o
    I5i                     @  s  d dl mZ d dlmZ d dlmZ d dlmZ d dlm	Z	m
Z
mZ d dlmZ d dlmZmZmZmZmZmZmZmZmZmZ edd	G d
d dZedd	G dd dZedd	G dd deZedd	G dd dZedd	G dd deZedd	G dd dZedd	G dd dZedd	G dd dZ edd	G dd dZ!edd	G dd dZ"dddtd&d'Z#dud(d)Z$ddd*dvd0d1Z%dwd3d4Z&dxd7d8Z'ddd9dyd;d<Z(ddd9dzdAdBZ)d{dFdGZ*d|dHdIZ+d|dJdKZ,d}dMdNZ-d~dOdPZ.	dddSdTZ/h dUZ0ddVdWZ1ddXdYZ2dZd[dd_d`Z3ddaddddeZ4ddaddhdiZ5ddaddkdlZ6dmdndodpdpdqZ7ddaddrdsZ8dZS )    )annotations)	dataclass)Sequence)cpp)BindingCppSignatureCppSignatureGroup)pythonify_default)
ArgumentBaseTyBaseTypeFunctionSchemaListTypeNativeFunctionOptionalTypeReturnTypeVariantT)frozenc                   @  s   e Zd ZU ded< dS )PythonReturnstuple[Return, ...]returnsN__name__
__module____qualname____annotations__ r   r   a/lsinfo/ai/hellotax_ai/llm_service/venv_embed/lib/python3.10/site-packages/torchgen/api/python.pyr      s   
 r   c                   @  sR   e Zd ZU ded< ded< ded< ded< dd	d
dddZddddddZdS )PythonArgumentstrnamer   type
str | Nonedefaultdefault_initFTmethodsymintr'   boolr(   returnc                C  s   t | j|ddddd}| j}|dkr|dv r|sd}| jd ur:ddddd	| j| j}| d
| d| S | d
| S )Nr(   zconst  z &self)TensorNumberinputNone)nullptr::std::nulloptstd::nullopt{} =)argument_type_strr"   replacer!   r$   get)r-   r'   r(   type_strr!   r$   r   r   r   argument_str   s"   
zPythonArgument.argument_strr'   
deprecatedr>   c                C  s$  t | j}| j}|dkr|dkr|s|sd}|dkr|d7 }|dkr.|dkr.|s.d| d }|o9t| to9| jd	k}| jd ur|st| jtrr| jjtt	j
krr| jd
rr| jdrrddttj| jdd d d }nd	d	d	d	ddd| j| j}| d| d| S | d| S )Nr-   r.   r0   from_out	Optional[]r1   {}(,    ,)contiguous_formatper_tensor_affine)r2   r3   r4   r5   zc10::MemoryFormat::ContiguouszQScheme::PER_TENSOR_AFFINE:  = )argument_type_str_pyir"   r!   
isinstancePythonOutArgumentr$   r   elemr   r   int
startswithendswithjoinmapr    stripsplitr:   )r-   r'   r>   r;   r!   treat_as_no_defaultr$   r   r   r   argument_str_pyi   sD   



