
    bri                    L   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	 	 d0de	eef         dedede	eef         fdZ ej!        e de"e	         fd                        Z#ej!        de"e	         fd            Z$ej!        e de%e	e	f         fd                        Z&de	fdZ'	 d1de
e         de	ege(f         dz  de)e         fdZ*de	de
e         defdZ+ eed          Z, eed          Z- eed          Z.ej!        de/e%ee)e	         f         e%e	ef         f         fd            Z0e de%ee)e	         f         fd             Z1e d!             Z2ej!        de"e	         fd"            Z3e de	de4fd#            Z5d$ Z6 G d% d&          Z7d' Z8d( Z9d) Z:d* Z;ej<        d+             Z= G d, d-e7          Z>ej<        d.             Z?ej<        d/             Z@dS )2aE  
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.*is deprecated, please use.*torch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xY w Y   d S )Nignore)categorymessager"   )warningscatch_warningsfilterwarningsUserWarning)r%   r&   r    r"   r!   s     g/var/www/html/bestrading.cuttalo.com/models/btc_v9/venv/lib/python3.11/site-packages/torch/overrides.pywrapperz'_disable_user_warnings.<locals>.wrapper[   s    $&& 	) 	)#;f    4(((		) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	) 	)s   %AAA)r   r   r%   r&   r   )r    r!   r"   r0   s   ``` r/   _disable_user_warningsr1   C   s_    0 4[[)rw )") ) ) ) ) ) ) ) ) [) 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           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           j0        t           j1        t           j2        t           j3        t           j4        t           j5        t           j6        t           j7        t           j8        t           j9        t           j:        t           j;        t           j<        t           j=        t           j>        t           j?        t           j@        t           jA        t           jB        t           jC        t           jD        t           jE        t           jF        t           jG        t           jH        t           jI        t           jJ        t           jK        t           jL        t           jM        t           jN        jN        t           jN        j        t           jN        jO        t           jN        j        t           jP        t           jQ        jR        t           jQ        jS        t           jT        t           jU        t           jV        t           jW        t           jX        t           jY        t           jZ        t           j[        t           j\        t           j]        t           j^        t           j_        t           j`        t           ja        t           jb        t           jc        t           jd        t           je        t           jf        t           jg        t           jh        t           ji        t           jj        t           jk        t           jl        t           jm        t           jn        t           jo        t           jp        t           jq        t           jr        t           js        t           jt        t           ju        t           jv        t           jw        t           jx        t           jy        t           jz        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        jb        t           j~        j        j        t           j~        j        jP        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        t          t          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        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        | 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        }t          j        dk    r|                    | 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
    )      (
  r   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$are_deterministic_algorithms_enableduse_deterministic_algorithms-is_deterministic_algorithms_warn_only_enabledset_deterministic_debug_modeget_device_moduleget_deterministic_debug_modeset_float32_matmul_precisionget_float32_matmul_precisionunify_type_listis_warn_always_enabledset_warn_alwaysvitals_enabled	set_vitalread_vitalsvmapcond
frombufferasarray_functional_sym_constrain_range_make_dep_token__delitem____dir____getattribute____init____iter____init_subclass____delattr____setattr____torch_function____torch_dispatch____new__	__class____subclasshook____hash__as_subclasseiglstsq	reinforcenew
new_tensor	new_emptynew_empty_strided	new_zerosnew_onesnew_full_make_subclasssolvesymeigstride	unflattento_sparse_cooto_sparse_csrto_sparse_cscto_sparse_bsrto_sparse_bsc
_to_sparse_to_sparse_csr_to_sparse_csc_to_sparse_bsr_to_sparse_bsc_typed_storage_reduce_ex_internal_fix_weakref
_view_func_view_func_unsafe_rev_view_func_unsafe_dtensor__new___make_wrapper_subclass_python_dispatch__get___has_symbolic_sizes_strides_conj_conj_physical_lazy_clone	_neg_view_is_zerotensor_is_all_true_is_any_true_addmm_activation
_use_countsysversion_infoadd__annotate__)r6   	functionss     r/   r   r   f   s   ( \FGGG 	G 	%	G
 	 G 	 G 	G 	G 	G 	G 	
G 	
G 	
G 	G 	
G  	!G" 	%#G$ 	%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 	4EGF 	7GGH 	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` 	$aGb 	(cGd 	(eGf 	'gGh 	(iGj 	%kGl 	!mGn 	2oGp 	*qGr 	;sGt 	*uGv 	wGx 	*yGz 	*{G| 	*}G~ 	G@ 	$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 	*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)***r2   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).
    )r   r6   _baser.  grad_grad)r6   s    r/   get_default_nowrap_functionsrB    s-    $ \F r2   c                     t           j        } i t           j        ddt           j        ddt           j        d t           j        d t           j        ddt           j        d t           j        ddt           j	        dd	t           j
        dd
t           j        ddt           j        ddt           j        d	dt           j        d	dt           j        ddt           j        ddt           j        ddt           j        d i t           j        ddt           j        d
dt           j        ddt           j        ddt           j        ddt           j        ddt           j        ddt           j        ddt           j        d t           j        d  t           j        dd!t           j        dd"t           j        d# t           j         dd$t           j!        dd%t           j"        dd&t           j#        dd'i t           j$        dd(t           j%        dd)t           j&        dd*t           j'        dd+t           j(        dd,t           j)        d- t           j*        d. t           j+        d/ t           j,        dd2t           j-        dd3t           j.        d4 t           j/        d5 t           j0        d6 t           j1        d7 t           j2        d8 t           j3        d9 t           j4        d: i t           j5        d; t           j6        dd<t           j7        d= t           j8        dd?t           j9        dd@t           j:        ddAt           j;        ddBt           j<        ddCt           j=        ddDt           j>        ddEt           j?        ddFt           j@        ddGt           jA        dH t           jB        ddIt           jC        dJ t           jD        dK t           jE        ddLi t           jF        dM t           jG        ddNt           jH        ddOt           jI        ddPt           jJ        ddSt           jK        ddTt           jL        ddVt           jM        ddWdXt           jN        dY t           jO        ddZt           jP        jO        dd[t           jP        jQ        dd\t           jR        dd]t           jS        dd^t           jT        d_ t           jU        d5d`t           jV        ddai t           jW        ddbt           jX        ddct           jY        dddt           jZ        ddet           j[        ddft           j\        dg t           j]        ddit           j^        dj t           j_        ddkt           j`        dl t           jP        ja        ddmt           jb        ddnt           jc        ddot           jd        ddpt           je        ddqt           jf        d5drt           jg        ddsi t           jh        ddtt           ji        ddut           jj        dv t           jk        d5dwt           jl        ddxt           jm        ddyt           jn        ddzt           jo        d{ t           jp        dd|t           jq        dd}t           jr        dd~t           js        ddt           jt        d t           ju        ddt           jP        ju        ddt           jv        ddt           jw        ddi t           jx        ddt           jy        ddt           jz        ddt           j{        ddt           j|        ddt           j}        ddt           j~        d t           j        d t           jP        j        d t           j        d t           j        ddt           j        ddt           j        d5dt           j        d dt           j        d!dt           jP        j        d"dt           j        d!di t           j        ddt           j        ddt           j        d#dt           j        ddt           j        ddt           j        ddt           j        ddt           j        ddt           j        d t           j        d t           j        ddt           jP        j        ddt           jP        j        ddt           jP        j        d$dt           jP        j        d$dt           j        d t           j        d%di t           j        d&dt           j        d'dt           j        ddt           j        d t           j        ddt           j        ddt           j        ddt           j        ddt           j        ddt           j        ddt           j        d t           j        d t           j        d(dt           j        d t           j        d t           j        d t           j        d i t           j        d t           j        d t           j        d t           j        d t           j        d t           j        j        d)dt           j        j        d)dt           j        j        d)dt           j        j        d)dÄt           j        j        d)dĄt           j        j        d*dƄt           j        j        d*dǄt           j        j        d)dȄt           