
     Ti                        S r SSKJr  SSKrSSKJrJr  SSKJr    S	       S
S jjr	  S	       SS jjr
        SS jrg)zFFunction for manipulating input parameters of an Op or a OnnxFunction.    )annotationsN)AnyOrderedDict)_schemasc                &   U R                    Vs1 s H  oUR                  iM     nn[        U5      R                  U5      nU(       a  U(       d  [	        SU S35      e/ n[
        R                  " 5       n	[        U R                   5       GH}  u  p[        U[        R                  5      n[        U[        R                  5      =(       a    UR                  nU(       a  UR                  XS 5        / nMk  U
[        U5      :  a.  U(       a  UR                  X   5        M  X   XR                  '   M  UR                  U;   aB  U(       a  UR                  X%R                     5        M  X%R                     XR                  '   M  [        U[        R                  5      (       aD  UR!                  5       (       a/  U(       a%  UR"                  R$                  XR                  '   GMZ  GM]  UR&                  (       d  GMq  [	        SU S35      e   X4$ s  snf )a  Separate Python args and kwargs into ONNX inputs and attributes.

Args:
    op_signature: The operator signature containing parameter information.
    args: The Python positional arguments supplied by the caller.
    kwargs: The Python keyword arguments supplied by the caller.
    fill_defaults: Whether to fill the default values for attributes.
    allow_extra_kwargs: Whether to allow extra keyword arguments.
        When set to True, extra/unknown arguments will be ignored.

Returns:
    A tuple of two elements:
    - A list of ONNX inputs.
    - An ordered dictionary of ONNX attribute names and values.

Raises:
    TypeError: When allow_extra_kwargs is False and there are unknown kwargs.
    TypeError: When a required input is not provided.
Unexpected keyword arguments ''NzRequired input '' was not provided)paramsnameset
difference	TypeErrorcollectionsr   	enumerate
isinstancer   	ParametervariadicextendlenappendAttributeParameterhas_defaultdefaultvaluerequired)op_signatureargskwargsfill_defaultsallow_extra_kwargsparamall_param_namesextra_kwargsonnx_inputsonnx_attributesiis_inputis_variadics                f/var/www/html/ai-image-ml/venv/lib/python3.13/site-packages/onnxscript/_internal/param_manipulation.py(separate_input_attributes_from_argumentsr+      s   : 0</B/BC/Bezz/BOCv;))/:L.8aHIIK!--/Ol112eX%7%78 (:(:;NtBx(Ds4y=""47+.2g

+ZZ6!""6**#56.4ZZ.@

+x::;;@Q@Q@S@S.3mm.A.A

+  ^^^.ug5GHII3 36 ''G Ds   Hc                  ^ U R                    Vs1 s H  oUR                  iM     nn[        U5      R                  U5      nU(       a  U(       d  [	        SU S35      e/ n0 n	[        U R                   5       GHF  u  n
m[        T[        R                  5      =(       a    TR                  nU(       a!  UR                  U4S jXS  5       5        / nM\  U
[        U5      :  a  UR                  X   T45        M  TR                  U;   a   UTR                     T4U	TR                  '   M  TR                  5       (       a_  U(       aU  TR                  n[        T[        R                  5      (       a  TR                  R                   nUT4U	TR                  '   GM#  GM&  TR"                  (       d  GM:  [	        ST S35      e   X4$ s  snf )ay  Tag Python args and kwargs with matching ONNX Parameter/AttributeParameter.

Args:
    op_signature: The operator signature containing parameter information.
    args: The Python positional arguments supplied by the caller.
    kwargs: The Python keyword arguments supplied by the caller.
    fill_defaults: Whether to fill the default values for attributes.
    allow_extra_kwargs: Whether to allow extra keyword arguments.
        When set to True, extra/unknown arguments will be ignored.

Returns:
    A tuple of two elements:
    - A list of tuple of Python positional argument and Parameter/AttributeParameter.
    - An ordered dictionary of Python keyword argument names and tuple of argument
        value and Parameter/AttributeParameter.

Raises:
    TypeError: When allow_extra_kwargs is False and there are unknown kwargs.
    TypeError: When a required input is not provided.
r   r	   c              3  *   >#    U  H  oT4v   M
     g 7f)N ).0argr"   s     r*   	<genexpr>/tag_arguments_with_signature.<locals>.<genexpr>~   s     @xU|xs   NzRequired input/attribute '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$   tagged_argstagged_kwargsr'   r)   default_values        `       r*   tag_arguments_with_signaturer6   P   s   B 0</B/BC/Bezz/BOCv;))/:L.8aHIIVXK]_Ml1125 (:(:;N@tBx@@Ds4y=/0ZZ6!)/

);U(CM%**%   %eX%@%@AA$)MM$7$7M-:E,Bejj)  ^^^8?QRSS+ 3. %%? Ds   Gc                >   [        U R                  5       H  u  p4UR                  U;  d  M  [        U[        R
                  5      =(       a    UR                  nU(       a  XS X$R                  '   M]  U(       d  Mf  UR                  S5      X$R                  '   M     U$ )zHReturn the inputs and attributes to the order of the function signature.Nr   )r   r   r   r   r   r   r   pop)r   inputs
attributesidxr"   r)   s         r*    turn_to_kwargs_to_avoid_orderingr<      sv       3 34
::Z'$UH,>,>?RENNK)/
::&)/A
::& 5     )TF)r   _schemas.OpSignaturer    boolr!   r?   returnz'tuple[list[Any], OrderedDict[str, Any]])r   r>   r    r?   r!   r?   r@   ztuple[list[tuple[Any, _schemas.Parameter | _schemas.AttributeParameter]], dict[str, tuple[Any, _schemas.Parameter | _schemas.AttributeParameter]]])r   r>   r9   z	list[Any]r:   dict[str, Any]r@   rA   )__doc__
__future__r   r   typingr   r   onnxscript.irr   r+   r6   r<   r.   r=   r*   <module>rF      s    M "  # " $@(&@( 	@(
 @( -@(N $@&&@& 	@&
 @&@&F&  	r=   