(zPythonArgument.argument_str_pyiN)r'   r)   r(   r)   r*   r    )r'   r)   r>   r)   r*   r    )r   r   r   r   r<   r\   r   r   r   r   r      s   
 r   c                   @  s$   e Zd ZU ded< edddZdS )	rR   tuple[PythonArgument, ...]outputsr*   PythonOutArgument | Nonec                 C  s   | sd S t | }|dkrt| d j| d jdd | dS |dkr>tdd | D r/td|  tdtttj	|dd | dS t
d	)
NrH   r   r1   )r!   r"   r$   r%   r^   c                 s  s    | ]	}|j   V  qd S Nr"   is_tensor_like.0ar   r   r   	<genexpr>B  s    z1PythonOutArgument.from_outputs.<locals>.<genexpr>zUnsupported output type: rA   z!Unexpected PythonOutArgument size)lenrR   r!   r"   anyRuntimeErrorr   r   r   r.   AssertionError)r^   sizer   r   r   from_outputs3  s,   zPythonOutArgument.from_outputsN)r^   r]   r*   r_   )r   r   r   r   staticmethodrl   r   r   r   r   rR   *  s   
 rR   c                   @  s   e Zd ZU ded< ded< ded< ded< ded	< ded
< ded< ed(ddZdddd)ddZd*ddZd*ddZdddd+dd Z	dd!d,d"d#Z
dd!d-d%d&Zd'S ).PythonSignaturer    r!   r]   
input_argsinput_kwargsr_   output_argsr   r   tensor_options_argsr)   r'   r*   c                 C     dS )NFr   r-   r   r   r   r>   l     zPythonSignature.deprecatedF)skip_outputsskip_tensor_optionsrv   rw   .tuple[PythonArgument | PythonOutArgument, ...]c                C  sN   g }| | j | | j | jd ur|s|| j |s#| | j t|S r`   )extendro   rp   rq   appendrr   tuple)r-   rv   rw   resultr   r   r   	argumentsp  s   zPythonSignature.argumentsrT   c                 C  s   t |  S r`   )rg   r}   rt   r   r   r   arguments_count|  s   zPythonSignature.arguments_countc                 C  s   t | jt | j S r`   )rg   ro   rp   rt   r   r   r   
output_idx  s   zPythonSignature.output_idxTrv   r(   r(   c                  sZ    j |d} fdd|D }t j}t||kr!||d  j dd| dS )Nrv   c                   s   g | ]
}|j  jd qS )r&   )r<   r'   rc   r-   r(   r   r   
<listcomp>      z1PythonSignature.signature_str.<locals>.<listcomp>*rF   rG   rK   )r}   rg   ro   insertr!   rW   )r-   rv   r(   argsschema_formalspositional_argcr   r   r   signature_str  s   
zPythonSignature.signature_strr   c                  sz    j |d} fdd|D }t j}t||kr ||d t } jr-|dd d j dd	| d
| dS )Nr   c                      g | ]	}|j  jd qS r'   r\   r'   rc   rt   r   r   r         z5PythonSignature.signature_str_pyi.<locals>.<listcomp>r   r   r-   def rF   rG   ) -> : ...)r}   rg   ro   r   returns_str_pyir'   r!   rW   r-   rv   r   r   r   returns_strr   rt   r   signature_str_pyi  s   

 z!PythonSignature.signature_str_pyir#   c          	        s    j |d} fdd|D }  }t j}d}|dkr5|d j}t|tr5t|jdv r5|dkr5d}|s9d S t|ts@J d	|d j	 d
 t
|j |d< t } jr]|dd d j	 dd| d| dS )Nr   c                   r   r   r   rc   rt   r   r   r     r   z<PythonSignature.signature_str_pyi_vararg.<locals>.<listcomp>Fr   )rT   SymIntrH   Tr   rN   r-   r   rF   rG   r   r   )r}   r~   rg   ro   r"   rQ   r   r    rS   r!   rP   r   r'   r   rW   )	r-   rv   r   r   num_argsnum_positionalargshave_vararg_versionvararg_typer   r   rt   r   signature_str_pyi_vararg  s.   


 z(PythonSignature.signature_str_pyi_varargNr*   r)   )rv   r)   rw   r)   r*   rx   )r*   rT   rv   r)   r(   r)   r*   r    rv   r)   r*   r    rv   r)   r*   r#   )r   r   r   r   propertyr>   r}   r~   r   r   r   r   r   r   r   r   rn   O  s"   
 

rn   c                   @  s^   e Zd ZU ded< ded< edddZd	d
ddddZd	ddddZd	ddddZdS )PythonSignatureDeprecatedr   deprecated_schematuple[str, ...]deprecated_args_exprsr*   r)   c                 C  rs   )NTr   rt   r   r   r   r>     ru   z$PythonSignatureDeprecated.deprecatedFTr   rv   r(   r    c                C  s   t j| ||dd S )Nr   z|deprecated)rn   r   )r-   rv   r(   r   r   r   r     s   z'PythonSignatureDeprecated.signature_strr   c                  sh    j |d} fdd|D }t j}t||kr ||d t }d j dd| d| d	S )
Nr   c                   s   g | ]
}|j  jd dqS )Tr=   r   rc   rt   r   r   r     r   z?PythonSignatureDeprecated.signature_str_pyi.<locals>.<listcomp>r   r   rF   rG   r   r   )r}   rg   ro   r   r   r!   rW   r   r   rt   r   r     s   

