary_implr   )r  r  r   r  r   make_fast_binary_impl}  s    r  c              	   C   sl   t  $ t|  tjjj|}W d    n1 sw   Y  W d    n1 s*w   Y  t| ||jS r#   )	r   r   r)   r   rp   detachrt   r   r    )rK   rc   r   r   r   r   fast_detach  s    r  c                  C   s   dd l } t| jjjjt| jj t| jjjjt| jj t| jjj	jt| jj	 t| jjj
jt| jj
 t| jjjjt tS Nr   )Ztorch._refsr   r   rp   addrr   r  Z_refssubmuldivr  rt   r  r   )r)   r   r   r   r   	  s   


r   )TFF)FFNr#   r  )	functoolsrg   r   r   typingr   r   r)   Ztorch._custom_opZtorch._loggingZtorch._dispatch.pythonr   Z
torch._opsr   Ztorch._prims_commonr   r   r   r	   r
   Ztorch._subclasses.fake_tensorr   r   r   r   r   r   Ztorch.fx.operator_schemasr   Ztorch.utils._statsr   utilsZ_pytreerj   __all__r9   r   Z_opsr   rp   r   r!   Z
empty_likert   r   Z	full_likeZ	ones_likeZ	rand_likeZ
randn_likeZrandint_likeZ	low_dtypeZlow_dtype_outZ
zeros_liker   r   Znew_fullZ	new_zerosZnew_onesrV   Z_resize_output_r   Z
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