
    i                       d Z ddlZddlZddlZ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mZ ddlmZmZ ddlmZ ddlZddlmZmZmZmZmZmZmZmZmZ g dZ ed	      Z ed
      Z	 	 d.de	eef   dedede	eef   fdZ ejB                  e de"e	   fd              Z#ejB                  de"e	   fd       Z$ejB                  e de%e	e	f   fd              Z&de	fdZ'	 d/de
e   de	ege(f   dz  de)e   fdZ*de	de
e   defdZ+ eed      Z, eed      Z- eed      Z.ejB                  de/e%ee)e	   f   e%e	ef   f   fd       Z0e de%ee)e	   f   fd       Z1e d        Z2ejB                  de"e	   fd        Z3e de	de4fd!       Z5d" Z6 G d# d$      Z7d% Z8d& Z9d' Z:d( Z;ejx                  d)        Z= G d* d+e7      Z>ejx                  d,        Z?ejx                  d-        Z@y)0aE  
Python implementation of ``__torch_function__``

While most of the torch API and handling for ``__torch_function__`` happens
at the C++ level, some of the torch API is written in Python so we need
python-level handling for ``__torch_function__`` overrides as well. The main
developer-facing functionality in this file are handle_torch_function and
has_torch_function. See torch/functional.py and test/test_overrides.py
for usage examples.

Note
----
heavily inspired by NumPy's ``__array_function__`` (see:
https://github.com/pytorch/pytorch/issues/24015 and
https://www.numpy.org/neps/nep-0018-array-function-protocol.html
)

If changing this file in a way that can affect ``__torch_function__`` overhead,
please report the benchmarks in ``benchmarks/overrides_benchmark``. See the
instructions in the ``README.md`` in that directory.
    N)CallableIterable)wraps)AnyTypeVar)	ParamSpec)	_add_docstr_get_function_stack_at_has_torch_function_has_torch_function_unary_has_torch_function_variadic_is_torch_function_mode_enabled_len_torch_function_stack_pop_torch_function_stack_push_on_torch_function_stack)
get_ignored_functionsget_overridable_functionsget_testing_overrideshandle_torch_functionhas_torch_functionresolve_nameis_tensor_likeis_tensor_method_or_propertywrap_torch_functionenable_reentrant_dispatch_P_Rfuncregexmodulereturnc                      t               dt        j                  dt        j                  dt        f fd       }|S )a  
    Decorator that temporarily disables ``UserWarning``s for the given ``module`` if the warning message matches the
    given ``regex`` pattern.

    Arguments
    ---------
    func : function
        Function to disable the warnings for.
    regex : str
        A regex pattern compilable by ``re.compile``. This is used to match the ``UserWarning`` message.
    module : str
        The python module to which the filtering should be restricted.

    Returns
    -------
    function
        The wrapped function.
    argskwargsr!   c                      t        j                         5  t        j                  dt                | i |cd d d        S # 1 sw Y   y xY w)Nignore)categorymessager    )warningscatch_warningsfilterwarningsUserWarning)r#   r$   r   r    r   s     I/var/www/html/engine/venv/lib/python3.12/site-packages/torch/overrides.pywrapperz'_disable_user_warnings.<locals>.wrapper[   sJ    $$& 	)##;f ((		) 	) 	)s   %AA)r   r   r#   r$   r   )r   r   r    r.   s   ``` r-   _disable_user_warningsr/   C   s?    0 4[)rww )")) ) ) ) N    c                  %   t         j                  } h t         j                  t         j                  t         j                  t         j
                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                   t         j"                  t         j$                  t         j&                  t         j(                  t         j*                  t         j,                  t         j.                  t         j0                  t         j2                  t         j4                  t         j6                  t         j8                  t         j:                  t         j<                  t         j>                  t         j@                  t         jB                  t         jD                  t         jF                  t         jH                  t         jJ                  t         jL                  t         jN                  t         jP                  t         jR                  t         jT                  t         jV                  t         jX                  t         jZ                  t         j\                  t         j^                  t         j`                  t         jb                  t         jd                  t         jf                  t         jh                  t         jj                  t         jl                  t         jn                  t         jp                  t         jr                  t         jt                  t         jv                  t         jx                  t         jz                  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                  t         j                  t         j                  t         j                  j                  t         j                  j                  t         j                  j                  t         j                  j                  t         j                  t         j                  j                  t         j                  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                  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                  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                  j                  t         j                  j                  j                   t         j                  j                  j                  t         j                  j                  j                  t         j                  j                  j                  t         j                  j                  j                  t         j                  j                  j
                  t         j                  j                  j                  t         j                  j                  j                  t         j                  j                  j                  t         j                  j                  j                  t         j                  j                  j                  t         j                  j                  j                  t         j                  j                  j                  t         j                  j                  j                  t         j                  j                  j                  t         j                  j                  j                  t         j                  j                   j"                  t         j                  j                   j$                  t         j                  j                   j                  t         j                  j                   j&                  t         j                  j                   j                  t         j                  j                   j(                  t         j                  j                   j*                  t         j                  j                   j,                  t         j                  j                   j.                  t         j                  j                   j0                  t         j                  j                   j2                  t         j                  j                   j4                  t         j6                  j8                  t        t        t         j:                  t         j<                  t         j>                  t         j@                  t         jB                  t         jD                  t         jF                  t         jH                  t         jJ                  t         jL                  t         jN                  t         jP                  t         jR                  t         jT                  t         jV                  t         jX                  t         jZ                  t         j\                  t         j^                  t         j`                  t         jb                  t         jd                  t         jf                  t         j                  j                  jh                  t         jj                  t         jl                  t         jn                  t         jp                  t         jr                  t         jt                  t         jv                  t         jx                  t         jz                  t         j|                  t         j~                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                  t         j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  j                  | j                  j                  | j                  | j                  | j                  | j                   | j                  | j                  | j                  | j                  | j8                  | j
                  }t        j                  dk\  r|j                  | j                         |S )a%  
    Return public functions that cannot be overridden by ``__torch_function__``.

    Returns
    -------
    set[Callable]
        A tuple of functions that are publicly available in the torch API but cannot
        be overridden with ``__torch_function__``. Mostly this is because none of the
        arguments of these functions are tensors or tensor-likes.

    Examples
    --------
    >>> torch.Tensor.as_subclass in torch.overrides.get_ignored_functions()
    True
    >>> torch.add in torch.overrides.get_ignored_functions()
    False
    )      (
  torchTensortypename	is_tensor
is_storageset_default_tensor_typeset_default_deviceget_default_deviceset_rng_stateget_rng_statemanual_seedinitial_seedseedsaveloadset_printoptionsforkget_default_dtypeget_num_interop_threadsget_num_threadsinit_num_threadsimport_ir_moduleimport_ir_module_from_bufferis_anomaly_enabledis_anomaly_check_nan_enabledis_grad_enabledmerge_type_from_type_commentparse_irparse_schemaparse_type_commentset_anomaly_enabledset_flush_denormalset_num_interop_threadsset_num_threadswait	as_tensor
from_numpytensordefault_generatorhas_cuda	has_cudnn
has_lapackdevicedtypefinfohas_mklhas_mps
has_mkldnn
has_openmpiinfomemory_formatqschemeset_grad_enabledno_gradenable_gradinference_modeis_inference_mode_enabledlayoutalign_tensorsarange
as_stridedbartlett_windowblackman_windowbroadcast_shapescan_castcompilecudnn_affine_grid_generatorcudnn_batch_normcudnn_convolutioncudnn_convolution_transposecudnn_convolution_relucudnn_convolution_add_relucudnn_grid_samplercudnn_is_acceptableemptyempty_permutedempty_stridedempty_quantizedexportregister_dataclasseyefftfftfreqrfftfreq	from_filefullfillhamming_windowhann_windowkaiser_windowlinspacelogspacemkldnn_adaptive_avg_pool2dmkldnn_convolutionmkldnn_max_pool2dmkldnn_max_pool3dmkldnn_linear_backward_weightsmkldnn_rnn_layernormalonespromote_typesrand	rand_likerandn
randn_likerandintrandint_likerandpermrangeresult_typescalar_tensorsparse_coo_tensorsparse_compressed_tensorsparse_csr_tensorsparse_csc_tensorsparse_bsr_tensorsparse_bsc_tensorsym_constrain_rangesym_constrain_range_for_sizesym_fresh_sizetril_indicestriu_indicesvanderzeros_jit_internalboolean_dispatchnn
functionalassert_int_or_pairupsampleupsample_bilinearupsample_nearestr   has_torch_function_unaryhas_torch_function_variadicr   
grouped_mmscaled_grouped_mm	scaled_mmsigmoidhardsigmoidtanh_canonical_mask_none_or_dtypeinitcalculate_gainuniformconstantdiracxavier_uniformxavier_normalkaiming_uniformkaiming_normal
orthogonalsparsenestedto_padded_tensorset_autocast_enabledis_autocast_enabledset_autocast_dtypeget_autocast_dtypeclear_autocast_cacheset_autocast_cpu_enabledis_autocast_cpu_enabledset_autocast_xla_enabledis_autocast_xla_enabledset_autocast_ipu_enabledis_autocast_ipu_enabledset_autocast_cpu_dtypeget_autocast_cpu_dtypeset_autocast_ipu_dtypeget_autocast_ipu_dtypeget_autocast_gpu_dtypeset_autocast_gpu_dtypeget_autocast_xla_dtypeset_autocast_xla_dtypeautocast_increment_nestingautocast_decrement_nestingis_autocast_cache_enabledset_autocast_cache_enabled	hardswishis_vulkan_available$are_deterministic_algorithms_enableduse_deterministic_algorithms-is_deterministic_algorithms_warn_only_enabledset_deterministic_debug_modeget_device_moduleget_deterministic_debug_modeset_float32_matmul_precisionget_float32_matmul_precisionunify_type_listis_warn_always_enabledset_warn_alwaysvitals_enabled	set_vitalread_vitalsvmapcond
frombufferasarray_functional_sym_constrain_range_make_dep_token__delitem____dir____getattribute____init____iter____init_subclass____delattr____setattr____torch_function____torch_dispatch____new__	__class____subclasshook____hash__as_subclasseiglstsq	reinforcenew
new_tensor	new_emptynew_empty_strided	new_zerosnew_onesnew_full_make_subclasssolvesymeigstride	unflattento_sparse_cooto_sparse_csrto_sparse_cscto_sparse_bsrto_sparse_bsc
_to_sparse_to_sparse_csr_to_sparse_csc_to_sparse_bsr_to_sparse_bsc_typed_storage_reduce_ex_internal_fix_weakref
_view_func_view_func_unsafe_rev_view_func_unsafe_dtensor__new___make_wrapper_subclass_python_dispatch__get___has_symbolic_sizes_strides_conj_conj_physical_lazy_clone	_neg_view_is_zerotensor_is_all_true_is_any_true_addmm_activation
_use_countsysversion_infoadd__annotate__)r5   	functionss     r-   r   r   f   s   ( \\FGGG 	G 	%%	G
 	  G 	  G 	G 	G 	G 	G 	

G 	

G 	

G 	G 	

G  	!G" 	%%#G$ 	%G& 	'G( 	)G* 	**+G, 	  -G. 	**/G0 	1G2 	**3G4 	5G6 	7G8 	  9G: 	!!;G< 	  =G> 	%%?G@ 	AGB 	

CGD 	EGF 	GGH 	IGJ 	KGL 	MGN 	OGP 	QGR 	SGT 	UGV 	WGX 	YGZ 	[G\ 	]G^ 	_G` 	aGb 	cGd 	eGf 	gGh 	iGj 	kGl 	mGn 	''oGp 	qGr 	sGt 	uGv 	wGx 	yGz 	{G| 	}G~ 	G@ 	AGB 	))CGD 	EGF 	GGH 	))IGJ 	$$KGL 	((MGN 	  OGP 	!!QGR 	SGT 	UGV 	WGX 	YGZ 	[G\ 	]G^ 	''_G` 	aGb 			cGd 			eGf 			gGh 	iGj 	

kGl 	

mGn 	oGp 	qGr 	sGt 	uGv 	wGx 	((yGz 	  {G| 	}G~ 	G@ 	,,AGB 	CGD 	EGF 	

GGH 	IGJ 	

KGL 	MGN 	OGP 	QGR 	SGT 	UGV 	WGX 	YGZ 	[G\ 	]G^ 	_G` 	&&aGb 	cGd 	eGf 	gGh 	iGj 	!!kGl 	**mGn 	oGp 	qGr 	sGt 	uGv 	wGx 	,,yGz 	..{G| 	$$}G~ 	--G@ 	,,AGB 	..CGD 	44EGF 	77GGH 	11IGJ 	&&KGL 	--MGN 	%%OGP 	##QGR 	''SGT 	  UGV 	++WGX 	**YG\ 	$$]G` 	aGb 	cGd 	eGf 	gGh 	iGj 	$$kGl 	##mGn 	%%oGp 	$$qGr 	  sGt 	uGv 	%%wGx 	yGz 	{G| 	""}G~ 	!!G@ 	  AGB 	  CGD 	""EGF 	&&GGH 	%%IGJ 	&&KGL 	%%MGN 	&&OGP 	%%QGR 	$$SGT 	$$UGV 	$$WGX 	$$YGZ 	$$[G\ 	$$]G^ 	$$_G` 	$$aGb 	((cGd 	((eGf 	''gGh 	((iGj 	%%kGl 	!!mGn 	22oGp 	**qGr 	;;sGt 	**uGv 	wGx 	**yGz 	**{G| 	**}G~ 	G@ 	$$AGB 	CGD 	EGF 	GGH 	IGJ 	

KGL 	

MGN 	OGP 	QGR 	--SGT 	UGV 	WGX 	YGZ 	[G\ 	]G^ 	_G` 	  aGb 	cGd 	eGf 	!!gGh 	!!iGj 	kGl 	mGn 	oGp 	qGr 	sGt 	

uGv 	wGx 	yGz 	

{G| 	}G~ 	G@ 	  AGB 	CGD 	EGF 	GGH 	IGJ 	KGL 	MGN 	OGP 	QGR 	SGT 	UGV 	WGX 	YGZ 	[G\ 	]G^ 	_G` 	aGb 	cGd 	eGf 	gGh 	""iGj 	kGl 	mGn 	  oGp 	$$qGr 	sGt 	%%uGv 	''wGx 	**22yGz 	{G| 	}G~ 	G@ 	AGB 	CGD 	EGF 	GGH 	  IGJ 	KGL 	MGIR 7"f))*r0   c                      t         j                  } | j                  j                  | j                  j                  | j
                  j                  hS )a  
    Return public functions that do not wrap in a subclass when invoked by
    the default ``Tensor.__torch_function__`` that preserves subclasses.  Typically,
    these functions represent field accesses (i.e., retrieving a Tensor that
    is stored somewhere on the Tensor) as opposed to computation.  Users of
    these functions expect object identity to be preserved over multiple accesses
    (e.g., ``a.grad is a.grad``) which cannot be upheld if we're wrapping on
    the fly every time (furthermore, the tensor stored here might already be
    the subclass, in which case wrapping really ought not to happen).