 z+PythonSignatureDeprecated.signature_str_pyir#   c                C  s   d S r`   r   )r-   rv   r   r   r   r     ru   z2PythonSignatureDeprecated.signature_str_pyi_varargNr   r   r   r   )	r   r   r   r   r   r>   r   r   r   r   r   r   r   r     s   
 	r   c                   @  s   e Zd ZU ded< ded< dS )!PythonSignatureNativeFunctionPairrn   	signaturer   functionNr   r   r   r   r   r     s   
 r   c                   @  s4   e Zd ZU ded< ded< ded< edddZdS )PythonSignatureGrouprn   r   r   basezNativeFunction | Noneoutplace
functionalr   rA   (PythonSignatureNativeFunctionPair | Noner*   c                 C  sT   |d u rt |j|jd dS |jj }|jj|d< t t|jdi ||j|jdS )N)r   r   r   rr   r   )r   r   r   __dict__copyrr   r"   )clsr   rA   signature_kwargsr   r   r   
from_pairs  s    zPythonSignatureGroup.from_pairsN)r   r   rA   r   r*   r   )r   r   r   r   classmethodr   r   r   r   r   r   
  s   
 r   c                   @  s&   e Zd ZU ded< ded< ded< dS )DispatchLambdaArgumentr    r!   r;   r)   
is_out_argNr   r   r   r   r   r   :  s   
 r   c                   @  s<   e Zd ZU ded< ded< ded< ded< edd	d
ZdS )PythonArgParserOutputExprr    r!   exprrT   indexr   argumentr*   c                 C  s   d| j  dS )Nz
_r.isNone(rK   )r   rt   r   r   r   is_none_exprU  s   z&PythonArgParserOutputExpr.is_none_exprN)r*   r    )r   r   r   r   r   r   r   r   r   r   r   F  s   
 r   c                   @  s   e Zd ZU ded< ded< dS )DispatchLambdaArgumentExprszSequence[str]exprsinitsNr   r   r   r   r   r   _  s   
 	r   Fr   fr   r'   r)   r*   r   c                C  s   t j| |djS )Nr   )r   from_native_functionr   )r   r'   r   r   r   _cpp_signaturey  s   r   c                 C  s   | j jjd uS r`   )funcr}   tensor_optionsr   r   r   r   has_tensor_options}  s   r   simple_typer(   tr   r   r(   r    c                C  s6  t | trK| jtjkrdS | jtjkrdS | jtjkrdS | jtjkr%dS | jtjtj	tj
tjtjtjtjtjtjtjtjtjtjtjfv rJ| jjS nt | trft| jdkrYdS t| j||d}| dS t | tr|sq| jnd }t| jdkr| jd usJ d	| j d
S t| jdkr|d urd| dS dS t| jdkr|r|d urd| dS dS |d urd| dS dS t| jdkr|d urd| dS dS t| jdkr|d urd| dS dS t| jdkr|rdS dS t| jdkr|d urd| dS dS t| j||d}d| d
S tdt|  )Nr.   int64_tdoublezc10::string_viewTensor?r   ?r)   z::std::array<bool,>rT   zIntArrayRef[rC   IntArrayRefr   zSymIntArrayRef[SymIntArrayRefzTensorList[
TensorListScalarzScalarList[
ScalarListz"c10::List<::std::optional<Tensor>>z*const c10::List<::std::optional<Tensor>> &DimnamezDimnameList[DimnameListz	ArrayRef<unrecognized type )rQ   r   r!   r   r.   rT   floatr    r)   QSchemer   
ScalarType	GeneratorStorageLayoutDeviceDeviceIndexMemoryFormatr   StreamConstQuantizerPtrr   r   rS   r8   r   rk   ri   repr)r   r   r(   rS   rk   r   r   r   r8     sv   