j        j        d)dɄt           j        j        ddʄt           j        j        dd˄t           j        j        dd̄i t           j        j        dd̈́t           j        j        d*d΄t           j        j        d*dτt           j        j        d*dЄt           j        j        d*dфt           j        j        dd҄t           j        j        ddӄt           j        j        d)dԄt           j        ddՄt           j        d+dքt           j        dׄ t           j        d؄ t           j        dل t           j        ddڄt           j        ddۄt           j        d܄ t           j        dd݄i t           j        ddބt           j        dd߄t           j        ddt           j        ddt           j        ddfdt           j        d t           j        d,dt           j        d-dt           j        ddt           j        ddt           j        d t           j        ddt           j        ddt           j        ddt           j        ddt           j        ddt           j        ddt           j        d.di t           j        d t           j        d t           j        d t           j        d/dt           j        d t           j        ddt           j        ddt           j        ddt           j        d0dt           j        d1dt           j        ddt           j        d2dt           j        d3dt           j        d4dt           j        d5dt           jP        j        d  t           j        ddi t           j        d t           j        ddt           j        ddt           j        ddt           j        ddt           j        ddt           j        d t           j        d	 t           j        dd
t           j        ddt           j        d t           j        d6dt           j        d t           j        d(dt           j        d t           j        d t           j        ddi t           j        ddt           j         d t           j        d t           j        ddt           jP        j        ddt           jP        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        d
d"t           j        d# i t           j        d7d$t           j        d8d%t           j        d& t           j        dd't           jP        j        dd(t           jP        j        dd)t           jP        j        dd*t           j        d/d+t           j        dd,t           j        dd-t           j        dd.t           j        dd/t           j        dd0t           j        dd1t           j        d9d2t           j        dd3t           j         dd4i t           j!        dd5t           j"        dd6t           j#        dd7t           j$        dd8t           j%        dd9t           j&        d: t           j'        dd;t           j(        dd<t           j)        dd=t           j*        dd>t           j+        dd?t           j,        dd@t           j-        ddAt           j.        dB t           j/        ddCt           j0        ddDt           j1        ddEi t           j2        d:dFt           j3        ddGt           j4        ddHt           j5        dI t           j6        dJ t           j7        ddKt           j8        ddLt           jP        j2        d;dMt           jP        j9        d;dNt           jP        j:        d:dOt           jP        j3        d:dPt           jP        j8        ddQt           j;        dR t           jP        j;        ddSt           jP        j<        d-dTt           jP        j=        ddUt           j>        dV i t           jP        j>        dW t           j?        ddXt           j@        ddYt           jA        ddZt           jB        d<d[t           jC        d<d\t           jD        d<d]t           jE        d=d^t           jF        dd_t           jG        d>d`t           jH        ddat           jI        ddbt           jJ        dc t           jK        dddt           jL        ddet           jM        ddft           jN        dg i t           jO        dh t           jP        di t           jQ        dj t           jR        dk t           jS        dl t           jT        dm t           jU        ddnt           jV        d?dot           jW        dp t           jX        dq t           jY        ddrt           jZ        ddst           j[        ddtt           j\        ddut           j]        ddvt           j^        dw t           j_        dx i t           j`        d@dzt           ja        d{ t           jb        d| t           jc        d} t           jd        dAd~t           je        dBdt           jf        d t           jg        dCdt           jh        d t           ji        ddt           jj        ddt           jk        ddt           jl        ddt           jm        ddt           jn        jo        jp        d t           jn        jo        jq        d t           jn        jo        j        ddi t           jn        jo        jr        ddt           jn        jo        js        ddt           jn        jo        jt        ddt           jn        jo        ju        ddt           jn        jo        jv        ddt           jn        jo        jw        ddt           jn        jo        j        dDdt           jn        jo        jx        dEdt           jn        jo        jy        dEdt           jn        jo        j.        dFdt           jn        jo        j7        ddt           jn        jo        jz        dGdt           jn        jo        j8        ddt           jn        jo        jL        ddt           jn        jo        jq        ddt           jn        jo        j{        dHdt           jn        jo        jv        ddi t           jn        jo        j        dIdt           jn        jo        j|        dIdt           jn        jo        j}        dIdt           jn        jo        j~        dIdt           jn        jo        j        ddt           jn        jo        j        d%dt           jn        jo        j        dJdt           jn        jo        j        dDdt           jn        jo        j        dKdt           jn        jo        j        dLdt           jn        jo        j        dLdt           jn        jo        j        dLdt           jn        jo        j        dLdt           jn        jo        j        dMdt           jn        jo        j        dNdt           jn        jo        j        dOdt           jn        jo        j        dPdi t           jn        jo        j        dAdt           jn        jo        j        dQdt           jn        jo        j        d0dt           jn        jo        j        dRdt           jn        jo        j        d2dt           jn        jo        j         dSdt           jn        jo        j        dTdt           jn        jo        j        d8dt           jn        jo        j        dUdt           jn        jo        j        dAdt           jn        jo        j        dVdt           jn        jo        j        ddt           jn        jo        j        dWdńt           jn        jo        j         dXdǄt           jn        jo        j        dȄ t           jn        jo        j        d-dɄt           jn        jo        j        d-dʄi t           jn        jo        j        d-d˄t           jn        jo        j4        dd̄t           jn        jo        jB        d=d̈́t           jn        jo        jE        d=d΄t           jn        jo        jC        d=dτt           jn        jo        j        d=dЄt           jn        jo        jD        d=dфt           jn        jo        j        d=d҄t           jn        jo        j        dYdӄt           jn        jo        j        dYdԄt           jn        jo        j        dYdՄt           jn        jo        j        dUdքt           jn        jo        j        dZdׄt           jn        jo        j        d[d؄t           jn        jo        j        d\dلt           jn        jo        j        dGdڄt           jn        jo        j        d]dۄi t           jn        jo        j        d^d݄t           jn        jo        j        dOdބt           jn        jo        j        d_dt           jn        jo        j        d`dt           jn        jo        j        dadt           jn        jo        j        d t           jn        jo        j        ddt           jn        jo        j        ddt           jn        jo        j        dbdt           jn        jo        j        dcdt           jn        jo        j        ddt           jn        jo        j        ddt           jn        jo        j        ddt           jn        jo        j        dddt           jn        jo        j        dedt           jn        jo        j        dfdt           jn        jo        j        d\di t           jn        jo        j        dXdt           jn        jo        j        dXdt           jn        jo        j        dgdt           jn        jo        j        d0dt           jn        jo        j        d t           jn        jo        j        d t           jn        jo        j        ddt           jn        jo        j        dhdt           jn        jo        j        ddUdd>ddt           jn        jo        j        dKdt           jn        j        j        didt           jn        j        j        didt           jn        j        j        d t           jn        j        j        djdt           j        ddt           j        dddt           j        d i t           j        dkdt           jP        j        dld	t           jP        j        dmd