    Not ALL property accessors have this property; for example ``Tensor.T`` actually
    just creates a new transposed tensor on the fly, and so we SHOULD interpose on
    these calls (you need to check the implementation of the function to see if
    this is the case or not).  Additionally, if a property accessor doesn't return a Tensor,
    it doesn't have to be on this list (though it is harmless if it is).
    )r4   r5   _baser-  grad_grad)r5   s    r-   get_default_nowrap_functionsrA    s>    $ \\F r0   c                     t         j                  } i t         j                  ddt         j                  ddt         j                  d t         j
                  d t         j                  ddt         j                  d t         j                  ddt         j                  dd	t         j                  dd
t         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                   ddt         j"                  ddt         j$                  d i t         j&                  ddt         j(                  ddt         j*                  ddt         j,                  ddt         j.                  ddt         j0                  ddt         j2                  ddt         j4                  ddt         j6                  d t         j8                  d t         j:                  ddt         j<                  ddt         j>                  d  t         j@                  dd!t         jB                  dd"t         jD                  dd#t         jF                  dd$i t         jH                  dd%t         jJ                  dd&t         jL                  dd't         jN                  dd(t         jP                  dd)t         jR                  d* t         jT                  d+ t         jV                  d, t         jX                  dd-t         jZ                  dd.t         j\                  d/ t         j^                  d0 t         j`                  d1 t         jb                  d2 t         jd                  d3 t         jf                  d4 t         jh                  d5 i t         jj                  d6 t         jl                  dd7t         jn                  d8 t         jp                  dd:t         jr                  dd;t         jt                  dd<t         jv                  dd=t         jx                  dd>t         jz                  dd?t         j|                  dd@t         j~                  ddAt         j                  ddBt         j                  dC t         j                  ddDt         j                  dE t         j                  dF t         j                  ddGi t         j                  dH t         j                  ddIt         j                  ddJt         j                  ddKt         j                  ddLt         j                  ddMt         j                  ddOt         j                  ddPdQt         j                  dR t         j                  ddSt         j                  j                  ddTt         j                  j                  ddUt         j                  ddVt         j                  ddWt         j                  dX t         j                  ddYt         j                  ddZi t         j                  dd[t         j                  dd\t         j                  dd]t         j                  dd^t         j                  dd_t         j                  d` t         j                  ddat         j                  db t         j                  ddct         j                  dd t         j                  j                  ddet         j                  ddft         j                  ddgt         j                  ddht         j                  ddit         j                  ddjt         j                  ddki t         j                  ddlt         j                  ddmt         j                  dn t         j                  ddot         j                  ddpt         j                  ddqt         j                  ddrt         j                  ds t         j                  ddtt         j                  ddut         j                  ddvt         j                  ddwt         j                  dx t         j                  ddyt         j                  j                  dd{t         j                  dd|t         j                  dd}i t         j                  dd~t         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  d t         j                  d t         j                  j                  d t         j                   d t         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j
                  ddt         j                  j
                  ddt         j                  ddi t         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  d t         j                   d t         j"                  ddt         j                  j$                  ddt         j                  j&                  ddt         j                  j(                  ddt         j                  j*                  ddt         j,                  d t         j.                  ddi t         j0                  ddt         j2                  ddt         j4                  ddt         j6                  d t         j8                  ddt         j:                  ddt         j<                  ddt         j>                  ddt         j@                  ddt         jB                  ddt         jD                  d t         jF                  d t         jH                  ddt         jJ                  d t         jL                  d t         jN                  d t         jP                  d i t         jR                  d t         jT                  d t         jV                  d t         jX                  d t         jZ                  d t         j\                  j^                  ddt         j\                  j`                  ddt         j\                  jb                  ddt         j\                  jd                  ddt         j\                  jf                  ddt         j\                  jh                  ddt         j\                  jj                  ddt         j\                  jl                  ddt         j\                  jn                  ddt         j\                  jp                  ddt         j\                  jr                  ddt         j\                  jt                  ddi t         j\                  jv                  ddt         j\                  jx                  ddÄt         j\                  jz                  ddĄt         j\                  j|                  ddńt         j\                  j~                  ddƄt         j\                  j                  ddǄt         j\                  j                  ddȄt         j\                  j\                  ddɄt         j                  ddʄt         j                  dd˄t         j                  d̄ t         j                  d̈́ t         j                  d΄ t         j                  ddτt         j                  ddЄt         j                  dф t         j                  dd҄i t         j                  ddӄt         j                  ddԄt         j                  ddՄt         j                  ddt         j                  ddfdքt         j                  dׄ t         j                  dd؄t         j                  ddلt         j                  ddڄt         j                  ddۄt         j                  d܄ t         j                  dd݄t         j                  ddބt         j                  dd߄t         j                  ddt         j                  ddt         j                  ddt         j                  d di t         j                  d t         j                  d t         j                  d t         j                  ddt         j                  d t         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  j                  d t         j                  ddi t         j                  d t         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  ddt         j                  d t         j                  d t         j                  ddt         j                  ddt         j                  d t         j                  dd t         j                  d t         j                  ddt         j                  d t         j                  d t         j                  dِdi t         j                  dِdt         j                   d t         j                  d t         j                  dِd	t         j                  j                  dِd
t         j                  j                  ddt         j
                  d t         j                  d t         j                  d t         j                  d t         j                  d t         j                  d t         j                  d t         j                  d t         j                  d t         j                  dܐdt         j                  d i t         j                   d	dt         j"                  d
dt         j$                  d t         j&                  dސdt         j                  j(                  ddt         j                  j*                  ddt         j                  j,                  ddt         j.                  ddt         j0                  dِdt         j2                  dِd t         j4                  dِd!t         j6                  dِd"t         j8                  dِd#t         j:                  dِd$t         j<                  dd%t         j>                  dِd&t         j@                  dِd'i t         jB                  dِd(t         jD                  dِd)t         jF                  dِd*t         jH                  dِd+t         jJ                  dِd,t         jL                  d- t         jN                  dِd.t         jP                  dِd/t         jR                  dِd0t         jT                  dِd1t         jV                  dِd2t         jX                  dِd3t         jZ                  dd4t         j\                  d5 t         j^                  dd6t         j`                  dِd7t         jb                  dِd8i t         jd                  dd9t         jf                  dِd:t         jh                  dd;t         jj                  d< t         jl                  d= t         jn                  dِd>t         jp                  dِd?t         j                  jd                  dd@t         j                  jr                  ddAt         j                  jt                  ddBt         j                  jf                  ddCt         j                  jp                  dِdDt         jv                  dE t         j                  jv                  dِdFt         j                  jx                  ddGt         j                  jz                  dِdHt         j|                  dI i t         j                  j|                  dJ t         j~                  dِdKt         j                  dِdLt         j                  dِdMt         j                  ddNt         j                  ddOt         j                  ddPt         j                  ddQt         j                  dِdRt         j                  ddSt         j                  dِdTt         j                  dِdUt         j                  dV t         j                  dِdWt         j                  dِdXt         j                  dِdYt         j                  dZ i t         j                  d[ t         j                  d\ t         j                  d] t         j                  d^ t         j                  d_ t         j                  d` t         j                  ddat         j                  ddbt         j                  dc t         j                  dd t         j                  ddet         j                  dِdft         j                  dِdgt         j                  ddht         j                  dِdit         j                  dj t         j                  dk i t         j                  ddlt         j                  dm t         j                  dn t         j                  do t         j                  ddpt         j                  ddqt         j                  dr t         j                  ddst         j                  dt t         j                  dِdut         j                  dِdvt         j                  dِdwt         j                  dِdxt         j                  dِdyt         j                  j                  j                  dz t         j                  j                  j                  d{ t         j                  j                  j
                  dݐd|i t         j                  j                  j                  dݐd}t         j                  j                  j                  dݐd~t         j                  j                  j                  dݐdt         j                  j                  j                  dݐdt         j                  j                  j                  dݐdt         j                  j                  j                  dِdt         j                  j                  j*                  ddt         j                  j                  j                  ddt         j                  j                  j                  ddt         j                  j                  j\                  ddt         j                  j                  jn                  dِdt         j                  j                  j                  ddt         j                  j                  jp                  ddt         j                  j                  j                  ddt         j                  j                  j                  ddt         j                  j                  j                  ddt         j                  j                  j                  ddi t         j                  j                  j                  ddt         j                  j                  j                  ddt         j                  j                  j                  ddt         j                  j                  j                  ddt         j                  j                  j                  ddt         j                  j                  j.                  ddt         j                  j                  j0                  ddt         j                  j                  jX                  ddt         j                  j                  j                   ddt         j                  j                  j                  ddt         j                  j                  j                  ddt         j                  j                  j                  ddt         j                  j                  j                  ddt         j                  j                  j
                  ddt         j                  j                  j                  d dt         j                  j                  j                  d!dt         j                  j                  j                  d"di t         j                  j                  j                  ddt         j                  j                  j                  d#dt         j                  j                  j                  ddt         j                  j                  j                  d$dt         j                  j                  j                  ddt         j                  j                  j                   d%dt         j                  j                  j                  d&dt         j                  j                  j"                  d
dt         j                  j                  j                  d'dt         j                  j                  j.                  ddt         j                  j                  j                  d(dt         j                  j                  j                  dِdt         j                  j                  j                  d)dt         j                  j                  j@                  d*dt         j                  j                  j                   d t         j                  j                  j"                  ddt         j                  j                  j$                  ddi t         j                  j                  j&                  ddt         j                  j                  jh                  ddt         j                  j                  j                  ddt         j                  j                  j                  ddt         j                  j                  j                  ddt         j                  j                  j(                  ddt         j                  j                  j                  ddt         j                  j                  j*                  ddt         j                  j                  j,                  d+dt         j                  j                  j.                  d+dt         j                  j                  j0                  d+dt         j                  j                  j2                  d'dt         j                  j                  j4                  d,dt         j                  j                  j6                  d-dt         j                  j                  j8                  d.dt         j                  j                  j:                  ddt         j                  j                  j<                  d/di t         j                  j                  j>                  d0dt         j                  j                  j@                  d!dt         j                  j                  jB                  d1dÄt         j                  j                  jD                  d2dĄt         j                  j                  jF                  d3dńt         j                  j                  jH                  dƄ t         j                  j                  jJ                  dݐdǄt         j                  j                  jL                  dݐdȄt         j                  j                  jN                  d4dɄt         j                  j                  jP                  d5dʄt         j                  j                  jR                  dݐd˄t         j                  j                  jT                  dݐd̄t         j                  j                  jV                  dݐd̈́t         j                  j                  jX                  d6d΄t         j                  j                  jZ                  d7dτt         j                  j                  j\                  d8dЄt         j                  j                  j^                  d.dфi t         j                  j                  j`                  d*d҄t         j                  j                  jb                  d*dӄt         j                  j                  jd                  d9dԄt         j                  j                  jf                  ddՄt         j                  j                  jh                  dք t         j                  j                  jj                  dׄ t         j                  j                  jl                  dݐd؄t         j                  j                  jn                  d:dلt         j                  j                  jp                  ddNdd9dڜdۄt         j                  j                  jr                  dd܄t         j                  jt                  jv                  d;d݄t         j                  jt                  jx                  d;dބt         j                  jt                  jz                  d߄ t         j                  jt                  j|                  d<dt         j~                  dݐdt         j                  dzddt         j                  d i t         j                  d=dt         j                  j                  d>dt         j                  j                  d?dt         j                  j                  	 d@dt         j                  dAdt         j                  d=dt         j                  d t         j                  d t         j                  dBdt         jD                  d2dt         j                  d t         j                  dCdt         j                  ddt         j                  dDdt         j                  j                  dEdt         j                  d t         j                  d i t         j                  dِdt         jF                  d t         j                  dِdt         j                  dِdt         jH                  d t         j                  ddt         j                  dِdt         j                  dِdt         j                  dݐdt         j                  d t         j                  d  t         j                  d t         j                  d t         j                  d t         j                  ddt         j                  j                  dFdt         j                  dGdi t         j                  dGdt         j                  d t         j                  d	 t         j                  d
 t         j                  d t         j                  d t         j                  d t         j                  	 	 dHdt         j                  	 	 dIdt         j                  	 	 dJdt         j                  d t         j                  d t         j                  dِdt         j                  d t         j                  dِdt         j                  dِdt         j                  j                  ddi t         j                  d t         j                  d t         j                  dِdt         jJ                  dݐdt         j                  dِdt         j                  dِdt         j                  dِd t         j                  d! t         jN                  d4d"t         j                  d# t         j                  dd$t         j                  d% t         j                  dd&t         j                  dِd't         j                  dKd)t         j                  dِd*t         j                  dِd+i t         j                  d, t         jP                  d5d-t         j                   dِd.t         j                  dd/t         j                  dڐd0t         j                  d1 t         j                  d2 t         j
                  dd3t         j                  dd4t         j                  dLd5t         j                  d6 t         j                  d7 t         j                  dMd8t         j                  dMd9t         jR                  dݐd:t         j                  dِd;t         j                  dِd<i t         j                  dِd=t         j                  dِd>t         j                   dِd?t         j"                  dِd@t         j$                  dِdAt         j&                  dB t         j                  j&                  dC t         j(                  dِdDt         j*                  dِdEt         j`                  dِdFt         j                  j,                  ddGt         j                  j.                  ddHt         j0                  dNdddIdJt         j2                  ddKt         j4                  ddLt         j6                  dِdMt         j8                  dِdNi t         j:                  ddOt         j<                  dڐdPt         j>                  ddQt         j@                  dِdRt         jB                  dِdSt         jD                  dOdTt         jF                  dِdUt         jH                  dِdVt         jJ                  dِdWt         jL                  dX t         jN                  dY t         jP                  dZ t         jR                  d[ t         jT                  d\ t         jV                  d] t         jX                  d^ t         jZ                  d_ i t         j\                  d` t         j^                  da t         j`                  db t         jb                  dc t         jd                  dd t         jf                  de t         jh                  df t         jj                  dg t         jl                  dh t         jn                  dِdit         jp                  dPdjt         jr                  dQdkt         j                  jp                  ddlt         j                  jt                  dِdmt         jv                  dn t         jx                  do t         jz                  j|                  dp i t         jz                  j~                  dq t         jz                  j                  dr t         jz                  j                  ds t         jz                  j                  dt t         jz                  j                  dِdut         jz                  j                  dِdvt         jz                  j                  dِdwt         jz                  j                  dِdxt         jz                  j                  dy t         jz                  j                  dz t         jz                  j8                  d{ t         jz                  j:                  d| t         jz                  j                  d} t         jz                  j<                  d~ t         jz                  j@                  d t         jz                  j                  d t         jz                  jB                  d i t         jz                  j                  dِdt         jz                  j                  dِdt         jz                  j                  d t         jz                  j                  dِdt         jz                  j                  dِdt         jz                  j                  d t         jz                  j                  d t         jz                  j                  d t         jz                  j                  d t         jz                  j                  dِdt         jz                  j                  dِdt         jz                  jD                  d t         jz                  j                  d t         jz                  j@                  dِdt         jz                  jX                  d t         jz                  jZ                  ddt         jz                  j                  d i t         jz                  j                  d t         jz                  j                  d t         jz                  j                  d t         jz                  j                  d t         jz                  j                  d t         jz                  j                  d t         jz                  j                  dِdt         jz                  j                  d t         jz                  j                  d t         jz                  j                  d t         jz                  j                  d t         jz                  j                  dِdt         jz                  j                  dِdt         jz                  j                  dِdt         jz                  j                  dِdt         jz                  j"                  d t         jz                  j`                  dِdi t         jz                  j                  d t         jz                  j                  dِdt         jz                  jN                  dِdt         jz                  j                  dِdt         j                  d t         j                  d t         j                  ddt         j                  dِdt         j                  dِdt         j                  j                  ddt         j                  j                  dِdt         j                  dRdt         j                  ddt         jl                  dݐdt         j                  d t         j                  ddt         j                  d i t         j                  d t         j                  ddt         j                  ddt         j                  dSdt         j                  j                  dBdt         j                  ddt         jn                  d:dt         j                  ddt         j                  d t         j                  dِdt         j                  ddt         j                  d t         j                  dTdt         j                  ddt         j                  dÄ t         j                   ddĄt         j                  ddńi t         j                  ddƄt         j                  dِdǄt         j                  j                  dِdȄt         j
                  dِdɄt         j                  dِdʄt         j                  d˄ t         j                  dِd̄t         j                  dd̈́t         j                  d΄ t         j                  dτ t         j                  ddЄt         j                  dф t         j                  d҄ t         j                  dӄ t         j                   dԄ t         j"                  dՄ t         j$                  dք i t         j&                  dِdׄt         j(                  d؄ t         j*                  ddلt         j,                  ddڜdۄt         j.                  d܄ t         j0                  d݄ t         j2                  dބ t         j4                  d߄ t         j6                  d t         j8                  dMdt         j:                  ddt         j<                  ddt         j>                  d t         j@                  d t         jB                  d t         jD                  d t         jF                  d i t         jH                  d t         jJ                  d t         jL                  d t         jN                  d t         jP                  d t         jR                  d t         jT                  d t         jV                  ddt         jX                  d t         jZ                  d t         j\                  d | j^                  d | j`                  d | jb                  d | jd                  d | jf                  d | jh                  d i | jj                  d | jl                  d | jn                  d | jp                  d | jr                  d | jt                  d | jv                  d  | jx                  d | jz                  d | j|                  d | j~                  d | j                  d | j                  d | j                  d | j                  d | j                  d	 | j                  d
 i | j                  d | j                  d | j                  d | j                  d | j                  d | j                  d | j                  d | j                  d | j                  d | j                  d | j                  d | j                  d | j                  ddd| j                  d | j                  d | j                  j                  d | j                  j                  d i | j                  j                  d | j                  j                  d | j                  j                  d | j                  j                  d  | j                  j                  d! | j                  j                  d" | j                  j                  d# | j                  j                  d$ | j                  j                  d% | j                  j                  d& | j                  j                  d' | j                  j                  d( | j                  d) | j                  d* | j                  d+ | j                  j                  d, | j                  j                  d- i | j                  j                  d. | j                  j                  d/ | j                  j                  d0 | j                  j                  d1 | j                  j                  d2 | j                  j                  d3 | j                  j                  d4 | j                  j                  d5 | j                  j                  d6 | j                  j                  d7 | j                  j                  d8 | j                  j                  d9 | j                  j                  d: | j                  j                  d; | j                  j                  d< | j                  j                  d= | j                  j                  d> i | j                  j                  d? | j                  j                  d@ | j                  j                  dA | j                  j                  dB | j                  j                  dC | j                  j                  dD | j                   j                  dE | j                  j                  dF | j                  j                  dG | j                  j                  dH | j                  j                  dI | j                  j                  dJ | j                  j                  dK | j
                  j                  dL | j                  ddM| j                  dN | j                  dO i | j                  dP | j                  dQ | j                  dR | j                  dS | j                  dT | j                  dU | j                  dV | j                   dW | j"                  dX | j                  dY | j$                  dZ | j&                  d[ | j(                  d\ | j*                  d] | j,                  d^ | j.                  dd_| j0                  t         j2                  fd`i | j4                  t         j2                  fda| j6                  t         j2                  fdb| j8                  t         j2                  fdc| j:                  d(dddde| j<                  df | j>                  dg | j@                  t         jB                  fdh| jD                  dݐdi| jF                  t         j2                  fdj| jH                  t         j2                  fdk| jJ                  t         j2                  fdl| jL                  t         j2                  fdm| jN                  t         j2                  fdn| jP                  do | jR                  dp | j                  ddq| jT                  dr i | jV                  dݐds| jX                  t         j2                  fdt| jZ                  t         j2                  fdu| j\                  dv | j^                  dw | j`                  dx | jb                  dddddy| jd                  dz | jf                  d{ | jh                  t         j2                  fd|| jj                  t         j2                  fd}| jl                  dddd~| j                  d | jn                  t         j2                  fd| jp                  t         j2                  fd| jr                  d | jt                  d i | jv                  t         j2                  fd| jx                  d | jz                  d | j                  d | j|                  d | j~                  d | j                  d | j                  d | j                  dUdddd| j@                  d | j                  t         j2                  fd| j                  d | j                  d | j                  dِd| j                  dݐd| j.                  d | j                  d i | j                  d | j                  d | j                  d | j                  d | jx                  d | j                  d | j                  d | j                  d | j                  dݐd| j                  d | j                  ddddd| j                  d | j                  d | j                  d | j                  d | j                  d | j                  d i | j                  dd| j                  d | j                  d | j                  d | j                  d | j                  d | j                  d | j                  dVd| j                  d | j                  d | j                  t         j2                  fd| j                  d | j                  dMd| j                  d | j                  d | j                  dݐd| j                  d i | j                  d | j<                  dڐd| j                  d | j                  d | j                  d | j                  d | j                  d | j                  d | j                  ddt         j2                  fd| j                  dddd| j                  dd| j                  dÄ | j                  dĄ | j                  dń | j                  dƄ | jr                  dǄ | jv                  d(dȄ| j                  dɄ | j                  dʄ | j                  d˄ | j                  d̄ | j                  dWd̈́| j                  d΄ | j                  dτ t         j                  j                  ddЄi}t         j                  j                  j                  }t        | |      r5ddф|t        | |      <   d҄ |t        | d|       j                  <   i }t               }|j                         D ]  \  }}|j                  |j                  dz   d|j                  z   dz   d|j                  z   dz   d|j                  z   dz   g}|j                  j                  dث      rH|j                  t	        dث      d }|j                  d|z   dz   d|z   dz   d|z   dz   g       |D ],  }	t        | |	d      }
t        |
      s|
|vs#|
|vs(|||
<   .  |j                  |       |S (X  ar  Return a dict containing dummy overrides for all overridable functions