r8   
int | Nonec                 C  s(   |   }|d urt|jdkr|jS d S )Nr)   )is_list_liker    rS   rk   )r   lr   r   r   argument_type_size  s   r   re   r
   c              
   C  s@   t | j| j| jd urtttj| j| jddd dS d d dS )NFr+   r!   r"   r$   r%   )r   r!   r"   r$   r    r	   r   default_exprre   r   r   r   r     s   
r   )r'   pyir   c                C  s   t | j| j||dS )N)category_overrider'   r   )signature_from_schemar   r   )r   r'   r   r   r   r   r     s   r   r   r   r   r#   c             	     s  g }|  jj |s jjd ur| jjj |  jj |  jj |  jj |  jj	 dd  jj
D dd  jjD dd  jj	D ttttfdd|}ttttfdd|}ttttfdd|}td	d
  jjD }tdd
   D rtdtdd
  jD }	t }
|dkp|	o| }|dv p|
dp|
d}|dk}g }|s|r5|s5d$ fdd}|tdtttjd|rd n|dd |tdtttjd|rd n|dd |tdtttjd|rd n|dpdd |tdtttjd d d |td!tttjd d d t  jd"}t!t" jj||t#$|t|||d#S )%Nc                 S     h | ]}|j qS r   r!   rc   r   r   r   	<setcomp>      z(signature_from_schema.<locals>.<setcomp>c                 S  r   r   r   rc   r   r   r   r     r   c                 S  r   r   r   rc   r   r   r   r     r   c                   
   | j  v S r`   r   r   )input_arg_setr   r   <lambda>     
 z'signature_from_schema.<locals>.<lambda>c                   r   r`   r   r   )kwarg_only_setr   r   r     r   c                   r   r`   r   r   )out_arg_setr   r   r   	  r   c                 s      | ]}|j  V  qd S r`   ra   rc   r   r   r   rf     s    

z(signature_from_schema.<locals>.<genexpr>c                 s  s    | ]}|j d kV  qdS )requires_gradNr   rc   r   r   r   rf         zTargument named requires_grad is reserved, should not explicitly add it in the schemac                 s  r   r`   ra   rd   rr   r   r   rf     r   factory)newlikenew__likedummyr!   r    r*   r#   c                   sJ    j j}|d u r
d S t|| }|jd u s|jdkrd S tj|j|jddS )Nr1   Fr+   )r}   r   getattrr$   r   r   r"   )r!   	topt_argsre   )r   r   r   topt_default_init-  s   
z0signature_from_schema.<locals>.topt_default_initdtyper1   r   layoutdevicez$torch::tensors::get_default_device()
pin_memoryFalser   r   )r!   ro   rp   rq   rr   r   r'   )r!   r    r*   r#   )%ry   r}   pre_self_positionalself_argrz   r   post_self_positionalpre_tensor_options_kwarg_onlypost_tensor_options_kwarg_onlyrA   flat_positionalflat_kwarg_onlyr{   rX   filterrh   flat_non_outschema_order_arguments
ValueErrorr   r   r!   rU   rV   r   r   r   r   r   r   r   r)   r   rn   r    rR   rl   )r   r   r'   r   r   ro   rp   r^   has_tensor_input_arghas_tensor_returnr!   is_factory_functionis_like_or_new_functionis_dummy_functionrr   r  r   r   )r   r   r   r   r   r     s   

	


	
r   r   r   	list[str]c                 C  sJ   t | dkstdd | D rg S tdd | D rtddd | D S )NrH   c                 s      | ]}|j d u V  qd S r`   r   r   r   r   r   rf     r   z'structseq_fieldnames.<locals>.<genexpr>c                 s  r  r`   r   r   r   r   r   rf     r   z)Unnamed field is not supported by codegenc                 S     g | ]}t |jqS r   )r    r!   r   r   r   r   r         z(structseq_fieldnames.<locals>.<listcomp>)rg   allrh   r  r  r   r   r   structseq_fieldnames~  s
   
r  c                 C  s  d}t | tr| j} d}t | tr| jtjtjfv rd}| jtjkr%d}n| jtj	kr.d}n| jtj
kr7d}n| jtjkr@d}n| jtjkrId}n| jtjkrRd	}n| jtjkr[d
}n| jtjkrdd}n| jtjkrmd}n| jtjkrvd}n| jtjkrd}n| jtjkrd}nv| jtjtjtjfv r| jj}nft | trt
| jdkr| jd urdnd}nP|  rt | jtrd}| jd urdnd}n:t
| jdkrd}n0t
| jdkr| jd urt| j}d| d| d}nt| j}d| d}n	tdt|  |rd| d }|S )NFT_intzUnion[_int, SymInt]_floatr    zUnion[Number, _complex]_dtype_bool_qscheme_layoutzOptional[DeviceLikeType]memory_formatzUnion[str, ellipsis, None]zUnion[Storage, UntypedStorage]rT   zUnion[_int, _size]_sizez/Union[Tensor, Tuple[Tensor, ...], List[Tensor]]z'Union[Tuple[Tensor, ...], List[Tensor]]r   zSequence[_float]r   zUnion[z, Sequence[z]]z	Sequence[rC   r   rB   )rQ   r   rS   r   r!   r   rT   r   r   r   r    r   r   r)   r   r   r   r   r   r   r.   r   r   r   rk   rb   rP   ri   r   )r   add_optionalretrS   r   r   r   rP     sn   