t           jP        j        	 dndt           j        dodt           j        dkdt           j        d t           j        d t           j        dpdt           j        d`dt           j        d t           j        dqdt           j        d#dt           j        drdt           jP        j        dsdt           j        d t           j        d i t           j        ddt           j        d t           j        ddt           j        ddt           j        d t           j        d'dt           j        dd t           j        dd!t           j        dd"t           j        d# t           j        d$ t           j        d% t           j        d& t           j        d' t           j        d;d(t           jP        j        dtd*t           j        dud,i t           j        dud-t           j        d. t           j        d/ t           j        d0 t           j        d1 t           j        d2 t           j        d3 t           j        	 	 dvd7t           j        	 	 dwd:t           j        	 	 dxd=t           j        d> t           j        d? t           j        dd@t           j        dA t           j        ddBt           j        ddCt           jP        j        ddDi t           j        dE t           j        dF t           j        ddGt           j        ddHt           j        ddIt           j        ddJt           j        ddKt           j        dL t           j        dbdMt           j        dN t           j        ddOt           j        dP t           j        ddQt           j        ddRt           j        dydTt           j        ddUt           j        ddVi t           j        dW t           j        dcdXt           j         ddYt           j        d6dZt           j        dd[t           j        d\ t           j        d] t           j        d6d^t           j        dd_t           j        dzdat           j        db t           j	        dc t           j
        d{ddt           j        d{det           j        ddft           j        ddgt           j        ddhi t           j        ddit           j        ddjt           j        ddkt           j        ddlt           j        ddmt           j        dn t           jP        j        do t           j        ddpt           j        ddqt           j        ddrt           jP        j        d;dst           jP        j        d:dtt           j        d|dddudvt           j        d5dwt           j        d5dxt           j        ddyt           j        ddzi t           j        dd{t           j        dd|t           j        dd}t           j         dd~t           j!        ddt           j"        d}dt           j#        ddt           j$        ddt           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 i t           j.        d t           j/        d t           j0        d t           j1        d t           j2        d t           j3        d t           j4        d t           j5        d t           j6        d t           j7        ddt           j8        d~dt           j9        ddt           jP        j8        d;dt           jP        j:        ddt           j;        d t           j<        d t           j=        j>        d i t           j=        j?        d t           j=        j@        d t           j=        jA        d t           j=        jB        d t           j=        jC        ddt           j=        jD        ddt           j=        jE        ddt           j=        jF        ddt           j=        j        d t           j=        jG        d t           j=        j        d t           j=        j        d t           j=        jH        d t           j=        j        d t           j=        j        d t           j=        jI        d t           j=        j        d i t           j=        jJ        ddt           j=        jK        ddt           j=        jL        d t           j=        jM        ddt           j=        jN        ddt           j=        j        d t           j=        jO        d t           j=        jP        d t           j=        jQ        d t           j=        jR        ddt           j=        jS        ddt           j=        j"        d t           j=        jT        d t           j=        j         ddt           j=        j,        d t           j=        j-        ddt           j=        jU        d i t           j=        jV        d t           j=        jW        d t           j=        jX        dÄ t           j=        jY        dĄ t           j=        jZ        dń t           j=        j[        dƄ t           j=        j        ddǄt           j=        j\        dȄ t           j=        j        dɄ t           j=        j]        dʄ t           j=        j^        d˄ t           j=        j_        dd̄t           j=        j`        dd̈́t           j=        ja        dd΄t           j=        jb        ddτt           j=        j        dЄ t           j=        j        ddфi t           j=        jc        d҄ t           j=        jd        ddӄt           j=        j'        ddԄt           j=        je        ddՄt           jf        dք t           jg        dׄ t           jh        dd؄t           ji        ddلt           jj        ddڄt           jP        jk        d#dۄt           jP        jl        dd܄t           jm        dd݄t           jn        d5dބt           j        dd߄t           jo        d t           jp        d?dt           jq        d i t           jr        d t           js        ddt           jt        ddt           ju        ddt           jP        jv        dpdt           jw        ddt           j        dhdt           jx        ddt           jy        d t           jz        ddt           j{        d5dt           j|        d t           j}        ddt           j~        ddt           j        d t           j        d5dt           j        d5di t           j        d5dt           j        ddt           jP        j        ddt           j        ddt           j        ddt           j        d t           j        ddt           j        ddt           j        d t           j        d t           j        d'dt           j        d t           j        d  t           j        d t           j        d t           j        d t           j        d i t           j        ddt           j        d t           j        d!dt           j        ddd	t           j        d
 t           j        d t           j        d t           j        d t           j        d t           j        d{dt           j        d5dt           j        d5dt           j        d t           j        d t           j        d t           j        d t           j        d i t           j        d t           j        d t           j        d t           j        d t           j        d t           j        d t           j        d t           j        d5dt           j        d t           j        d  t           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        d0 | j        d1 | j        d2 | j        d3 | j        d4 | j        d5 | j        d6 | j        d7 | j        d8 i | j        d9 | j        d: | j        d; | j        d< | j        d= | j        d> | j        d? | j        d@ | j        dA | j        dB | j        dC | j        dD | j        ddEdF| j        dG | j        dH | j        j        dI | j        j        dJ i | j        j        dK | j        j        dL | j        j        dM | j        j        dN | j        j        dO | j        j        dP | j        j        dQ | j        j        dR | j        j        dS | j        j        dT | j        j        dU | j        j        dV | j        dW | j        dX | j        dY | j        j        dZ | j        j        d[ i | j        j        d\ | j        j        d] | j        j        d^ | 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 i | j        j        dm | j        j        dn | j        j        do | j        j        dp | j        j        dq | j        j        dr | j         j        ds | j        j        dt | j        j        du | j        j        dv | j        j        dw | j        j        dx | j        j        dy | j        j        dz | j        d-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 | j        d | j        d | j        dLd| j        t           j        fdi | j        t           j        fd| j        t           j        fd| j        t           j        fd| j        dSddd| j        d | j        d | j         t           j!        fd| j"        dd| j#        t           j        fd| j$        t           j        fd| j%        t           j        fd| j&        t           j        fd| j'        t           j        fd| j(        d | j)        d | j        d!d| j*        d i | j+        dd| j,        t           j        fd| j-        t           j        fd| j.        d | j/        d | j0        d | j1        d6ddd| j2        d | j3        d | j4        t           j        fd| j5        t           j        fd| j6        ddd| j        d | j7        t           j        fd| j8        t           j        fd| j9        d | j:        d i | j;        t           j        fd| j<        d | j=        d | j	        d | j>        d | j?        d | j@        d | jA        d | jB        dddd| j         d | jC        t           j        fd| jD        d | jE        d | jU        dd| jF        dd| j        d | jG        d i | jH        dÄ | jI        dĄ | jJ        dń | jK        dƄ | j        dǄ | jL        dȄ | j        dɄ | jM        dʄ | jN        dd˄| jO        d̄ | jP        dddd̈́| jQ        d΄ | jR        dτ | jS        dЄ | jT        dф | jU        d҄ | jV        dӄ i | jW        d6dԄ| jX        dՄ | jY        dք | jZ        dׄ | j[        d؄ | j\        dل | j]        dڄ | j^        ddۄ| j	        d܄ | j_        d݄ | j`        t           j        fdބ| ja        d߄ | j        d{d| jb        d | jc        d | jd        dd| je        d i | jf        d | j        dd| jg        d | jh        d | ji        d | jj        d | jk        d | jo        d | jl        ddt           j        fd| jm        dddd| jn        dd| jo        d | jp        d | jq        d | jr        d | j        d | j        dSd| js        d | jt        d | ju        d | jv        d | jw        dd| jx        d | jy        d t           jP        jz        ddi}t           j{        j|        j}        }t          | |          r8d-d|t          | |          <   d  |t          | d|           j        <   i }t                      }|                                D ]\  }}|j        |j        dz   d|j        z   dz   d|j        z   dz   d|j        z   dz   g}|j                            d          rP|j        t	          d          d         }|                    d|z   dz   d|z   dz   d|z   dz   g           |D ]1}	t          | |	d          }
t          |
          r|
|vr	|
|vr|||