    Returns
    -------
    Dict[Callable, Callable]
        A dictionary that maps overridable functions in the PyTorch API to
        lambda functions that have the same signature as the real function
        and unconditionally return -1. These lambda functions are useful
        for testing API coverage for a type that defines ``__torch_function__``.

    Examples
    --------
    >>> import inspect
    >>> my_add = torch.overrides.get_testing_overrides()[torch.add]
    >>> inspect.signature(my_add)
    <Signature (input, other, out=None)>
    Nc                      yN inputouts     r-   <lambda>z'get_testing_overrides.<locals>.<lambda>      r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  output_sizes     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )inputsrO  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  otherrI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  batch1batch2alphabetarI  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  tensor1tensor2valuerI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rb  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  mat1mat2r`  r_  rI  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  matvecr`  r_  rI  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  vec1vec2r`  r_  rI  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  thetasizealign_cornerss      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  dims     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   Fc                      yrD  rF  )rH  rZ  trolatol	equal_nans        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  ptraininplaces       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  rx  keepdimrI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  msgs     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                       yrD  rF  tensorss    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                       yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                       yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  kernel_sizer  padding	ceil_modecount_include_pads         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r\  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c	                      yrD  rF  )	rH  weightbiasrunning_meanrunning_vartrainingmomentumepscudnn_enableds	            r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )grad_outrH  meaninvstdr  sum_dy
sum_dy_xmucount_tensors           r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rH  r  r  r  input_gweight_gbias_gs           r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  r  r  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  r  r  r  r  r  counts           r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s           r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  	generatorrI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  input1input2r  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   r  c                      yrD  rF  rH  targetr  size_averagereduce	reduction
pos_weights          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  weights	minlengths      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  probr  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>   rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                       yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  rj  	out_dtyperI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                       yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  selfrt  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  
boundaries	out_int32rightrI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                       yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  rx  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>	  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>
  rK  r0   c                      yrD  rF  )x1x2r  compute_modes       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0         ?c                      yrD  rF  rH  r_  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   )rI  c                      yrD  rF  )rI  matricess     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  groupss     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  upperrI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  check_errorsrI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  r  rI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  numeln_binsratio	bit_widths        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  chunksrx  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  minmaxrI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r	  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  rI  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  
correctionfweightsaweightss       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rwith_replacements      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )realimags     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>   rK  r0   c                      yrD  rF  )absangs     r-   rJ  z'get_testing_overrides.<locals>.<lambda>!  rK  r0   c                      yrD  rF  )rH  ords     r-   rJ  z'get_testing_overrides.<locals>.<lambda>"  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>#  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>$  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>%  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>&  rK  r0   c                      yrD  rF  )rH  padre  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>'  rK  r0   c                      yrD  rF  rH  r  r  r  r  dilationr  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>(  rK  r0   c                      yrD  rF  r'  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>)  rK  r0   c                      yrD  rF  r'  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>*  rK  r0   c	                      yrD  rF  )	rH  r  r  r  r  r(  
transposedoutput_addingr  s	            r-   rJ  z'get_testing_overrides.<locals>.<lambda>+  rK  r0   c                      yrD  rF  )rH  r  r  r%  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>,  rK  r0   c                      yrD  rF  rH  r  r  r  r  output_paddingr  r(  s           r-   rJ  z'get_testing_overrides.<locals>.<lambda>-  rK  r0   c                      yrD  rF  r0  s           r-   rJ  z'get_testing_overrides.<locals>.<lambda>.  rK  r0   c                      yrD  rF  r0  s           r-   rJ  z'get_testing_overrides.<locals>.<lambda>/  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>0  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>1  rK  r0   c                      yrD  rF  r  r  r  marginr  r  r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>2  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>3  rK  r0   c                      yrD  rF  )r  r  rx  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>4  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>5  rK  r0   c                      yrD  rF  rH  rZ  rx  rI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>6  rK  r0   rE  c                      yrD  rF  r=  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>7  rK  r0   c                      yrD  rF  	log_probstargetsinput_lengthstarget_lengthsblankr  zero_infinitys          r-   rJ  z'get_testing_overrides.<locals>.<lambda>9  rK  r0   c                      yrD  rF  rH  rx  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>;  rK  r0   c                      yrD  rF  rH  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda><  rK  r0   c                      yrD  rF  rH  rx  rI  r_   s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>=  rK  r0   c                      yrD  rF  rK  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>>  rK  r0   c                      yrD  rF  yxrx  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>?  rK  r0   c                      yrD  rF  rH  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>@  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>A  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>B  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>C  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>D  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>E  rK  r0   c                      yrD  rF  rH  diagonalrI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>F  rK  r0   c                      yrD  rF  rX  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>G  rK  r0   c                      yrD  rF  )rH  offsets     r-   rJ  z'get_testing_overrides.<locals>.<lambda>H  rK  r0   c                      yrD  rF  )rH  nrx  prependappendrI  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>I  rK  r0   c                      yrD  rF  rH  r\  dim1dim2s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>J  rK  r0   c                      yrD  rF  rb  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>K  rK  r0   c                      yrD  rF  )rH  srcr\  rc  rd  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>L  rK  r0   c                      yrD  rF  )r  rg  rt  r  storage_offsets        r-   rJ  z'get_testing_overrides.<locals>.<lambda>M  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>N  rK  r0   c                      yrD  rF  )rH  rZ  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>O  rK  r0   c                      yrD  rF  rH  rZ  rounding_moderI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>P  rK  r0   c                      yrD  rF  rm  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>Q  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>R  rK  r0   c                      yrD  rF  r~  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>S  rK  r0   c                      yrD  rF  rH  rj  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>T  rK  r0   c                      yrD  rF  )ri  rj  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>U  rK  r0   c                      yrD  rF  rH  indices_or_sectionss     r-   rJ  z'get_testing_overrides.<locals>.<lambda>V  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>W  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>X  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>Y  rK  r0   c                      yrD  rF  rH  UPLOrI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>Z  rK  r0   c                      yrD  rF  r|  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>[  rK  r0   c                      yrD  rF  )equationoperandss     r-   rJ  z'get_testing_overrides.<locals>.<lambda>\  rK  r0   c                      yrD  rF  rH  r  padding_idxmax_norm	norm_typescale_grad_by_freqr   s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>^  rK  r0   c
                      yrD  rF  )
rH  r  offsetsr  r  r  moder   per_sample_weightsr  s
             r-   rJ  z'get_testing_overrides.<locals>.<lambda>a  rK  r0   c                      yrD  rF  rH  r_   rm   r^   requires_grads        r-   rJ  z'get_testing_overrides.<locals>.<lambda>c  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>d  rK  r0   c                      yrD  rF  rH  rZ  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>e  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>f  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>g  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>h  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>i  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>j  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>k  rK  r0   c                      yrD  rF  )rH  scale
zero_pointaxis	quant_min	quant_maxs         r-   rJ  z'get_testing_overrides.<locals>.<lambda>l  rK  r0   c                      yrD  rF  )rH  r  r  r  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>m  rK  r0   c                      yrD  rF  )rP  observer_onfake_quant_onaveraging_construnning_minrunning_maxr  r  r  r  ch_axisper_row_fake_quantsymmetric_quants                r-   rJ  z'get_testing_overrides.<locals>.<lambda>o  rK  r0   c                      yrD  rF  rH  packed_weightr  outputs       r-   rJ  z'get_testing_overrides.<locals>.<lambda>q  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>r  rK  r0   c                      yrD  rF  rH  r  packedcol_offsetsweight_scaleweight_zero_pointr  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>s  rK  r0   c                      yrD  rF  r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>u  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>w  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>x  rK  r0   c                      yrD  rF  )rH  abs      r-   rJ  z'get_testing_overrides.<locals>.<lambda>y  rK  r0   c                      yrD  rF  rH  r  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>z  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>{  rK  r0   c                      yrD  rF  rH  r^  rx  norms       r-   rJ  z'get_testing_overrides.<locals>.<lambda>|  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>}  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>~  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  srx  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  	start_dimend_dims      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  dimss     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  exponentrI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  
fill_valuerI  r_   rm   r^   r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  	dep_tokens      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )LU_data	LU_pivotsunpack_dataunpack_pivotss       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rx  indexrI  sparse_grads        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  rp  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  spacingrx  
edge_orders       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  gridinterpolation_modepadding_moderu  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r   s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r   s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  
num_groupsr  r  r  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c	                      yrD  rF  	rH  hxparams
has_biases
num_layersdropoutr  bidirectionalbatch_firsts	            r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r
  w_ihw_hhb_ihb_hhs         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  lambds     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rx  r  r  rI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  valuesrI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  r8  r  r  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  binsr  r	  rI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r"  r  r	  r  densityrI  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r"  r   r  r$  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  taus     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )ri  rj  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rv  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  rx  r  sources       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r1  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  indicesr  
accumulates       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rx  r  rI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rx  r  re  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rx  r  r2  r  include_inputs         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY   s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )eteassume_uniqueinverts       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r<  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r<  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c	                      yrD  rF  )	rH  r  r  r  r  use_input_statsr  r  r  s	            r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rZ  rtolr{  r|  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c
                      yrD  rF  )
rH  n_fft
hop_length
win_lengthwindowcenter
normalizedonesidedlengthreturn_complexs
             r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  r  r  r  
log_targets         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  krx  r  rI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  	hermitianr  rI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  ri  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )LDpivotsBri  rI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  normalized_shaper  r  espr  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  endr  rI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rg  rn  Xr^  iKnitertollargestmethodtrackerortho_iparamsortho_fparamsortho_bparamss                 r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  rx  r_   s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rP  rO  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  namesr  rI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c	                      yrD  rF  )	databatch_sizesr
  r  r  r  r  r  r  s	            r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>   rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )Apivot	get_infosrI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  r  rI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r7  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  maskre  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r2  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>	  rK  r0   c                      yrD  rF  rH  r  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>
  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  rI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )LUrm  rn  leftadjointrI  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r^  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r^  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r}  ri  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  r  r  r(  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  r  r  r(  return_indicesr  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rx  r  r_   rI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>   rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>!  rK  r0   c                       yrD  rF  )r  r$   s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>"  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>#  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>$  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>%  rK  r0   c                      yrD  rF  )rH  r  r  r  r  r  exponential_average_factorepsilons           r-   rJ  z'get_testing_overrides.<locals>.<lambda>'  rK  r0   c	                      yrD  rF  	rH  r  r  r  r  r(  r  	benchmarkdeterministics	            r-   rJ  z'get_testing_overrides.<locals>.<lambda>)  rK  r0   c	                      yrD  rF  )	rH  r  zr_  r  r  r  r(  r  s	            r-   rJ  z'get_testing_overrides.<locals>.<lambda>*  rK  r0   c                      yrD  rF  r'  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>+  rK  r0   c
                      yrD  rF  )
rH  r  r  r  r1  r  r(  r  r  r  s
             r-   rJ  z'get_testing_overrides.<locals>.<lambda>-  rK  r0   c	                      yrD  rF  r  s	            r-   rJ  z'get_testing_overrides.<locals>.<lambda>0  rK  r0   c                      yrD  rF  )rH  r  weight_stride0r
  cxr  hidden_sizer  r  r  r  r  r  dropout_states                 r-   rJ  z'get_testing_overrides.<locals>.<lambda>3  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>5  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>6  rK  r0   c                      yrD  rF  rH  r2  destinations      r-   rJ  z'get_testing_overrides.<locals>.<lambda>7  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>8  rK  r0   c                      yrD  rF  )rH  