rP   c                 C  s|   t | trt| j}d| dS t | tr*| jtjkrdS | jtjkr&d}nt	| S t | t
r:t| j}d| dS t	| S )NrB   rC   _devicezOptional[str]Tuple[z, ...])rQ   r   return_type_str_pyirS   r   r!   r   r   r   rP   r   )r   innerr(  r   r   r   r+    s   




r+  tuple[str, str] | Nonec           	   	   C  s   dd | j j D }| j}t| j j }|radd| d}d| d| dg}t||D ]\}}|d	d
| d| dg q,|d| ddt| dt| dddg d|}||fS d S )Nc                 S  r  r   r+  r"   r   r   r   r   r     r  z)returns_structseq_pyi.<locals>.<listcomp>r*  rG   rC   zclass rF   z):z    @propertyz    def z
(self) -> r   z    def __new__(cls, sequence: z): ...z    n_fields: _int = z    n_sequeunce_fields: _int = z    n_unnamed_fields: _int = 0zG    def __init_subclass__(cls) -> NoReturn: ...  # prohibit subclassingr,   
)r   r!   r  rW   zipry   rg   )	r   python_returnsstructseq_namefield_namesseq_typestructseq_def_linesr!   typstructseq_defr   r   r   returns_structseq_pyi  s2   


r8  c                 C  sd   t | jj}|rd| j S dd | jjD }t|dkr&dd| d S t|dkr0|d S d	S )
Nztorch.return_types.c                 S  r  r   r.  r   r   r   r   r   !  r  z#returns_str_pyi.<locals>.<listcomp>rH   r*  rG   rC   r   r1   )r  r   r!   rg   rW   )r   r3  r1  r   r   r   r     s   r   ps"tuple[DispatchLambdaArgument, ...]c                   s`   t tr	j}n|j}tj|jd|d|jd}dd |jjD  d fd	d
}tt	||S )NF)r}   faithfulr(   r'   cpp_no_default_argsc                 S  r   r   r   rc   r   r   r   r   a  r   z'dispatch_lambda_args.<locals>.<setcomp>cpp_argr   r*   r   c                   s\   | j }| j v }jr| jdkrd}nt dkp| }|r&ddi||}t| j||dS )Nr-   zconst at::Tensor &rH   zat::Tensor &
at::Tensor)r!   r;   r   )r"   r!   r'   rg   r:   r   )r=  r;   r   ensure_temp_safeout_argsr9  r   r   dispatch_lambda_argd  s   
z1dispatch_lambda_args.<locals>.dispatch_lambda_arg)r=  r   r*   r   )
rQ   r   r   r   r   r}   r<  rA   r{   rX   )r9  r   r(   schemacpp_argsrB  r   r@  r   dispatch_lambda_argsQ  s   
rE  >   void*
at::Scalar
at::Streamat::QSchemeat::ScalarTypeat::IntArrayRef::std::vector<at::Tensor>::std::tuple<double,int64_t>#::std::tuple<at::Tensor,at::Tensor>.::std::tuple<at::Tensor,at::Tensor,at::Tensor>2::std::tuple<at::Tensor,::std::vector<at::Tensor>>2::std::tuple<at::Tensor,at::Tensor,double,int64_t>6::std::tuple<at::Tensor,at::Tensor,at::Tensor,int64_t>9::std::tuple<at::Tensor,at::Tensor,at::Tensor,at::Tensor>=::std::tuple<at::Tensor,at::Tensor,double,at::Tensor,int64_t>A::std::tuple<at::Tensor,at::Tensor,at::Tensor,at::Tensor,int64_t>D::std::tuple<at::Tensor,at::Tensor,at::Tensor,at::Tensor,at::Tensor>O::std::tuple<at::Tensor,at::Tensor,at::Tensor,at::Tensor,at::Tensor,at::Tensor>r::std::tuple<at::Tensor,at::Tensor,at::Tensor,at::Tensor,c10::SymInt,c10::SymInt,at::Tensor,at::Tensor,at::Tensor>r)   voidr   r   r>  c                 C  sJ   t dd | jjD }tj|dd }|tvr#t| jj d| |S )Nc                 s  s     | ]}t |j|jd V  qd S r`   )r   r!   r"   r   r   r   r   rf     s    
z-dispatch_lambda_return_str.<locals>.<genexpr>Tr+   z returns unsupported type )	r{   r   r   r   returns_typecpp_typeSUPPORTED_RETURN_TYPESri   r!   )r   returns_without_annotation
return_strr   r   r   dispatch_lambda_return_str  s   r_  c                 C  s~   | j  }tj| j |d}tj| jv rd| S tj| jv r7t| s+| j jjj	
dr.d}nd}| d| S td| j  )N)symint_overloadzself.r   torchatz::z1could not dispatch, neither function nor method: )r   
has_symintr   r!   r   r'   variantsr   r   r   rV   ri   )r   r(   r!   	namespacer   r   r   cpp_dispatch_target  s   