<   2|                    |           |S (  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                     dS N inputouts     r/   <lambda>z'get_testing_overrides.<locals>.<lambda>      2 r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>       r2   c                     dS rE  rG  rI  output_sizes     r/   rK  z'get_testing_overrides.<locals>.<lambda>      b r2   c                     dS rE  rG  )inputsrQ  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>      r r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>      B r2   c                     dS rE  rG  rI  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>      R r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>      b r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>      R r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>      r r2   c                     dS rE  rG  rI  otherrJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>      " r2      c                     dS rE  rG  rI  batch1batch2alphabetarJ  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>      r r2   c                     dS rE  rG  rI  tensor1tensor2valuerJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>      " r2   c                     dS rE  rG  rn  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  rr  r2   c                     dS rE  rG  rI  mat1mat2rk  rj  rJ  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rr  r2   c                     dS rE  rG  )rI  matvecrk  rj  rJ  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>       r2   c                     dS rE  rG  )rI  vec1vec2rk  rj  rJ  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>       r2   c                     dS rE  rG  thetasizealign_cornerss      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r{  r2   c                     dS rE  rG  rI  dims     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   h㈵>:0yE>Fc                     dS rE  rG  )rI  rc  trolatol	equal_nans        r/   rK  z'get_testing_overrides.<locals>.<lambda>      VX r2   c                     dS rE  rG  rI  ptraininplaces       r/   rK  z'get_testing_overrides.<locals>.<lambda>      B r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  rI  r  keepdimrJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r{  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>      B r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  )rI  msgs     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rN  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>      B r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>      b r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                      dS rE  rG  tensorss    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                      dS rE  rG  r  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                      dS rE  rG  r  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   r   Tc                     dS rE  rG  )rI  kernel_sizer  padding	ceil_modecount_include_pads         r/   rK  z'get_testing_overrides.<locals>.<lambda>      vx r2   c                     dS rE  rG  rg  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>      PR r2   c	                     dS rE  rG  )	rI  weightbiasrunning_meanrunning_vartrainingmomentumepscudnn_enableds	            r/   rK  z'get_testing_overrides.<locals>.<lambda>      y{ r2   c                     dS rE  rG  )grad_outrI  meaninvstdr  sum_dy
sum_dy_xmucount_tensors           r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  rI  r  r  r  input_gweight_gbias_gs           r/   rK  z'get_testing_overrides.<locals>.<lambda>      su r2   c                     dS rE  rG  )rI  r  r  r  r  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rl  r2   c                     dS rE  rG  rI  r  r  r  r  r  r  counts           r/   rK  z'get_testing_overrides.<locals>.<lambda>      tv r2   c                     dS rE  rG  r  s           r/   rK  z'get_testing_overrides.<locals>.<lambda>        AC r2   c                     dS rE  rG  rI  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>      2 r2   c                     dS rE  rG  )rI  r  r  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>      Z\ r2   c                     dS rE  rG  )rI  	generatorrJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>       r2   c                     dS rE  rG  input1input2r  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>      R r2   r  c                     dS rE  rG  rI  targetr  size_averagereduce	reduction
pos_weights          r/   rK  z'get_testing_overrides.<locals>.<lambda>      rt r2   c                     dS rE  rG  )rI  weights	minlengths      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  probr  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>      B r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>      " r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>       r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>   r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>      " r2   c                      dS rE  rG  r  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  rI  rw  	out_dtyperJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                      dS rE  rG  r  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rd  r2   c                     dS rE  rG  selfr  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  )rI  
boundaries	out_int32rightrJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>      [] r2   c                      dS rE  rG  r  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  r  r  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>	      r r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>
  r  r2          @#use_mm_for_euclid_dist_if_necessaryc                     dS rE  rG  )x1x2r  compute_modes       r/   rK  z'get_testing_overrides.<locals>.<lambda>      _a r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2         ?c                     dS rE  rG  rI  rj  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   )rJ  c                     dS rE  rG  )rJ  matricess     r/   rK  z'get_testing_overrides.<locals>.<lambda>       r2   c                     dS rE  rG  rI  groupss     r/   rK  z'get_testing_overrides.<locals>.<lambda>      R r2   c                     dS rE  rG  rI  upperrJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  check_errorsrJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>      b r2   c                     dS rE  rG  r"  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>      R r2   c                     dS rE  rG  )r  r  r#  rJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>      B r2   c                     dS rE  rG  )rI  numeln_binsratio	bit_widths        r/   rK  z'get_testing_overrides.<locals>.<lambda>      WY r2   c                     dS rE  rG  rI  chunksr  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rd  r2   c                     dS rE  rG  rI  minmaxrJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r7  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>       r2   c                     dS rE  rG  )rI  r8  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r9  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  rJ  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  
correctionfweightsaweightss       r/   rK  z'get_testing_overrides.<locals>.<lambda>      R r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>      2 r2      c                     dS rE  rG  )rI  rwith_replacements      r/   rK  z'get_testing_overrides.<locals>.<lambda>      r r2   c                     dS rE  rG  )realimags     r/   rK  z'get_testing_overrides.<locals>.<lambda>      " r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>   r  r2   c                     dS rE  rG  )absangs     r/   rK  z'get_testing_overrides.<locals>.<lambda>!      b r2   c                     dS rE  rG  )rI  ords     r/   rK  z'get_testing_overrides.<locals>.<lambda>"  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>#  rW  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>$  r   r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>%  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>&  r  r2   c                     dS rE  rG  )rI  padrq  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>'      2 r2   c                     dS rE  rG  rI  r  r  r  r  dilationr  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>(      bd r2   c                     dS rE  rG  r_  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>)  ra  r2   c                     dS rE  rG  r_  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>*  ra  r2   c	                     dS rE  rG  )	rI  r  r  r  r  r`  
transposedoutput_addingr  s	            r/   rK  z'get_testing_overrides.<locals>.<lambda>+      uw r2   c                     dS rE  rG  )rI  r  r  r\  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>,  r]  r2   c                     dS rE  rG  rI  r  r  r  r  output_paddingr  r`  s           r/   rK  z'get_testing_overrides.<locals>.<lambda>-        A r2   c                     dS rE  rG  rj  s           r/   rK  z'get_testing_overrides.<locals>.<lambda>.  rl  r2   c                     dS rE  rG  rj  s           r/   rK  z'get_testing_overrides.<locals>.<lambda>/  rl  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>0  rT  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>1  rL  r2   c                     dS rE  rG  r  r  r  marginr  r  r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>2  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>3  rW  r2   c                     dS rE  rG  )r  r  r  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>4  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>5  rL  r2   c                     dS rE  rG  rI  rc  r  rJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>6  rR  r2   rF  c                     dS rE  rG  rx  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>7      2 r2   c                     dS rE  rG  	log_probstargetsinput_lengthstarget_lengthsblankr  zero_infinitys          r/   rK  z'get_testing_overrides.<locals>.<lambda>9  r  r2   c                     dS rE  rG  rI  r  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>;  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda><  r  r2   c                     dS rE  rG  rI  r  rJ  r`   s       r/   rK  z'get_testing_overrides.<locals>.<lambda>=  r;  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>>  rU  r2   c                     dS rE  rG  yxr  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>?  