descendingrI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>9  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>:  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>;  rK  r0   c                      yrD  rF  )rH  num_samplesreplacementrI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda><  rK  r0   c                      yrD  rF  )rH  rm  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>=  rK  r0   c                      yrD  rF  rH  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>>  rK  r0   c                      yrD  rF  )rH  rx  startr`  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>?  rK  r0   c                      yrD  rF  )rH  nanposinfneginfrI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>@  rK  r0   c                      yrD  rF  )rH  r  r  r  r  r  r  r  s           r-   rJ  z'get_testing_overrides.<locals>.<lambda>A  rK  r0   c                      yrD  rF  )rH  r  r  r  r  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>B  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>C  rK  r0   c                      yrD  rF  rH  rp  r  r  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>D  rK  r0   c                      yrD  rF  rH  rp  r  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>E  rK  r0   c                      yrD  rF  )rH  r  r  NCHxWgroupr  s           r-   rJ  z'get_testing_overrides.<locals>.<lambda>F  rK  r0   c                      yrD  rF  )rH  r  rx  r  r_   s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>G  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>H  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>I  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>J  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>K  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>L  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>M  rK  r0   c                      yrD  rF  rN  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>N  rK  r0   c                      yrD  rF  rN  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>O  rK  r0   c                      yrD  rF  rH  rO  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>P  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>Q  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>R  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>S  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>T  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>U  rK  r0   c                      yrD  rF  rr  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>V  rK  r0   c                      yrD  rF  rH  r  r  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>W  rK  r0   c                      yrD  rF  rH  r  r  r  r  r  divisor_overrides          r-   rJ  z'get_testing_overrides.<locals>.<lambda>Y  rK  r0   c                      yrD  rF  r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>\  rK  r0   c                      yrD  rF  )rH  r  r  r  r  r  r  r  s           r-   rJ  z'get_testing_overrides.<locals>.<lambda>_  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>a  rK  r0   c                      yrD  rF  rH  r  r  r  r  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>c  rK  r0   c                      yrD  rF  r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>f  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>h  rK  r0   c                      yrD  rF  r7  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>j  rK  r0   c                      yrD  rF  )rH  r  r  r  ignore_indexr  r  label_smoothings           r-   rJ  z'get_testing_overrides.<locals>.<lambda>m  rK  r0   c                      yrD  rF  r@  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>p  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>r  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>s  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>t  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>u  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>v  rK  r0   c                      yrD  rF  r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>x  rK  r0   c                      yrD  rF  )rH  r  r  r  r  r  r  r   r  include_last_offsetr  s              r-   rJ  z'get_testing_overrides.<locals>.<lambda>{  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>}  rK  r0   c                      yrD  rF  )rH  rO  r  r(  r  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>~  rK  r0   c                      yrD  rF  rH  r  rO  output_ratior  _random_sampless         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r(  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r(  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r(  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  varr   r  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  approximates     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  r  ru  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  r  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )logitsr(  hardr  rx  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  min_valmax_valr  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r   s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  r  r  rG  r  r  s           r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rt  scale_factorr  ru  recompute_scale_factor	antialiass          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rc  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  r  r  r  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  negative_sloper  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rt  r_  r`  rg  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  rx  _stacklevelr_   s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  r  r  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rO  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rO  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r7  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  r  r  r(  r  r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r5  r  r  r  rO  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r[  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r[  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rD  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )querykeyre  embed_dim_to_check	num_headsin_proj_weightin_proj_biasbias_kbias_vadd_zero_attn	dropout_pout_proj_weightout_proj_biasr  key_padding_maskneed_weights	attn_maskuse_separate_proj_weightq_proj_weightk_proj_weightv_proj_weightstatic_kstatic_vaverage_attn_weights	is_causals                            r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  r8  r  r  r  r  s           r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  r  r  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  r  r  r  r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  rx  r  rI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rY   num_classess     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r%  r  re  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  r  r  r  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  	log_inputr   r  r  r  r  s           r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  lowerr  r  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r`  ra  re  rn  ri  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  r  r  r`  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  deltar  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  ry  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rK  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rK  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r`  	thresholds      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  re  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c
                      yrD  rF  
anchorpositivenegativer8  r  r  swapr  r  r  s
             r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   )distance_functionr8  r  r  c                     yrD  rF  )r  r  r  r  r8  r  r  s          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r(  r  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rY   r  r  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rY   r  stdr  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rY   vals     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rY   r  r  nonlinearityr  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  as_tuples     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   )r  c                     yrD  rF  )rH  rt  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  rx  r  rI  r_   s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  rx  r  rI  r_   s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      	 yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  s     13 r0   c                      yrD  rF  )vpowrx  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>   rK  r0   c                      yrD  rF  r'  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  input3r  	transposes        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  rx  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  qr]  r|  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rconds     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  ri  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  upscale_factors     r-   rJ  z'get_testing_overrides.<locals>.<lambda>	  rK  r0   c                      yrD  rF  )rH  downscale_factors     r-   rJ  z'get_testing_overrides.<locals>.<lambda>
  rK  r0   c                      yrD  rF  )rH  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  r   r  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r_   s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r2  r6  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  somerI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  r  rx  r  interpolationrI  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  scaleszero_pointsr  r_   s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  r_   s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r_   reduce_ranges      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  r  r/  r  output_scaleoutput_zero_points           r-   rJ  z'get_testing_overrides.<locals>.<lambda>   rK  r0   c                      yrD  rF  rH  r
  r  r  r  r  	packed_ih	packed_hhcol_offsets_ihcol_offsets_hhscale_ihscale_hhzero_point_ihzero_point_hhs                 r-   rJ  z'get_testing_overrides.<locals>.<lambda>"  rK  r0   c                      yrD  rF  r  s                 r-   rJ  z'get_testing_overrides.<locals>.<lambda>%  rK  r0   r      c                      	 yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>(  s
     " r0   c                      	 yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>-  s     !# r0   c                      	 yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>3  s     !#	 r0   c                      yrD  rF  r  s                 r-   rJ  z'get_testing_overrides.<locals>.<lambda>:  rK  r0   c                      yrD  rF  r  s                 r-   rJ  z'get_testing_overrides.<locals>.<lambda>=  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>?  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>@  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>A  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>B  rK  r0   c                      yrD  rF  r=  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>C  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>D  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>E  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>F  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>G  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>H  rK  r0   c                      yrD  rF  )rH  r  rx  maxnormrI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>I  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>J  rK  r0   c                      yrD  rF  )rH  shapes     r-   rJ  z'get_testing_overrides.<locals>.<lambda>K  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>L  rK  r0   c	                      yrD  rF  r	  s	            r-   rJ  z'get_testing_overrides.<locals>.<lambda>M  rK  r0   c                      yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>N  rK  r0   c	                      yrD  rF  r	  s	            r-   rJ  z'get_testing_overrides.<locals>.<lambda>O  rK  r0   c                      yrD  rF  r  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>P  rK  r0   c                      yrD  rF  )rH  shiftsr  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>Q  rK  r0   r   r  c                      yrD  rF  )rH  rg  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>R  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>S  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>T  rK  r0   c                      yrD  rF  )r  r  compressed_indices_dtypes      r-   rJ  z'get_testing_overrides.<locals>.<lambda>U  rK  r0   c                      yrD  rF  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>V  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>W  rK  r0   c                      yrD  rF  )rH  rZ  r_  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>X  rK  r0   c                      yrD  rF  rh  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>Y  rK  r0   c                      yrD  rF  rH  rx  r  rg  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>Z  rK  r0   c                      yrD  rF  r   s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>[  rK  r0   c                      yrD  rF  )rH  rx  r  rg  r  include_selfs         r-   rJ  z'get_testing_overrides.<locals>.<lambda>\  rK  r0   c                      yrD  rF  )sorted_sequencerH  r  r  rI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>]  rK  r0   c                      yrD  rF  )r  r  lengthsr5  r  r  unsafes          r-   rJ  z'get_testing_overrides.<locals>.<lambda>^  rK  r0   c                      yrD  rF  )rH  rx  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>_  rK  r0   c                      yrD  rF  )rH  rg  rx  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>`  rK  r0   c                      yrD  rF  rH  rg  rx  r  rw  steps         r-   rJ  z'get_testing_overrides.<locals>.<lambda>a  rK  r0   c                      yrD  rF  r,  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>b  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>c  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>d  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>e  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>f  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>g  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>h  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>i  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>j  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>k  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>l  rK  r0   c                      yrD  rF  rs  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>m  rK  r0   c                      yrD  rF  rs  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>n  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>o  rK  r0   c                      yrD  rF  )r  rn  r  rI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>p  rK  r0   c                      yrD  rF  )r  rn  r  r  rI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>q  rK  r0   )stablerI  c                     yrD  rF  )rH  rx  r  r>  rI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>r  rK  r0   c                      yrD  rF  rY   split_size_or_sectionsrx  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>s  rK  r0   c                      yrD  rF  rA  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>t  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>u  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>v  rK  r0   c                      yrD  rF  rH  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>w  rK  r0   c                      yrD  rF  rh  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>x  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>y  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>z  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>{  rK  r0   c                      yrD  rF  )rH  rY  rZ  r[  r\  r]  pad_moder^  r_  ra  align_to_windows              r-   rJ  z'get_testing_overrides.<locals>.<lambda>}  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  cs      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r#   s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  
compute_uvrI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r|  Ms       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  full_matricesrI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  dim0rc  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  axis0axis1s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rY  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rZ  rI  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r5  rx  rI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  inds     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  r  rI  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rw  rx  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rg  rx  r  rI  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rT  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rm  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rN  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rN  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  r  unitriangulars        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rn  r  r  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rX  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c
                      yrD  rF  r  s
             r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rX  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rG  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  rx  sizesr  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  sortedreturn_inversereturn_countsrx  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  r  r  rx  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r5  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rA  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rA  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rH  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rP  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rw  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  rv  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )	conditionrP  rO  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  r  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )rH  input_scaleinput_zero_point	prepacked	out_scaleout_zero_pointout_channels          r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  levels     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )primaltangentr  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>   rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rt  r  ri  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r\  rc  rd  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   )implicitc                     yrD  rF  )r  rt  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rx  r  r`  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>	  rK  r0   c                      yrD  rF  )r  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>
  rK  r0   c                      yrD  rF  r  rt  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rx  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rx  r  rw  r-  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  
