o Xi@sbdZddlmZddlZddlmZmZddlmZ  ddddZ  ddddZ dddZ dS)zFFunction for manipulating input parameters of an Op or a OnnxFunction.) annotationsN)Any OrderedDict)_schemasTF op_signature_schemas.OpSignature fill_defaultsboolallow_extra_kwargsreturn'tuple[list[Any], OrderedDict[str, Any]]c Cs8dd|jD}t||}|r|std|dg}t}t|jD]q\} } t| tj } t| tj o8| j } | rG| || dg}q&| t |kr_| rW| || q&|| || j<q&| j|vrx| ro| || jq&|| j|| j<q&t| tjr| r|r| jj|| j<q&| jrtd| dq&||fS)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. cSh|]}|jqSname.0paramrr[/home/ubuntu/.local/lib/python3.10/site-packages/onnxscript/_internal/param_manipulation.py *z;separate_input_attributes_from_arguments..Unexpected keyword arguments ''NzRequired input '' was not provided)paramsset difference TypeError collectionsr enumerate isinstancer ParametervariadicextendlenappendrAttributeParameter has_defaultdefaultvaluerequired) rargskwargsrr all_param_names extra_kwargs onnx_inputsonnx_attributesiris_input is_variadicrrr(separate_input_attributes_from_arguments s:   r4tuple[list[tuple[Any, _schemas.Parameter | _schemas.AttributeParameter]], dict[str, tuple[Any, _schemas.Parameter | _schemas.AttributeParameter]]]c s"dd|jD}t||}|r|std|dg}i}t|jD]h\} ttjo0j} | rF| fdd|| dDg}q$| t |krV| || fq$j |vrf|j f|j <q$ r|rj} ttjryjj} | f|j <q$jrtdd q$||fS) aTag 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. cSr rrrrrrrqrz/tag_arguments_with_signature..rrc3s|]}|fVqdS)Nr)rargrrr ~sz/tag_arguments_with_signature..NzRequired input/attribute 'r)rrrrrr rr!r"r#r$r%rr'r(r&r)r*) rr+r,rr r-r. tagged_args tagged_kwargsr1r3 default_valuerr7rtag_arguments_with_signaturePs6!    r<inputs list[Any] attributesdict[str, Any]cCs`t|jD](\}}|j|vr-t|tjo|j}|r#||d||j<q|r-|d||j<q|S)zHReturn the inputs and attributes to the order of the function signature.Nr)rrrr rr!r"pop)rr=r?idxrr3rrr turn_to_kwargs_to_avoid_orderings rC)TF)rrrr r r r r )rrrr r r r r5)rrr=r>r?r@r r@) __doc__ __future__rrtypingrr onnxscript.irrr4r<rCrrrrs   G C