rR  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>@  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>A  r`  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>B       r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>C       r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>D  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>E  r  r2   c                     dS rE  rG  rI  diagonalrJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>F  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>G  rR  r2   c                     dS rE  rG  )rI  offsets     r/   rK  z'get_testing_overrides.<locals>.<lambda>H  rN  r2   c                     dS rE  rG  )rI  nr  prependappendrJ  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>I      TV r2   c                     dS rE  rG  rI  r  dim1dim2s       r/   rK  z'get_testing_overrides.<locals>.<lambda>J  r;  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>K  r  r2   c                     dS rE  rG  )rI  srcr  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>L  rD  r2   c                     dS rE  rG  )r  r  r  r  storage_offsets        r/   rK  z'get_testing_overrides.<locals>.<lambda>M  r2  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>N  r`  r2   c                     dS rE  rG  )rI  rc  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>O  r\  r2   c                     dS rE  rG  rI  rc  rounding_moderJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>P      b r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>Q  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>R  rd  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>S  rR  r2   c                     dS rE  rG  rI  rw  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>T  r  r2   c                     dS rE  rG  )rv  rw  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>U      r r2   c                     dS rE  rG  rI  indices_or_sectionss     r/   rK  z'get_testing_overrides.<locals>.<lambda>V  r  r2   c                     dS rE  rG  r?  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>W  rN  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>X  rd  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>Y  r  r2   Lc                     dS rE  rG  rI  UPLOrJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>Z  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>[  r  r2   c                     dS rE  rG  )equationoperandss     r/   rK  z'get_testing_overrides.<locals>.<lambda>\  rd  r2   c                     dS rE  rG  rI  r  padding_idxmax_norm	norm_typescale_grad_by_freqr   s          r/   rK  z'get_testing_overrides.<locals>.<lambda>^      z| r2   c
                     dS rE  rG  )
rI  r  offsetsr  r  r  moder   per_sample_weightsr  s
             r/   rK  z'get_testing_overrides.<locals>.<lambda>a  s      hj r2   c                     dS rE  rG  rI  r`   rn   r_   requires_grads        r/   rK  z'get_testing_overrides.<locals>.<lambda>c      ce r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>d       r2   c                     dS rE  rG  rI  rc  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>e  rO  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>f  rL  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>g  rW  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>h  r\  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>i  rL  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>j  rW  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>k  r^  r2   c                     dS rE  rG  )rI  scale
zero_pointaxis	quant_min	quant_maxs         r/   rK  z'get_testing_overrides.<locals>.<lambda>l      mo r2   c                     dS rE  rG  )rI  r  r  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>m      fh r2   c                     dS rE  rG  )r  observer_onfake_quant_onaveraging_construnning_minrunning_maxr  r  r  r  ch_axisper_row_fake_quantsymmetric_quants                r/   rK  z'get_testing_overrides.<locals>.<lambda>o  s      AC r2   c                     dS rE  rG  rI  packed_weightr  outputs       r/   rK  z'get_testing_overrides.<locals>.<lambda>q  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>r      df r2   c                     dS rE  rG  rI  r  packedcol_offsetsweight_scaleweight_zero_pointr  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>s      {} r2   c                     dS rE  rG  r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>u      ^` r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>w  r]  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>x  r  r2   c                     dS rE  rG  )rI  abs      r/   rK  z'get_testing_overrides.<locals>.<lambda>y  r;  r2   c                     dS rE  rG  rI  r  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>z  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>{  r  r2   c                     dS rE  rG  rI  r  r  norms       r/   rK  z'get_testing_overrides.<locals>.<lambda>|  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>}  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>~  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   r  rF  c                     dS rE  rG  rI  sr  r	  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r{  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rz  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rz  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r*  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r{  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r{  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r   r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r;  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  )rI  	start_dimend_dims      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rR  r2   c                     dS rE  rG  rI  dimss     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rl  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  exponentrJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  )rI  
fill_valuerJ  r`   rn   r_   r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  s      BD r2   c                     dS rE  rG  )rI  r  	dep_tokens      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )LU_data	LU_pivotsunpack_dataunpack_pivotss       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  indexrJ  sparse_grads        r/   rK  z'get_testing_overrides.<locals>.<lambda>  rD  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rd  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  r~  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rF  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  spacingr  
edge_orders       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r,  r2   c                     dS rE  rG  rI  gridinterpolation_modepadding_moder  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>      ac r2   c                     dS rE  rG  rL  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rL  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  
num_groupsr  r  r  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>      km r2   c	                     dS rE  rG  	rI  hxparams
has_biases
num_layersdropoutr  bidirectionalbatch_firsts	            r/   rK  z'get_testing_overrides.<locals>.<lambda>      qs r2   c                     dS rE  rG  rI  rX  w_ihw_hhb_ihb_hhs         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r,  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2         ?c                     dS rE  rG  rI  lambds     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  r  r  rJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  valuesrJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  r  rs  r  r  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>      xz r2   d   c                     dS rE  rG  )rI  binsr8  r9  rJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r*  r2   c                     dS rE  rG  )rI  rt  r8  r9  r  densityrJ  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  )rI  rt  r   r  rv  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r2  r2   c                     dS rE  rG  rI  taus     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rv  rw  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rd  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r?  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rN  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r   r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  rI  r  r<  sources       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r]  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  indicesrn  
accumulates       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rr  r2   c                     dS rE  rG  )rI  r  r<  rJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r;  r2   c                     dS rE  rG  )rI  r  r<  rq  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r]  r2   c                     dS rE  rG  )rI  r  r<  r  r  include_inputs         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rZ   s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )eteassume_uniqueinverts       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r*  r2   c                     dS rE  rG  r  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rZ  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rN  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rN  r2   c	                     dS rE  rG  )	rI  r  r  r  r  use_input_statsr  r  r  s	            r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rT  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rd  r2   c                     dS rE  rG  r&  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rZ  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  rc  rtolr  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>      UW r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rF  r2   c
                     dS rE  rG  )
rI  n_fft
hop_length
win_lengthwindowcenter
normalizedonesidedlengthreturn_complexs
             r/   rK  z'get_testing_overrides.<locals>.<lambda>        bd r2   c                     dS rE  rG  rI  r  r  r  r  