split_sizerx  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  split_sizesrx  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rn  rc  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  r_   s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  	dimensionrt  r-  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>   rK  r0   c                      yrD  rF  r  rZ  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>!  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>"  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>#  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>$  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>%  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>&  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>'  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>(  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>)  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>*  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>+  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>,  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>-  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>.  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>/  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>0  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>1  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>2  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>3  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>4  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>5  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>6  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>7  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>8  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>9  rK  r0   c                      yrD  rF  )r  arrays     r-   rJ  z'get_testing_overrides.<locals>.<lambda>:  rK  r0   c                      yrD  rF  )r  idxs     r-   rJ  z'get_testing_overrides.<locals>.<lambda>;  rK  r0   c                      yrD  rF  )r  memos     r-   rJ  z'get_testing_overrides.<locals>.<lambda><  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>=  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>?  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>@  rK  r0   c                      yrD  rF  )r  format_specs     r-   rJ  z'get_testing_overrides.<locals>.<lambda>A  rK  r0   c                      yrD  rF  )r  protos     r-   rJ  z'get_testing_overrides.<locals>.<lambda>B  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>C  rK  r0   )tensor_contentsc                     yrD  rF  )r  r6  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>D  rK  r0   c                      yrD  rF  )r  rg  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>E  rK  r0   c                      yrD  rF  )r  ds     r-   rJ  z'get_testing_overrides.<locals>.<lambda>F  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>G  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>H  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>I  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>J  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>K  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>L  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>M  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>N  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>O  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>P  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>Q  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>R  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>S  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>T  rK  r0   c                      yrD  rF  )r  cuda_enabledcpu_enabled
cuda_dtype	cpu_dtypes        r-   rJ  z'get_testing_overrides.<locals>.<lambda>U  rK  r0   c                      yrD  rF  )r  rJ  rK  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>V  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>W  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>X  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>Y  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>Z  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>[  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>\  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>]  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>^  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>_  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>`  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>a  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>b  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>c  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>d  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>e  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>f  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>g  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>h  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>i  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>j  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>k  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>l  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>m  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>n  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>o  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>p  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>q  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>r  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>s  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>t  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>u  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>v  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>w  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>x  rK  r0   c                      yrD  rF  )r  r_   non_blockingr$   s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>y  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>z  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>{  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>|  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>}  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>~  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  orderellipsis_idxs      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  callables     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  gradientretain_graphcreate_graphrQ  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  rf   s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   )r  c                     yrD  rF  )r  mediansigmar  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  	coalesceds     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rg  rr  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rg  r\  rc  rd  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  ambiguity_checks     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                     yrD  rF  )r  r  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  re  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                     yrD  rF  )r  r  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rY   s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                     yrD  rF  )r  r  r  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rY   r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rP  rO  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rj  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rZ  assigns      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  r  r`  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r5  rY   r6  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                     yrD  rF  )r  from_tor  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  streams     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  hooks     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  names     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r2  ri  rt  r  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rg  rx  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  rg  rx  r  rw  r-  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  accumulate_matchess      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  size1size2	dense_dims       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  ri  rj  r`  r_  rI  s         r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  repss     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r_   rr  copyrf   s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   )masked_gradc                     yrD  rF  r  r_   r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r   s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r
  s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s     r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  max_version	dl_devicer  s        r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  r  s      r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r  r   drivers       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  )r  r^   rr  r$   s       r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   c                      yrD  rF  r  s    r-   rJ  z'get_testing_overrides.<locals>.<lambda>  rK  r0   is______i__rbitwise_N)r  r  N)r  N)h㈵>:0yE>F)F)NFN)Nr   FT)NN)NNNr  N)Nr   )FFN)r   N)       @#use_mm_for_euclid_dist_if_necessary)r  F)FN)NNN)r  NN)   F)Nr  r   r  r  )Nr  r   r   r  r  )r   NNr  )r  r  )rE  N)r   r  FrD  )r  rE  NNN)r   r   r  )r   rE  )r   )LN)NNr  FF)Nr   Fr  FNN)NNNF)FF)NrE  N)Nr!  rE  N)r   rE  )TT)NF)NNr  )NNr  T)      ?)NFr   N)r  NNr  )d   r   r   N)r%  NNNFN)NNF)T)NNNTFNNF)NNr  F)NNNNNNNNNNNNN)TFN)TN)Nr   r  F)Nr   r  FF)NFNN)rE  FN)        NNN)NNr  )Nr  )r   NFN)r$  FF)Nr   FTN)NNF皙?r  )NNNr  )NNNr  r&  )r$  TF)	NNr   Fr  FNFN)r  r   r  )NNFN)Fư>r  )none)rE  )bilinearr   N)r  Fg|=rE  )g      r  F)NNNNTr'  r  )NNnearestNNF)NNr  N)g{Gz?F)g-C6?g      ?r  )Nr2   N)Nr   N)TNTNFNNNNNNF)r  r  NNNr  )NNr  )NNr(  Nr  )r   r  g-q=N)r   r   )r  r)  F)TFNr  Nr  )Nr)  )g      ?gUUUUUU?FF)Nr&  )NNr  r  )r  r  N)r     )r  r   r)  FNNr  )r&  r  N)r   fan_in
leaky_reluN)froNFNN)NNFNN)r   NFNN)r0  r#  FNN)r   r   )TF)NTr   )V瞯<)r1  F)reducedN)NFlinearN)rF  r  r  F)rF  )r   r   )r  r  F)rF  )r   r   r   )r  r  r  F)r  r  )r	  NNNr   F)r   NNr  )rE  F)	NNNTreflectFTNN)TTN)   r   N)r   N)TFF)TFFN)r  r   )Nr   NN)NNNN(  r4   r5   r  absoluteadaptive_avg_pool1dadaptive_max_pool1dacosr  arccosacosharccoshr:  addbmmaddcdivaddcmuladdmmaddmvaddraffine_grid_generatorallallclosealpha_dropoutamaxaminaminmaxangleanyargmaxargminargsortasin_assert_asyncarcsinasinharcsinhatanarctanatan2arctan2atanharctanh
atleast_1d
atleast_2d
atleast_3d
avg_pool1dbaddbmm
batch_normbatch_norm_backward_elemtbatch_norm_backward_reducebatch_norm_elemtbatch_norm_gather_stats#batch_norm_gather_stats_with_countsbatch_norm_statsbatch_norm_update_stats	bernoullir+   binary_cross_entropy_with_logitsbincountbinomialbitwise_andbitwise_not
bitwise_orbitwise_xorbitwise_left_shiftbitwise_right_shift
block_diagbmmbroadcast_tensorsbroadcast_to	bucketizecartesian_prodcatconcatconcatenatecdistceilceluchain_matmulchannel_shufflecholeskylinalgcholesky_excholesky_inversecholesky_solvechoose_qparams_optimizedchunkclampclip	clamp_min	clamp_maxcolumn_stackcovclonecombinationscomplexcopysignpolarr   conjconj_physicalresolve_conjresolve_negconstant_pad_ndconv1dconv2dconv3dconvolutionconv_tbcconv_transpose1dconv_transpose2dconv_transpose3dcorrcoefcoscosine_embedding_losscoshcosine_similaritycount_nonzerocrossctc_losscummaxcummincumprodcumsumcumulative_trapezoidlogcumsumexpdeg2rad
dequantizedetdetachdiag
diag_embeddiagflatdiffrY  diagonal_scatteras_strided_scatterdigammadistdivdividedotr  dsmmhsmmdsplitdstackr  eigvalseigheigvalsheinsum	embeddingembedding_bag
empty_likeeqequalerferfcerfinvexpexp2expm1 fake_quantize_per_channel_affinefake_quantize_per_tensor_affinefused_moving_avg_obs_fake_quantfbgemm_linear_fp16_weight)fbgemm_linear_fp16_weight_fp32_activationfbgemm_linear_int8_weight)fbgemm_linear_int8_weight_fp32_activationfbgemm_linear_quantize_weightfbgemm_pack_gemm_matrix_fp16fbgemm_pack_quantized_matrixfeature_alpha_dropoutfeature_dropoutr   ifftrfftirffthfftihffthfft2ihfft2hfftnihfftnfftnifftnrfftnirfftnfft2ifft2rfft2irfft2fftshift	ifftshiftfixflattenflipfliplrflipudfrobenius_normfloorfloor_dividefloat_powerfmodfracfrexp	full_likestrided_functional_assert_async	lu_unpackgathergcdge
get_devicegreater_equalgeqrfi0inneroutergerr  grid_samplergrid_sampler_2dgrid_sampler_3d
group_normgrugru_cellgtgreater
hardshrinkhash_tensor	heavisidehinge_embedding_losshistc	histogramhistogramddhouseholder_producthspmmhsplithstackhypotigammaigammacr  	index_add
index_copy	index_putindex_select
index_fillindex_reduceisfiniteisinisinfisrealisposinfisneginfinstance_normint_reprinverseinvinv_ex
is_complexis_conjis_negis_distributedis_inferenceis_floating_point
is_nonzerois_same_size	is_signediscloseisnanistftkl_divkronkthvalueldl_factor_ex
ldl_factor	ldl_solve
layer_normlcmldexple
less_equallerplgammalobpcgloglog_softmaxlog10log1plog2	logaddexp
logaddexp2logdetxlogylogical_andlogical_not
logical_orlogical_xorlogit	logsumexplstm	lstm_cellltlesslulu_solvemargin_ranking_lossmasked_fillmasked_scattermasked_selectmatmul	lu_factorlu_factor_exmatrix_powermatrix_rank	multi_dot
matrix_expr	  maximumfmax
max_pool1d
max_pool2d
max_pool3dmax_pool1d_with_indicesr  nanmeanr  	nanmedianmeshgridr  minimumfminmiopen_batch_normmiopen_convolutionmiopen_convolution_add_relumiopen_convolution_relumiopen_convolution_transposemiopen_depthwise_convolution
miopen_rnnmmr  movedimmoveaxismsortmulmultiplymultinomialmvmvlgammanarrow
nan_to_numnative_batch_norm_native_batch_norm_legitnative_dropoutnative_layer_norm_fused_rms_normnative_group_normnative_normnative_channel_shufflene	not_equalnegr  	nextafterr   r   adaptive_avg_pool2dadaptive_avg_pool3d adaptive_max_pool1d_with_indicesadaptive_max_pool2d adaptive_max_pool2d_with_indicesadaptive_max_pool3d adaptive_max_pool3d_with_indicesaffine_grid
avg_pool2d
avg_pool3dbinary_cross_entropycross_entropy	dropout1d	dropout2d	dropout3delufoldfractional_max_pool2d"fractional_max_pool2d_with_indicesfractional_max_pool3d"fractional_max_pool3d_with_indicesgaussian_nll_lossgeluglugrid_samplegumbel_softmaxhardtanhinterpolatel1_lossr/  r3  local_response_norm
logsigmoid	lp_pool1d	lp_pool2d	lp_pool3dmax_pool2d_with_indicesmax_pool3d_with_indicesmax_unpool1dmax_unpool2dmax_unpool3dmse_lossmulti_head_attention_forwardmulti_margin_lossmultilabel_margin_lossmultilabel_soft_margin_lossnll_loss	normalizeone_hotr%  pairwise_distancepoisson_nll_lossprelurelurelu6rms_normrreluselusilumishscaled_dot_product_attentionsmooth_l1_loss
huber_losssoft_margin_losssoftmaxsoftminsoftplus
softshrinksoftsign
tanhshrinkr  triplet_margin_loss!triplet_margin_with_distance_lossunfoldr   uniform_normal_	constant_kaiming_uniform_nonzerononzero_staticargwherer  vector_normmatrix_normnorm_except_dimnuclear_normr  orgqrormqrpermutepca_lowrankpdistpinversepinvpixel_shufflepixel_unshufflepoisson	polygammar  	ones_liker  prodputq_per_channel_axisq_per_channel_scalesq_per_channel_zero_pointsq_scaleq_zero_pointqrquantilenanquantilequantize_per_channelquantize_per_tensorquantize_per_tensor_dynamicquantized_batch_normquantized_gru_cellquantized_lstm_cellquantized_max_pool1dquantized_max_pool2dquantized_max_pool3dquantized_rnn_relu_cellquantized_rnn_tanh_cellrad2degravelr  vdotvecdotview_as_realview_as_complex
reciprocal	remainderrenormrepeat_interleavereshapernn_relurnn_relu_cellrnn_tanhrnn_tanh_cellrollrot90round	row_stack_rowwise_prunersqrtrsubsaddmmscatterscatter_addscatter_reducesearchsorted_segment_reduceselectselect_scatterslice_inverseslice_scatterr   signsignbitsgnsinsincsinhslogdetsmmspmmr  solve_exsortsplitsplit_with_sizessqrtsquaresqueezesspaddmmstackr  std_meanstftsubsubtractsum	sym_floatsym_intsym_maxsym_minsym_notsym_itesym_sum	_sym_sqrt_sym_cos	_sym_cosh_sym_sin	_sym_sinh_sym_tan	_sym_tanh	_sym_asin	_sym_acos	_sym_atannansumsvdsvd_lowranksvdvalsswapaxesswapdimsspecialairy_ai	bessel_j0	bessel_j1	bessel_y0	bessel_y1chebyshev_polynomial_tchebyshev_polynomial_uchebyshev_polynomial_vchebyshev_polynomial_wentrerfcxexpitgammainc	gammainccgammalnhermite_polynomial_hhermite_polynomial_hei0ei1i1elaguerre_polynomial_llegendre_polynomial_plog_ndtrmodified_bessel_i0modified_bessel_i1modified_bessel_k0modified_bessel_k1multigammalnndtrndtripsiscaled_modified_bessel_k0scaled_modified_bessel_k1shifted_chebyshev_polynomial_tshifted_chebyshev_polynomial_ushifted_chebyshev_polynomial_vshifted_chebyshev_polynomial_wspherical_bessel_j0xlog1pyzetattaketake_along_dimtanr   	tensorinvtensorsolve	tensordottensor_splittiletopktracer  trapz	trapezoidtriangular_solvesolve_triangulartriltriutrue_dividetruncunbindr  uniqueunique_consecutiveunravel_indexunsafe_chunkunsafe_splitunsafe_split_with_sizes	unsqueezer   r/  var_meanvsplitvstackwhere_wrapped_linear_prepack#_wrapped_quantized_linear_prepacked
zeros_like_fw_primal_copy_make_dual_copyview_as_real_copyview_as_complex_copy
_conj_copy_neg_view_copyas_strided_copy_sparse_broadcast_to_copydiagonal_copyexpand_copynarrow_copypermute_copy_reshape_alias_copyselect_copydetach_copy
slice_copy
split_copysplit_with_sizes_copysqueeze_copyt_copytranspose_copyunsqueeze_copy_indices_copy_values_copyindices_copyvalues_copycrow_indices_copycol_indices_copyccol_indices_copyrow_indices_copyunbind_copy	view_copyunfold_copy
alias_copy__floordiv____rfloordiv____ifloordiv____truediv____rtruediv____itruediv__
__lshift____rlshift____ilshift__
__rshift____rrshift____irshift____and____or____xor__	__float____complex__	__array____bool____contains____neg__
__invert____mod____rmod____imod____array_wrap____getitem____deepcopy____int____long__	__index____len__
__format____reduce_ex____reversed____repr____setitem____setstate__Tr-  HmTmH_backward_hooks_post_accumulate_grad_hooksr>  _cdatar?  r@  _grad_fngrad_fn
grad_dtype_version_autocast_to_reduced_precision_autocast_to_full_precision#_clear_non_serializable_cached_datar  r^   r_   is_cudais_cpuis_xlais_xpuis_ipuis_leafretains_gradis_metais_mpsis_mtia	is_nestedis_maia	is_mkldnnis_quantized	is_sparseis_sparse_csr	is_vulkanitemsizerm   r  r  nbytesndim	output_nrr  r  volatile__cuda_array_interface__type_dimI_dimV_indices_is_view_nnzcrow_indicescol_indicesccol_indicesrow_indices_update_names_valuesalign_asalign_toapply_rp   as_strided_backwardbfloat16preserve_formatboolbytecharcauchy_coalesce_coalesced_
contiguouscontiguous_formatcopy_cpucudamtiaxpuipudata_ptrr  rx  	dim_orderdoublecdoubleelement_sizeexpand	expand_asexponential_fill_fill_diagonal_floatcfloat
geometric_halfchalf	has_namesr5  intis_coalescedis_contiguous	is_pinned	is_set_to	is_shareditemlog_normal_longmap_map2_module_load
ndimensionnelement_nested_tensor_size_nested_tensor_storage_offsets_nested_tensor_stridesnumpy
pin_memoryput_rg   random_record_streamrefine_namesregister_hook"register_post_accumulate_grad_hookrenamerepeatrequires_grad_
reshape_asresizeresize_	resize_asresize_as_sparse_retain_gradset_share_memory_shortrt  
sparse_dimsparse_mask_sparse_mask_projectionsparse_resize_sparse_resize_and_clear_storageuntyped_storageri  storage_typesum_to_sizer  to_dense	_to_dense	to_sparsetolist	to_mkldnntype_asr  viewview_aszero_
__dlpack____dlpack_device__r  r  utilsbackend_registration_privateuse1_backend_namehasattrgetattrr   items__name__
startswithlenextendr  update)r5   retprivateuse1_backend_nameret2ignoredrg  r  r  subnamer  r   s              r-   r   r     sW   6 \\F{%		-{%2{% 	!!#@{% 	!!#A	{%
 	