rf  N)python_signaturerg  PythonSignature | Noner   c                  sj   t  dd }d}t|tstdd |D }ntt fdd|j}tj j	v r3ttdj
|}|S )	NFr   r   c                 s  s    | ]}|j V  qd S r`   r   rc   r   r   r   rf     s    z%cpp_dispatch_exprs.<locals>.<genexpr>c                   s   | dkp j  S )NrA   )r   	is_out_fn)nr   r   r   r     r   z$cpp_dispatch_exprs.<locals>.<lambda>r-   )r   r}   rQ   r   r{   r  r   r   r'   rd  __ne__)r   rg  rD  r   r   r   r   cpp_dispatch_exprs  s   

rl  r+   r$   r%   c                C  s^  |d u}|rt | dvrtd|  dt| tr| jtjtjtjtj	tj
fv r.| jj S | jtjkr:|r8dS dS | jtjkrF|rDdS dS | jtjkrNdS | jtjkrVdS | jtjkrb|r`d	S dS | jtjkrn|rld
S dS | jtjkrvdS | jtj kr~dS | jtjkr|rdS dS | jtjkrdS nt| trt | jdkrdS t | jdkrdS t | jdkrdS |s|dv rt| jd d |dd S t| j|||dS t| tr't | jdkr| jd urd| j dS dS t | jdkrdS t | jdkrd S t | jd!krd"S t | jd#krd$S t | jd%kr|rd&S d"S t | jd'kr'd(S td|  d))*N)ScalarType?r   r   Device?r   Layout?r)   bool?ztype 'z+' does not supported unpacking with defaultscalartypeWithDefault
scalartypedeviceWithDefaultr  toInt64toSymInttoBoolWithDefaulttoBooltoDouble
stringViewlayoutWithDefaultr  memoryformatr.   optionalTensorr   	generatorz	Dimname[]toDimnameListOptional)Nr1   r3   r4   r+   Optionalztensorlist_n<r   
tensorlistr   list_of_optional_tensorsr   dimnamelistrT   intlistr   
doublelistr   
symintlistr   
scalarlistz%' is not supported by PythonArgParser)r    ri   rQ   r   r!   r   r.   r   r   r   r   lowerr   r   r   rT   r   r)   r   r   r   r   rS   arg_parser_unpack_methodr   rk   )r   r$   r%   r(   has_default_initr   r   r   r    s|   



r  	arg_indexrT   c                C  s\   |j d u}t|j|j|j |d}|rd|j  nd}d| d|  | d}t|j|| |dS )N)r   r$   r%   r(   rG   r,   z_r.rF   rK   )r!   r   r   r   )r%   r  r"   r$   r   r!   )r  re   r(   has_defaultunpack_methodr$   r   r   r   r   arg_parser_output_exprN  s   
r  $dict[str, PythonArgParserOutputExpr]c                  s    fddt |  D S )Nc                   s&   i | ]\}}t || d }|j|qS )r+   )r  r!   )rd   ire   er+   r   r   
<dictcomp>d  s
    z+arg_parser_output_exprs.<locals>.<dictcomp>)	enumerater}   )r9  r   r(   r   r+   r   arg_parser_output_exprsa  s   