log_targets         r/   rK  z'get_testing_overrides.<locals>.<lambda>  s    pr r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>       r2   c                     dS rE  rG  )rI  kr  r  rJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r,  r2   c                     dS rE  rG  )rI  	hermitianr'  rJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rP  r2   c                     dS rE  rG  )rI  r  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rr  r2   c                     dS rE  rG  )LDpivotsBr  rJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>      QS r2   c                     dS rE  rG  )rI  normalized_shaper  r  espr  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r_  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rd  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  endr  rJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  )rI  r  r  Xr  iKnitertollargestmethodtrackerortho_iparamsortho_fparamsortho_bparamss                 r/   rK  z'get_testing_overrides.<locals>.<lambda>  s      IK r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  rI  r  r`   s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  )rI  namesr  rJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   c	                     dS rE  rG  )	databatch_sizesrX  rY  rZ  r[  r\  r  r]  s	            r/   rK  z'get_testing_overrides.<locals>.<lambda>  r_  r2   c                     dS rE  rG  ra  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>   rD  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )Apivot	get_infosrJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rz  r2   c                     dS rE  rG  )r  r7  r8  rJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r;  r2   c                     dS rE  rG  rr  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  rl  r2   c                     dS rE  rG  )rI  maskrq  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r]  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>	  r   r2   c                     dS rE  rG  rI  r  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>
  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  r'  rJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )LUr  r  leftadjointrJ  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>      Y[ r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  rI  r  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rR  r2   c                     dS rE  rG  )rI  r  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>      2 r2   c                     dS rE  rG  r?  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  r  r  r  r`  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>      jl r2   c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  r  r  r  r`  return_indicesr  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  )rI  r  r  r`   rJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>   r\  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>!  r  r2   c                      dS rE  rG  )r  r&   s     r/   rK  z'get_testing_overrides.<locals>.<lambda>"  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>#  rL  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>$  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>%  r  r2   c                     dS rE  rG  )rI  r  r  r  r  r  exponential_average_factorepsilons           r/   rK  z'get_testing_overrides.<locals>.<lambda>'  r  r2   c	                     dS rE  rG  	rI  r  r  r  r  r`  r  	benchmarkdeterministics	            r/   rK  z'get_testing_overrides.<locals>.<lambda>)  r  r2   c	                     dS rE  rG  )	rI  r  zrj  r  r  r  r`  r  s	            r/   rK  z'get_testing_overrides.<locals>.<lambda>*  r  r2   c                     dS rE  rG  r_  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>+  r  r2   c
                     dS rE  rG  )
rI  r  r  r  rk  r  r`  r  r&  r'  s
             r/   rK  z'get_testing_overrides.<locals>.<lambda>-  rg  r2   c	                     dS rE  rG  r%  s	            r/   rK  z'get_testing_overrides.<locals>.<lambda>0      eg r2   c                     dS rE  rG  )rI  r  weight_stride0rX  cxr  hidden_sizer[  r^  r\  r  r]  r  dropout_states                 r/   rK  z'get_testing_overrides.<locals>.<lambda>3  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>5  r;  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>6  rz  r2   c                     dS rE  rG  rI  r  destinations      r/   rK  z'get_testing_overrides.<locals>.<lambda>7  r  r2   c                     dS rE  rG  r6  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>8  r]  r2   c                     dS rE  rG  )rI  
descendingrJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>9  rU  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>:  rd  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>;  r  r2   c                     dS rE  rG  )rI  num_samplesreplacementrJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda><      SU r2   c                     dS rE  rG  )rI  rz  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>=  r`  r2   c                     dS rE  rG  rI  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>>  r  r2   c                     dS rE  rG  )rI  r  startr  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>?  r  r2           c                     dS rE  rG  )rI  nanposinfneginfrJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>@  r  r2   c                     dS rE  rG  )rI  r  r  r  r  r  r  r  s           r/   rK  z'get_testing_overrides.<locals>.<lambda>A  r_  r2   c                     dS rE  rG  )rI  r  r  r  r  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>B      ]_ r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>C  r  r2   c                     dS rE  rG  rI  r  r  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>D  r  r2   c                     dS rE  rG  rI  r  r  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>E  r2  r2   c                     dS rE  rG  )rI  r  r  NCHxWgroupr  s           r/   rK  z'get_testing_overrides.<locals>.<lambda>F  r  r2   c                     dS rE  rG  )rI  r  r  r  r`   s        r/   rK  z'get_testing_overrides.<locals>.<lambda>G  r@  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>H  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>I  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>J  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>K  rL  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>L  rN  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>M  r  r2   c                     dS rE  rG  rP  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>N  r,  r2   c                     dS rE  rG  rP  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>O  r,  r2   c                     dS rE  rG  rI  rQ  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>P  ra  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>Q      oq r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>R  ra  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>S  rd  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>T  ra  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>U  rd  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>V  r  r2   c                     dS rE  rG  rI  r  r  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>W  r  r2   c                     dS rE  rG  rI  r  r  r  r  r  divisor_overrides          r/   rK  z'get_testing_overrides.<locals>.<lambda>Y        @B r2   c                     dS rE  rG  rm  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>\  ro  r2   皙?c                     dS rE  rG  )rI  r  r  r  r  r  r  r  s           r/   rK  z'get_testing_overrides.<locals>.<lambda>_  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>a  r  r2   c                     dS rE  rG  rI  r  r  r  r  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>c  rP  r2   c                     dS rE  rG  r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>f  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>h  rr  r2   c                     dS rE  rG  rr  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>j      gi r2   c                     dS rE  rG  )rI  r  r  r  ignore_indexr  r  label_smoothings           r/   rK  z'get_testing_overrides.<locals>.<lambda>m        JL r2   c                     dS rE  rG  r|  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>p  r  r2   c                     dS rE  rG  rk  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>r      XZ r2   c                     dS rE  rG  rk  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>s  r  r2   c                     dS rE  rG  rk  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>t  r  r2   c                     dS rE  rG  rk  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>u  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>v  r  r2   c                     dS rE  rG  r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>x  r  r2   c                     dS rE  rG  )rI  r  r  r  r  r  r  r   r  include_last_offsetr  s              r/   rK  z'get_testing_overrides.<locals>.<lambda>{  s      HJ r2   c                     dS rE  rG  rk  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>}  ry  r2   c                     dS rE  rG  )rI  rQ  r  r`  r  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>~  rU  r2   c                     dS rE  rG  rI  r  rQ  output_ratior  _random_sampless         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rq  r2   c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rq  r2   c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rq  r2   c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rq  r2   ư>c                     dS rE  rG  )rI  r  varr   r  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   nonec                     dS rE  rG  )rI  approximates     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   bilinearr   c                     dS rE  rG  )rI  rM  r  rO  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  rq  r2   c                     dS rE  rG  )rI  rT  r  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r-  r2   绽|=c                     dS rE  rG  )logitsrz  hardr  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  rP  r2   c                     dS rE  rG  rj  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2         c                     dS rE  rG  )rI  min_valmax_valr  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rp  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>      `b r2   c                     dS rE  rG  )rI  r  r  r  r  r  r  r  s           r/   rK  z'get_testing_overrides.