.{% 	'{% 	0{% 	/{% 	1{% 			4{% 	Q{% 	L{% 	L{% 	L{% 	J{%  	

K!{%" 	##%J#{%$ 			-%{%& 	X'{%( 	F){%* 	

.+{%, 	

.-{%. 	J/{%0 	/1{%2 			F3{%4 	&5{%6 	&7{%8 	19{%: 	

.;{%< 	2={%> 	0?{%@ 	/A{%B 	1C{%D 	

.E{%F 	0G{%H 	6I{%J 	8K{%L 	/M{%N 	1O{%P 	-Q{%R 	-S{%T 	-U{%V 	xW{%X 	RY{%Z 	{[{%\ 	''){]{%^ 	((*u_{%` 	 Qa{%b 	%%'vc{%d 	11  4Ce{%f 	 5g{%h 	%%'\i{%j 	Ck{%l 	?m{%n 	..tq{%t 	Cu{%v 	>w{%x 	<y{%z 	5{{%| 	;}{%~ 	<{%@ 	  "CA{%B 	!!#DC{%D 	-E{%F 			CG{%H 	!4I{%J 	1K{%L 	]M{%N 	1O{%P 			6Q{%R 	9S{%T 	>U{%V 	aW{%X 	

.Y{%Z 	

>[{%\ 	$:]{%^ 	7_{%` 	?a{%b 	9c{%d 	  "Pe{%f 	 Gg{%h 	Ni{%j 	&&(Yk{%l 	4m{%n 	Co{%p 	

Bq{%r 	8s{%t 	8u{%v 	8w{%x 			Oy{%z 	%{{%| 	I}{%~ 	,{%@ 	9A{%B 	(C{%D 	5E{%F 	

.G{%H 	7I{%J 	6K{%L 	5M{%N 	=O{%P 	dQ{%R 	dS{%T 	dU{%V 	wW{%X 	=Y{%Z 	  !A[{%\ 	  !A]{%^ 	  !A_{%` 	(a{%b 			-c{%d 	##  &Ce{%f 	

.g{%h 	!Ci{%j 	-k{%l 	@m{%n 	Eo{%p 	xs{%v 	5w{%x 	5y{%z 	B{{%| 	A}{%~ 	""$@{%@ 	;A{%B 	1C{%D 	*E{%F 			#G{%H 	*I{%J 	&K{%L 	

:M{%N 	@O{%P 	2Q{%R 	

VS{%T 	BU{%V 	KW{%X 	 OY{%Z 	  "Y[{%\ 	1]{%^ 	

0_{%` 			Ha{%b 	Kc{%d 			4e{%f 	@g{%h 	

:i{%j 	

)k{%l 	;m{%n 	2o{%p 	4q{%r 	8s{%t 	?u{%v 	Cw{%x 	4y{%z 	|}{%@ 	 jC{%F 	eG{%H 	3I{%J 	,K{%L 			-M{%N 	

.O{%P 	0Q{%R 			-S{%T 	

.U{%V 	/W{%X 	..0oY{%Z 	--/h[{%\ 	-- C_{%b 	'')Vc{%d 	779fe{%f 	'')}g{%h 	77`k{%n 	++-=o{%p 	**,<q{%r 	**,Bs{%t 	##%?u{%v 	9w{%x 			Cy{%z 			C{{%| 			D}{%~ 			C{%@ 			DA{%B 			JC{%D 			KE{%F 			DG{%H 			EI{%J 			EK{%L 			FM{%N 			FO{%P 			GQ{%R 			IS{%T 			JU{%V 			JW{%X 			KY{%Z 			6[{%\ 			7]{%^ 			B_{%` 			-a{%b 	@c{%d 	

*e{%f 	&g{%h 	&i{%j 	Qk{%l 	/m{%n 	3o{%p 	?q{%r 	

5s{%t 	

.u{%v 	/w{%x 	t4PUP]P]fjz  Dy{%z 	&&(H{{%| 	\}{%~ 	O{%@ 			4A{%B 	3C{%D 	*E{%F 	>G{%H 	/I{%J 	,K{%L 	6M{%N 	5O{%P 			3Q{%R 	NS{%T 	cU{%V 	fW{%X 	fY{%Z 	m[{%\ 			s]{%^ 	N_{%` 	3a{%b 	8c{%d 	5e{%f 	Vg{%h 	;i{%j 	""$zk{%l 	Gm{%n 	mo{%p 	Yq{%r 	((*?s{%t 	4u{%v 	;w{%x 	2y{%z 	6{{%| 	7}{%~ 	8{%@ 	

.A{%B 	=C{%D 	>E{%F 	LG{%H 	BI{%J 	=K{%L 	\M{%N 	)O{%P 	

GQ{%R 	&S{%T 	'U{%V 	2W{%X 	2Y{%Z 	t]{%` 	(a{%b 	1c{%d 	4e{%f 	Kg{%h 	*i{%j 	'k{%l 	&m{%n 	.o{%p 	,q{%r 	!1s{%t 	*u{%v 	3w{%x 	)y{%z 	W{{%| 	%}{%~ 	 dA	{%D	 	rE	{%F	 	