r  rm  rn  ro  rp  )r  r  r  r  r   c                  s@  t | ||d}t| ||d}g }i  t|}| jddD ]w}|j}||j j}	|r<|dkr<|d|	 dg | |< qt|trkt	|j
dkrk|j rk|d|	 dg t|j
D ]\}
}d	|
 d
 |j< q\qt|jdkr|d| d|	 dd| d| d| dg | |< q|	 |< q| jrd d< dd | jD |r$|j rt|j d| jD ]0}|jtvrt|j d|j dt|jt|jkrt|j dt|j d|j dqtfddtD st|j d |d|d j d|d  j d!|d" j d#|d$ j d%|d& j d' d( d(< |srdv r|j sCt|j d)|  d*| j tfd+dd,D sWt|j d-|d.|d/ j d0|d j d1|d j d0|d" j d1|d  j d0|d  j d2 d$vrt|j d3 d
tt fd4d|D |d5S )6Nr+   T)rw   r-   zauto self = ;rH   zauto out = zout[rC   z
Dimname[]?zauto __rO   z::std::optional<DimnameList> z = __z& ? ::std::make_optional(DimnameList(__z.value())) : ::std::nullopt;c                 S  s   g | ]}|j qS r   r   rc   r   r   r   r     r   z)dispatch_lambda_exprs.<locals>.<listcomp>z : tensor options with output argz%: unrecognized tensor options field 'z' in python binding argumentsz: unrecognized type 'z' for tensor options field ''c                 3      | ]}| v V  qd S r`   r   rc   tensor_options_args_namesr   r   rf         z(dispatch_lambda_exprs.<locals>.<genexpr>z": incomplete tensor options args: z0const auto options = TensorOptions()
    .dtype(r  z)
    .device(r  z)
    .layout(r  z)
    .requires_grad(r   z)
    .pinned_memory(r  z3);
torch::utils::maybe_initialize_device(options);
optionsz3: dtype in tensor_options_args without output arg, r6   c                 3  r  r`   r   rc   r  r   r   rf     r  )r  r  z,: incomplete tensor options for output checkzcheck_out_type_matches(rA   rG   z,
                       z);
zE: expected "requires_grad" in tensor_options_args absent, but found [c                 3  s    | ]} |j  V  qd S r`   r   rc   )lambda_args_exprsr   r   rf     r   )r   r   )r  rE  r   r}   r!   r   ry   rQ   rR   rg   r^   r   ri  r  r    r"   r'   rr   ri   TENSOR_OPTIONS_FIELDSr:   r  rz   r   r   r{   )r9  r   r(   arg_parser_outputslambda_argsr   has_toptionsre   r!   arg_parser_exprr  out_argr   )r  r  r   dispatch_lambda_exprsv  s   










r  )r   r   r'   r)   r*   r   )r   r   r*   r)   )r   r   r   r)   r(   r)   r*   r    )r   r   r*   r   )re   r
   r*   r   )r   r   r'   r)   r   r)   r*   rn   )
r   r   r   r#   r'   r)   r   r)   r*   rn   )r   r   r*   r  )r   r   r*   r    )r   rn   r*   r-  )r   rn   r*   r    )T)r9  rn   r   r   r(   r)   r*   r:  )r   r   r*   r    )r   r   rg  rh  r*   r   )
r   r   r$   r#   r%   r#   r(   r)   r*   r    )r  rT   re   r   r(   r)   r*   r   )r9  rn   r   r   r(   r)   r*   r  )r9  rn   r   r   r(   r)   r*   r   )9
__future__r   dataclassesr   typingr   torchgen.apir   torchgen.api.typesr   r   r   torchgen.genr	   torchgen.modelr
   r   r   r   r   r   r   r   r   r   r   r   rR   rn   r   r   r   r   r   r   r   r   r8   r   r   r   r   r  rP   r+  r8  r   rE  r\  r_  rf  rl  r  r  r  r  r  r   r   r   r   <module>   s    0 @\$}3/

D
 


E

/6/

)_