<locals>.<lambda>  s      GI r2   nearestc                     dS rE  rG  )rI  r  scale_factorr  r  recompute_scale_factor	antialiass          r/   rK  z'get_testing_overrides.<locals>.<lambda>  s      KM r2   c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rl  r2   c                     dS rE  rG  rI  r  r  r  r  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rP  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   {Gz?c                     dS rE  rG  )rI  negative_sloper  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r*  r2   -C6?      ?c                     dS rE  rG  )rI  r  rj  rk  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r-  r2   r4   c                     dS rE  rG  rI  r  _stacklevelr`   s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  s    \^ r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  r  r  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  rr  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  ry  r2   c                     dS rE  rG  rI  r  r  r  r`  r  r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  r  r  r  r  rQ  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rq  r2   c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rq  r2   c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rq  r2   c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )querykeyrq  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/   rK  z'get_testing_overrides.<locals>.<lambda>  s      ]_ r2   c                     dS rE  rG  )rI  r  r  rs  r  r  r  r  s           r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  r  r  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  ru  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rP  r2   c                     dS rE  rG  )rI  r  r  r  r|  r  r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   -q=c                     dS rE  rG  )rI  r  r  r  rJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rZ   num_classess     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   r   c                     dS rE  rG  )rI  r\  r  rq  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r(  r2   c                     dS rE  rG  r  r  r  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  	log_inputr   r  r  r  r  s           r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r;  r2   c                     dS rE  rG  rR  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rM  r2         ?UUUUUU?c                     dS rE  rG  rI  lowerr#  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  s    wy r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  )r  r  rq  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  r  r  r  rk  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rl  r2   c                     dS rE  rG  )rI  r  r  deltar  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  s    hj r2   c                     dS rE  rG  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2      c                     dS rE  rG  )rI  rk  	thresholds      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rr  r2   c                     dS rE  rG  rj  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  r
  rq  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c
                     dS rE  rG  
anchorpositivenegativers  r  r  swapr  r  r  s
             r/   rK  z'get_testing_overrides.<locals>.<lambda>  r~  r2   )distance_functionrs  r  r  c                    dS rE  rG  )r  r  r  r  rs  r  r  s          r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  r`  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rZ   r  r  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rD  r2   c                     dS rE  rG  )rZ   r  stdr  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rZ   vals     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r   r2   fan_in
leaky_reluc                     dS rE  rG  )rZ   r  r  nonlinearityr  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  as_tuples     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r   r2   )r3  c                    dS rE  rG  )rI  r  r3  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rT  r2   froc                     dS rE  rG  rI  r  r  r  rJ  r`   s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  rV  r  r  rJ  r`   s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  ra  r2   c                     dS rE  rG  r*  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r*  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  s     13 r2   c                     dS rE  rG  )vpowr  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r(  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  ra  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>   rF  r2   c                     dS rE  rG  ry  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  input3r  	transposes        r/   rK  z'get_testing_overrides.<locals>.<lambda>  rl  r2   c                     dS rE  rG  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  qr  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   c                     dS rE  rG  rC  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   V瞯<c                     dS rE  rG  )rI  rconds     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r>  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   c                     dS rE  rG  )rI  upscale_factors     r/   rK  z'get_testing_overrides.<locals>.<lambda>	  r]  r2   c                     dS rE  rG  )rI  downscale_factors     r/   rK  z'get_testing_overrides.<locals>.<lambda>
  rU  r2   c                     dS rE  rG  )rI  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r   r2   c                     dS rE  rG  )rI  r  r  r   r  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r2  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rN  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  ra  r2   c                     dS rE  rG  r-  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r   r2   c                     dS rE  rG  )rI  r`   s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  )rI  r<  r  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rN  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rd  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rZ  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  )rI  somerJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r   r2   reducedc                     dS rE  rG  )rI  r  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   linearc                     dS rE  rG  rI  r:  r  r  interpolationrJ  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rX  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  ry  r2   c                     dS rE  rG  )rI  scaleszero_pointsr  r`   s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  r  r`   s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r
  r2   c                     dS rE  rG  )rI  r`   reduce_ranges      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r(  r2   c                     dS rE  rG  )rI  r  r  r  r  r  output_scaleoutput_zero_points           r/   rK  z'get_testing_overrides.<locals>.<lambda>   r_  r2   c                     dS rE  rG  rI  rX  rb  rc  rd  re  	packed_ih	packed_hhcol_offsets_ihcol_offsets_hhscale_ihscale_hhzero_point_ihzero_point_hhs                 r/   rK  z'get_testing_overrides.<locals>.<lambda>"        _a r2   c                     dS rE  rG  re  s                 r/   rK  z'get_testing_overrides.<locals>.<lambda>%  rn  r2   rG  r   re  c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>(  s
     " r2   r   r   re  re  c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>-  s     !# r2   r   r   r   re  re  re  c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>3  s     !#	 r2   c                     dS rE  rG  re  s                 r/   rK  z'get_testing_overrides.<locals>.<lambda>:  rn  r2   c                     dS rE  rG  re  s                 r/   rK  z'get_testing_overrides.<locals>.<lambda>=  rn  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>?  r`  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>@  rF  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>A  rW  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>B  r  r2   c                     dS rE  rG  rx  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>C  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>D  rO  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>E  r^  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>F  rd  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>G  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>H  r  r2   c                     dS rE  rG  )rI  r  r  maxnormrJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>I  rU  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>J  r  r2   c                     dS rE  rG  )rI  shapes     r/   rK  z'get_testing_overrides.<locals>.<lambda>K  rW  r2   c                     dS rE  rG  rR  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>L  rl  r2   c	                     dS rE  rG  rW  s	            r/   rK  z'get_testing_overrides.<locals>.<lambda>M  r  r2   c                     dS rE  rG  ra  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>N  r  r2   c	                     dS rE  rG  rW  s	            r/   rK  z'get_testing_overrides.<locals>.<lambda>O  r  r2   c                     dS rE  rG  ra  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>P  r  r2   c                     dS rE  rG  )rI  shiftsr&  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>Q  r   r2   r   re  c                     dS rE  rG  )rI  r  r&  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>R  r   r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>S  r^  r2   c                     dS rE  rG  r?  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>T  r  r2   c                     dS rE  rG  )r  r  compressed_indices_dtypes      r/   rK  z'get_testing_overrides.<locals>.<lambda>U  r(  r2   c                     dS rE  rG  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>V  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>W  r^  r2   c                     dS rE  rG  )rI  rc  rj  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>X  rd  r2   c                     dS rE  rG  ru  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>Y  r