+G	{%H	 	NI	{%J	 	""$cK	{%L	 	!LM	{%N	 	 SO	{%P	 	sQ	{%R	 			4S	{%T	 	6U	{%V	 	3W	{%X	 	;Y	{%Z	 	

;[	{%\	 	0]	{%^	 	  K_	{%`	 			-a	{%b	 	<c	{%d	 	/e	{%f	 	/g	{%h	 	

.i	{%j	 	:k	{%l	 	;m	{%n	 	&o	{%p	 	.q	{%r	 	<s	{%t	 	5u	{%v	 	;w	{%x	 	<y	{%z	 	/{	{%|	 	I}	{%~	 	

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\o{%p 	dq{%r 	  "hs{%t 	   +/#3u{%| 	9}{%~ 	d{%@ 	%A{%B 	*C{%D 	QE{%F 	!SG{%H 	+I{%J 	IK{%L 	*M{%N 	5O{%P 	IQ{%R 	=S{%T 	AU{%V 	7W{%X 	 YY{%Z 	6[{%\ 	2]{%^ 	-_{%` 	da{%b 			7c{%d 	

0e{%f 			Dg{%h 	  "2i{%j 	""$4k{%l 	'')9m{%n 	'o{%p 	,q{%r 	7s{%t 	Cu{%v 	fw{%x 	iy{%z 	""$V{{%| 	!!#M}{%~ 	))+P{%@ 	""$sA{%B 	   aE{%H 	!! aK{%N 	""J#Q{%X 	""L #[{%d 	""O 	#g{%r 	%% au{%x 	%% a{{%~ 	1{%@ 	%A{%B 	

.C{%D 	

5E{%F 	FG{%H 	,I{%J 	/K{%L 	4M{%N 	

3O{%P 	:Q{%R 	AS{%T 	!;U{%V 	.W{%X 	QY{%Z 	x[{%\ 	S]{%^ 	x_{%` 	Sa{%b 	

7c{%d 	7e{%f 	/g{%h 	5i{%j 	Pk{%l 	bm{%n 	/o{%p 	

4q{%r 	Ms{%t 	8u{%v 	<w{%x 	Zy{%z 	e{{%| 	|}{%~ 	2{%@ 	?A{%B 	WC{%D 	WE{%F 	

3G{%H 	1I{%J 	

.K{%L 	1M{%N 			-O{%P 			-Q{%R 	

.S{%T 	

.U{%V 	'W{%X 	.Y{%Z 			9[{%\ 	

:]{%^ 	8_{%` 	@a{%b 	Wc{%d 	

YeQUYe{%f 	Eg{%h 	 Pi{%j 	

.k{%l 	0m{%n 	;o{%p 	Oq{%r 	8s{%t 			-u{%v 	2w{%x 	

 @{{%~ 			4{%@ 	9A{%B 			-C{%D 	)E{%F 	'G{%H 	I{%J 	K{%L 	'M{%N 	)O{%P 	Q{%R 	)S{%T 	(U{%V 	)W{%X 	(Y{%Z 	)[{%\ 	(]{%^ 	)_{%` 	)a{%b 	)c{%d 	)e{%f 	0g{%h 			Ii{%j 	Ak{%l 	Hm{%n 	8o{%p 	4q{%r 	6s{%t 	/u{%v 	!1w{%x 	!1y{%z 	!1{{%| 	!1}{%~ 	,,.K{%@ 	,,.KA{%B 	,,.KC{%D 	,,.KE{%F 	/G{%H 	,I{%J 	+K{%L 	,M{%N 	-O{%P 	.Q{%R 	,S{%T 	-U{%V 	-W{%X 	 AY{%Z 	!B[{%\ 	/]{%^ 	**,I_{%` 	++-Ja{%b 	*c{%d 	+e{%f 	*g{%h 	+i{%j 	++-Jk{%l 	++-Jm{%n 	-o{%p 	 0q{%r 	!!#Ds{%t 	-u{%v 	!Ow{%x 	((*:y{%z 	((*:{{%| 	((*:}{%~ 	((*:{%@ 	""$7A{%B 	,C{%D 	-E{%F 	!>G{%H 	+I{%J 	-K{%L 	//1AM{%N 	//1AO{%P 	446SQ{%R 	446SS{%T 	446SU{%V 	446SW{%X 	,Y{%Z 	@[{%\ 	))+;]{%^ 	@_{%` 	>a{%b 	<c{%d 	!e{%f 	

+g{%h 	Ki{%j 			-k{%l 	

.m{%n 	 3o{%p 	  "<q{%r 	:s{%t 	Hu{%v 	Jw{%x 	

*y{%z 	

K{{%| 	%}{%~ 	5{%@ 	1A{%B 	5C{%D 	 eE{%F 	%%'aG{%H 	

:I{%J 	!! LM{%P 	

:Q{%R 	2S{%T 	/U{%V 	-W{%X 	<Y{%Z 	h[{%\ 	  "g]{%^ 	6_{%` 	;a{%b 	Lc{%d 	%%'We{%f 	8g{%h 	1i{%j 			-k{%l 	2m{%n 	;o{%p 	2q{%r 	9s{%t 	%%'`u{%v 	11oy{%| 	e}{%~ 	5{%@ 	@A{%B 	C{%D 	""OE{%F 	/G{%H 	oI{%J 	QK{%L 	'')>M{%N 	FO{%P 	%CQ{%R 	>S{%T 	1U{%V 	!!#@W{%X 	6Y{%Z 	?[{%\ 	N]{%^ 	<_{%` 	##%Ha{%b 	0c{%d 	oe{%f 	9g{%h 	2i{%j 	_k{%l 	Om{%n 	Oo{%p 	?q{%r 	s{%t 	u{%v 	w{%x 	y{%z 	1{{%| 	/}{%~ 	A{%@ 	/A{%B 	3C{%D 	4E{%F 	4G{%H 	2I{%J 	3K{%L 	3M{%N 	1O{%P 	2Q{%R 	2S{%T 	1U{%V 	2W{%X 	2Y{%Z 	.[{%\ 	-]{%^ 	._{%` 	/a{%b 	Oc{%d 	0e{%f 	g{%h 	3i{%j 	k{%l 	?m{%n 	.o{%p 	/q{%r 	/s{%t 	5u{%v 	0w{%x 	2y{%z 	{{%| 	}{%~ 	/{%@ 	A{%B 	7C{%D 	4E{%F 	_G{%H 	AI{%J 	1K{%L 	/M{%N 	/O{%P 	/Q{%R 			?S{%T 			?U{%V 	&&W{%X 	**22OY{%Z 	o[{%\ 	]{%^ 	__{%` 	oa{%b 	c{%d 	e{%f 	!!?g{%h 	i{%j 	--/pk{%l 	**,Vm{%n 	22Oo{%p 	_q{%r 	s{%t 	ou{%v 	w{%x 	y{%z 	{{%| 	}{%~ 	{%@ 	A{%B 	##_C{%D 	E{%F 	G{%H 	I{%J 	  /K{%L 	M{%N 	  /O{%P 	##_Q{%R 	  /S{%T 	$$oU{%V 	  /W{%X 	Y{%Z 	[{%\ 	_]{%^ 	o_{%` 	a{%b 	_c{%d 	  /e{%f 	$$og{%h 	oi{%j 	k{%l 	_m{%n 	_o{%p 	''//q{%r 	Ns{%t 	ou{%v 	ow{%x 	y{%z 	{{%| 	_}{%~ 	_{%@ 	OA{%B 	_C{%D 	OE{%F 	=G{%H 	I{%J 	K{%L 	/M{%N 	=O{%P 	0Q{%R 	8S{%T 	9U{%V 	kW{%X 	E4I4IMY{%Z 	0E0EI[{%\ 	0E0EI]{%^ 	0E0EI_{%` 	MTMa{%b 	c{%d 	6e{%f 	e6M6MQg{%h 	>i{%j 	

u/D/DHk{%l 	0E0EIm{%n 	0E0EIo{%p 	

u/D/DHq{%r 	

u/D/DHs{%t 	u{%v 	/w{%x 	!Oy{%z 	

O{{%| 	@}{%~ 	%2G2GK{%@ 	53H3HLA{%B 	_C{%D 	,E{%F 	0G{%H 	HHI{%J 	,K{%L 	5M{%N 	1F1FJO{%P 	%2G2GKQ{%R 	@S{%T 	?U{%V 	0E0EIW{%X 	1F1FJY{%Z 	/[{%\ 	]{%^ 	

u/D/DH_{%` 	_a{%b 	oc{%d 	_e{%f 	/g{%h 	1i{%j 	/k{%l 	_m{%n 	MTMo{%p 	0q{%r 	0E0EIs{%t 	6u{%v 	5w{%x 			8y{%z 	@{{%| 	E}{%~ 	?{%@  	A {%B  	""OC {%D  	--E {%F  	%%G {%H  	I {%J  	oK {%L  	,M {%N  	?O {%P  	GQ {%R  	S {%T  	LDLU {%V  	5W {%X  	3Y {%Z  	3[ {%\  	113H] {%^  	,_ {%`  	-a {%b  	Bc {%d  	1e {%f  	-g {%h  	-i {%j  	0k {%l  	  "8m {%n  	Oo {%p  	[q {%r  	?s {%t  	ou {%v  	1F1FJw {%x  	_y {%z  	W{ {%|  	?} {%~  	1 {%@! 	&&(WA!{%B! 	GC!{%D! 	'')QE!{%F! 	OG!{%H! 	I!{%J! 	K!{%L! 	M!{%N! 	_O!{%P! 	1Q!{%R! 	+S!{%T! 			EUZUjUjnU!{%V! 	IIW!{%X! 	GY!{%Z! 	/[!{%\! 	]!{%^! 	/_!{%`! 	.a!{%b! 	=c!{%d! 	7e!{%f! 	+.od  /+Fu!{%C|! 	((BB  v/0F 	GF456 JYGFc":!;<=EEFD#%G		 1 JJJJ1::$AJJ%AJJ%
 ::  , jjZ!23GLL$&$(>RV@VW  	D64.D~$c/d'6IT
	%. JJtJr0   
dispatcherc                       fd}|S )a  Wraps a given function with ``__torch_function__`` -related functionality.

    Parameters
    ----------
    dispatcher: Callable
        A callable that returns an iterable of Tensor-likes passed into the function.

    Note
    ----
    This decorator may reduce the performance of your code. Generally, it's enough to express
    your code as a series of functions that, themselves, support __torch_function__. If you
    find yourself in the rare situation where this is not the case, e.g. if you're wrapping a
    low-level library and you also need it to work for Tensor-likes, then this function is available.

    Examples
    --------
    >>> def dispatcher(a):  # Must have the same signature as func
    ...     return (a,)
    >>> @torch.overrides.wrap_torch_function(dispatcher)
    >>> def func(a):  # This will make func dispatchable by __torch_function__
    ...     return a + 0
    c                 J     t        j                          fd       S )Nc                  Z     | i |}t        |      rt        |g| i |S  | i |S r  )r   r   )r#   r$   relevant_argsr
  r   wrappeds      r-   r
  z3wrap_torch_function.<locals>.inner.<locals>.wrapped=  sA    &77M!-0,WmUdUfUU(((r0   )	functoolsr   )r   r
  r
  s   `@r-   r  z"wrap_torch_function.<locals>.inner<  s%    			) 
	) r0   rF  )r
  r  s   ` r-   r   r   $  s    0	 Lr0   r
  get_type_fnc                    |t         }t        j                  j                         sg S t	               }g }| D ]  } ||      }||vst        |d      s|j                  t        j                  j                  usD|rX|j                  |       t        |      }t        |      D ]  \  }}t        | ||            s|} n |j                  ||       |h}|g} |S )a
  Returns a list of arguments on which to call __torch_function__.

    Checks arguments in relevant_args for __torch_function__ implementations,
    storing references to the arguments and their types in overloaded_args and
    overloaded_types in order of calling precedence. Only distinct types are
    considered. If a type is a subclass of another type it will have higher
    precedence, otherwise the precedence order is the same as the order of
    arguments in relevant_args, that is, from left-to-right in the argument list.

    The precedence-determining algorithm implemented in this function is
    described in `NEP-0018`_.

    See torch::append_overloaded_arg for the equivalent function in the C++
    implementation.

    Parameters
    ----------
    relevant_args : iterable of array-like
        Iterable of array-like arguments to check for __torch_function__
        methods.

    get_type_fn : callable, optional
        Function to call on each argument in relevant_args to get its type.

    Returns
    -------
    overloaded_args : list
        Arguments from relevant_args on which to call __torch_function__
        methods, in the order in which they should be called.

    .. _NEP-0018:
       https://numpy.org/neps/nep-0018-array-function-protocol.html
    r  )r	
  r4   _C_is_torch_function_enabledsetrv
  r  _disabled_torch_function_implr:  r{
  	enumerate
issubclassinsert)	r
  r
  overloaded_typesoverloaded_argsargarg_typer  iold_args	            r-   _get_overloaded_argsr
  J  s    J  88..0	"%%!#O (s# ,,"67++8899:
   $$X. O,"+O"< JAw!(K,@A !  &&uc2$,: #&%;(< r0   
public_apic           	         t        |      }t        t        t        |            }t	               r1t               5 }|j                  | |||      }ddd       t        ur|S |D ]w  }|j                  }	t        |	d      rF|	j                  |u r8|	t        j                  j                  urt        j                  dt        d        |	| |||      }|t        usu|c S  | j                    d| j"                   }
d|
 d|D cg c]  }t        |       c} }t	               r|d	t%                z  }t'        |      # 1 sw Y   xY wc c}w )
a=  Implement a function with checks for ``__torch_function__`` overrides.

    See torch::autograd::handle_torch_function for the equivalent of this
    function in the C++ implementation.

    Arguments
    ---------
    public_api : function
        Function exposed by the public torch API originally called like
        ``public_api(*args, **kwargs)`` on which arguments are now being
        checked.
    relevant_args : iterable
        Iterable of arguments to check for __torch_function__ methods.
    args : tuple
        Arbitrary positional arguments originally passed into ``public_api``.
    kwargs : tuple
        Arbitrary keyword arguments originally passed into ``public_api``.

    Returns
    -------
    object
        Result from calling ``implementation`` or an ``__torch_function__``
        method, as appropriate.

    Raises
    ------
    TypeError : if no implementation is found.

    Example
    -------
    >>> def func(a):
    ...     if has_torch_function_unary(a):
    ...         return handle_torch_function(func, (a,), a)
    ...     return a + 0
    N__self__zDefining your `__torch_function__ as a plain method is deprecated and will be an error in future, please define it as a classmethod.r   
stacklevel.zno implementation found for 'z.' on types that implement __torch_function__: z nor in mode )r
  tuplemapr	
  r   _pop_mode_temporarilyr  NotImplementedrv
  r
  r4   r
  r
  r)   warnDeprecationWarning
__module__ry
  _get_current_function_mode	TypeError)r
  r
  r#   r$   r
  typesr  resultoverloaded_argtorch_func_method	func_namer
  r  s                r-   r   r     sj   T +=9O#dO,-E '( #$ 	N,,ZfMF	N'M *  +==%z2!**n<!)O)OOMMQ"	 #:udFC'M+. (():+>+>*?@I
'	{ 35DEcS	EF	H  '(9;<==
C.I	N 	N@  Fs   D;?E
;Ea  Check for __torch_function__ implementations in the elements of an iterable
    or if a __torch_function__ mode is enabled.  Considers exact ``Tensor`` s
    and ``Parameter`` s non-dispatchable.  Use this to guard a call to
    :func:`handle_torch_function`; don't use it to test if something
    is Tensor-like, use :func:`is_tensor_like` instead.
    Arguments
    ---------
    relevant_args : iterable
        Iterable or arguments to check for __torch_function__ methods.
    Returns
    -------
    bool
        True if any of the elements of relevant_args have __torch_function__
        implementations, False otherwise.
    See Also
    ________
    torch.is_tensor_like
        Checks if something is a Tensor-like, including an exact ``Tensor``.
    zSpecial case of `has_torch_function` for single inputs.
    Instead of:
      `has_torch_function((t,))`
    call:
      `has_torch_function_unary(t)`
    which skips unnecessary packing and unpacking work.
    a'  Special case of `has_torch_function` that skips tuple creation.

    This uses the METH_FASTCALL protocol introduced in Python 3.7

    Instead of:
      `has_torch_function((a, b))`
    call:
      `has_torch_function_variadic(a, b)`
    which skips unnecessary packing and unpacking work.
    c                  d   t        j                  t              } i }dt        t        j                  fdt        j
                  t        j
                  j                  fdt        j                  j
                  t        t        j                  j
                        fdt        j                  j                  t        t        j                  j                        fdt        j                  t        t        j                        fdt        j                  t        t        j                        fdt        j                  t        t        j                        fdt        j                  t        t        j                        fg}|D ],  \  }}}|D ]  }d	}|t        j                  urV|j                  d
      r*|j                  d      rd}nW|j                  d      rd}nC|d   j                         sd}n-|dk(  r(nt!        ||      }t!        t"        |d       |k(  r|dk(  rt!        ||      }|t        j                  u rt!        t"        |d       |k(  rt%        |t&        j(                        rt%        |t*        j,                        rt/        |      st1        |d      r| d| d||j2                  <   | d| d||j4                  <   |rC|j2                  t7               v r;d}	|j2                  t9               vs!J |	j;                  ||j<                               | |   j?                  |j2                         t/        |      s| d| ||<   |r|t7               v r1d}	|t9               vs!J |	j;                  ||j<                               | |   j?                  |       " / | |fS )Nr4   ztorch.functionalztorch.nn.functionalztorch.nn.initztorch.Tensorztorch.linalgz	torch.fftztorch.specialFr  r  Tr   
unique_dim__weakref__r-  r
  z.__get__z.__set__zk{}.{} is in the tuple returned by torch._overrides.get_ignored_functions but still has an explicit override) collectionsdefaultdictlistr4   __all__r   r   dirr   r5   r  r   rQ	  rz
  endswithislowerrw
  object
isinstancer
  
ModuleType
__future___Featurer  rv
  r-  __set__r   r   formatry
  r`  )
overridable_funcsr  tested_namespacesnamespace_str	namespacens_funcsr
  r&   r   r  s
             r-   _get_overridable_functionsr
  #  sE    $//5E	%'	U--u/?/?/G/GH	 3 3S9L9L5MN	%((--UXX]]);<	s5<<'89	s5<<'89	eiiUYY0	%--U]]);<	 /@ C6*y(! B	6IF,''-))#.!F'',!F"1--/!F,.y)469d3t;-9i0DELL(WVY-MQU-U$ 0 01$
 3 34D>gdI&>)6q8&Ldll#)6q8&Ldll#<<#8#::=   <</D/FF 

!4==I F %d+224<<@D>*O1YK8E$K ,..9  #8#:: CJJt}}= : i(//5EB	6C6H e##r0   c                      t               d   S )a  List functions that are overridable via __torch_function__

    Returns
    -------
    Dict[Any, List[Callable]]
        A dictionary that maps namespaces that contain overridable functions
        to functions in that namespace that can be overridden.
    r   )r
  rF  r0   r-   r   r   z  s     &'**r0   c                     t        | t        j                  j                  t        j                  j                  f      rt        |       S t               d   j                  |       S )a&  Get a human readable string name for a function passed to
    __torch_function__

    Arguments
    ---------
    f : Callable
        Function to resolve the name of.

    Returns
    -------
    str
        Name of the function; if eval'ed it should give back the input
        function.
    r  )r
  r4   _ops
OpOverloadOpOverloadPacketstrr
  get)fs    r-   r   r     sI      !ejj++UZZ-H-HIJ1v%'*..q11r0   c                  R    t               } t        | t        j                           }|S )z<Returns a set of the overridable methods on ``torch.Tensor``)r   r
  r4   r5   )r
  methodss     r-   _get_tensor_methodsr
    s&     23#ELL12GNr0   c                 <    | t               v xs | j                  dk(  S )aw  
    Returns True if the function passed in is a handler for a
    method or property belonging to ``torch.Tensor``, as passed
    into ``__torch_function__``.

    .. note::
       For properties, their ``__get__`` method must be passed in.

    This may be needed, in particular, for the following reasons:

    1. Methods/properties sometimes don't contain a `__module__` slot.
    2. They require that the first passed-in argument is an instance
       of ``torch.Tensor``.

    Examples
    --------
    >>> is_tensor_method_or_property(torch.Tensor.add)
    True
    >>> is_tensor_method_or_property(torch.add)
    False
    r-  )r
  ry
  )r   s    r-   r   r     s!    . &((FDMMY,FFr0   c                 T    t        |       t        j                  u xs t        | d      S )a9  
    Returns ``True`` if the passed-in input is a Tensor-like.

    Currently, this occurs whenever there's a ``__torch_function__``
    attribute on the type of the input.

    Examples
    --------
    A subclass of tensor is generally a Tensor-like.

    >>> class SubTensor(torch.Tensor): ...
    >>> is_tensor_like(SubTensor([0]))
    True

    Built-in or user types aren't usually Tensor-like.

    >>> is_tensor_like(6)
    False
    >>> is_tensor_like(None)
    False
    >>> class NotATensor: ...
    >>> is_tensor_like(NotATensor())
    False

    But, they can be made Tensor-like by implementing __torch_function__.

    >>> class TensorLike:
    ...     @classmethod
    ...     def __torch_function__(cls, func, types, args, kwargs):
    ...         return -1
    >>> is_tensor_like(TensorLike())
    True
    r  )r	
  r4   r5   rv
  )inps    r-   r   r     s%    D 9$J5I(JJr0   c                   H    e Zd ZU dZd ed<   d	dZd
dZd Zd Ze	d        Z
y)TorchFunctionModea  
    A ``TorchFunctionMode`` allows you to override the meaning of all
    ``__torch_function__`` overridable functions within a dynamic scope,
    without having to actually create a tensor subclass or manually
    monkey-patch functions in the PyTorch API.  Some common situations
    where you should use a mode:

        * You want to override the meaning of factory functions, or other
          functions that do not otherwise take a tensor as an argument
          (these cannot be overridden with tensor subclasses).

        * You want to override the behavior of all functions without needing
          to wrap your inputs in tensor subclasses; e.g., if you are just
          interested in logging intermediate computations.

        * You want to control the order of execution of various tensor
          subclasses explicitly, rather than implicitly via the return of
          ``NotImplemented``.

    Independent subclasses of :class:`TorchFunctionMode` are compositional:
    modes can be pushed onto a stack using ``with MyMode():``.
    When you call functions in the PyTorch API inside your
    ``__torch_function__`` implementation, by default, they will forward on to
    the next mode on the mode stack.  If you want recursively call back into
    your current ``__torch_function__`` implementation, either explicitly
    invoke ``self.__torch_function__(...)``, or use the context manager
    ``enable_torch_function_mode(self, replace=self.inner)`` to make PyTorch
    API self-referential (beware of infinite loops, in this case!)
    r  Nc                      y r  rF  r  s    r-   r   zTorchFunctionMode.__init__  s    r0   c                     t         r  )NotImplementedErrorr  r   r
  r#   r$   s        r-   r  z$TorchFunctionMode.__torch_function__  s    !!r0   c                     t        |        | S r  )
_push_moder  s    r-   	__enter__zTorchFunctionMode.__enter__  s    4r0   c                     t                y r  )	_pop_mode)r  exc_typeexc_valexc_tbs       r-   __exit__zTorchFunctionMode.__exit__  s    r0   c                 D    t        j                  dd        | |i |}|S )NzP`Mode.push()` is no longer necessary and can be replaced with just `with Mode()`r   r
  )r)   r
  )clsr#   r$   instances       r-   pushzTorchFunctionMode.push  s*    ^	
 ''r0   )r!   NrF  N)ry
  r
  __qualname____doc____annotations__r   r  r
  r
  classmethodr
  rF  r0   r-   r
  r
    s7    < "  r0   r
  c                  @    t               } | dkD  rt        | dz
        S d S )Nr   r  )r   r
   )	stack_lens    r-   r
  r
    s%    )+I4=M!)a-0KtKr0   c                  d    t               } t        |       D cg c]  }t        |       c}S c c}w r  )r   r   r
   )r
  r
  s     r-    _get_current_function_mode_stackr
  !  s)    )+I/4Y/?@!"1%@@@s   -c                     t        |        y r  )r   )r  s    r-   r
  r
  &  s
    !$'r0   c                      t               } | S r  )r   olds    r-   r
  r
  *  s    
#
%CJr0   c               #   `   K   t               } 	 |  t        |        y # t        |        w xY wwr  )r
  r
  r
  s    r-   r
  r
  /  s%     
+C	3
3s   . .+.c                       e Zd ZddZy)BaseTorchFunctionModeNc                     |i } ||i |S r  rF  r
  s        r-   r  z(BaseTorchFunctionMode.__torch_function__9  s    >FT$V$$r0   r
  )ry
  r
  r
  r  rF  r0   r-   r
  r
  8  s    %r0   r
  c               #   Z  K   t         j                  j                         } 	 t         j                  j                  t         j                  j                  j
                         d  t         j                  j                  |        y # t         j                  j                  |        w xY wwr  )r4   r
  _get_torch_function_state_set_torch_function_state_TorchFunctionStateENABLED)	old_states    r-   _enable_torch_functionr
  ?  sf     224I6**588+G+G+O+OP**95**95s   B+AB ' B+!B((B+c               #      K   t         j                  j                         5  	 d  	 d d d        y # w xY w# 1 sw Y   y xY wwr  )r4   r
  _RestorePythonTLSSnapshotrF  r0   r-   r   r   I  sC      
	+	+	- 		  	 s#   A61	A36?A)z.*is deprecated, please use.*r4   r  )Ar
  r
  r
  
contextlibr
  r8  r
  r)   collections.abcr   r   r   typingr   r   typing_extensionsr   r4   torch._Cr	   r
   r   r   r   r   r   r   r   r
  r   r   r
  r/   cacher
  r   rA  dictr   r   r	
  r
  r
  r   r   r   r   r
  r
  r   r   r
  r
  r   r   r
  r
  r
  r
  r
  contextmanagerr
  r
  r
  r   rF  r0   r-   <module>r     s*  ,     
   .   ' 
 
 
 t_T]
 1 
2r6
     b"f	 F _s8} _  _D	 c(m  2 {tHh$67 {  {|##H #P 15LC=L3%+&-L 
#YL^VVC=V
 	Vr ! . '	  * 	  S$Ed8n	tHcM22% S$ S$l 	+4T(^(;#< 	+ 	+ 2 2( S]   Gx GD G G2"KJ6 6rL
A
(
  %- % 6 6  r0   