  r2   c                     dS rE  rG  rI  r  r<  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>Z  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>[  r  r2   c                     dS rE  rG  )rI  r  r<  r  r  include_selfs         r/   rK  z'get_testing_overrides.<locals>.<lambda>\  r  r2   c                     dS rE  rG  )sorted_sequencerI  r  r  rJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>]  r  r2   r9  c                     dS rE  rG  )r  r  lengthsr  r  r  unsafes          r/   rK  z'get_testing_overrides.<locals>.<lambda>^  r  r2   c                     dS rE  rG  )rI  r  r<  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>_  rN  r2   c                     dS rE  rG  )rI  r  r  r<  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>`  r  r2   c                     dS rE  rG  rI  r  r  rE  r  steps         r/   rK  z'get_testing_overrides.<locals>.<lambda>a  r  r2   c                     dS rE  rG  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>b  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>c  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>d  r`  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>e  rW  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>f  r`  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>g  rL  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>h  rL  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>i  rW  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>j  rW  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>k  rZ  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>l  rW  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>m  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>n  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>o  r  r2   c                     dS rE  rG  )r  r  r  rJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>p  rR  r2   c                     dS rE  rG  )r  r  r  r'  rJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>q  r  r2   )stablerJ  c                    dS rE  rG  )rI  r  r:  r  rJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>r  r2  r2   c                     dS rE  rG  rZ   split_size_or_sectionsr  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>s  rz  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>t  r(  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>u  rW  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>v  r\  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>w  r  r2   c                     dS rE  rG  ru  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>x  rD  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>y  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>z  rL  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>{  rN  r2   reflectc                     dS rE  rG  )rI  r  r  r  r  r  pad_moder  r  r  align_to_windows              r/   rK  z'get_testing_overrides.<locals>.<lambda>}  s      ~@ r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rd  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rZ  r2   c                     dS rE  rG  r  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rZ  r2   c                     dS rE  rG  )r  r  cs      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r%   s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rT  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rT  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rT  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  )rI  rS  
compute_uvrJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2      c                     dS rE  rG  )rI  r:  r  Ms       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  )rI  full_matricesrJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rI  dim0r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rd  r2   c                     dS rE  rG  )rI  axis0axis1s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r;  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r{  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r{  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r{  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rD  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rC  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r   r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rR  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rR  r2   c                     dS rE  rG  rb  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  rc  rJ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  s    r r2   c                     dS rE  rG  )rI  r<  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  r  rJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  )r  inds     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  r&  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  r&  rJ  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r{  r2   c                     dS rE  rG  r%  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  r  r:  rJ  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rY  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rF  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  r#  r5  unitriangulars        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  r  r#  r  r:  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c
                     dS rE  rG  r  s
             r/   rK  z'get_testing_overrides.<locals>.<lambda>  r~  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rN  r2   c                     dS rE  rG  rH  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  )rI  r  sizesr  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  sortedreturn_inversereturn_countsr  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  rF  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r-  r2   c                     dS rE  rG  )r  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r4  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rr  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  rT  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rN  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r?  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rN  r2   c                     dS rE  rG  )	conditionr  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  r  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )rI  input_scaleinput_zero_point	prepacked	out_scaleout_zero_pointout_channels          r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  levels     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )primaltangentr_  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>   rR  r2   c                     dS rE  rG  r  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  )r  r  r  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rl  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  r  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   )implicitc                    dS rE  rG  )r  r  rk  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  rE  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>	  r  r2   c                     dS rE  rG  )r  r&  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>
  r`  r2   c                     dS rE  rG  r  r  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rR  r2   c                     dS rE  rG  )r  r  r<  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  rE  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r,  r2   c                     dS rE  rG  )r  
split_sizer  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  split_sizesr  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r8  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rF  r2   c                     dS rE  rG  )r  r  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r8  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rN  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  r8  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  r  r`   s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  r  	dimensionr  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rU  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>   r  r2   c                     dS rE  rG  r  rc  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>!  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>"  rd  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>#  rd  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>$  rN  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>%  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>&  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>'  r`  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>(  rN  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>)  rN  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>*  r`  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>+  rN  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>,  rN  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>-  rW  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>.  rL  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>/  rW  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>0  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>1  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>2  r\  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>3  rT  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>4  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>5  rZ  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>6  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>7  rW  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>8  r^  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>9  r^  r2   c                     dS rE  rG  )r  arrays     r/   rK  z'get_testing_overrides.<locals>.<lambda>:  r  r2   c                     dS rE  rG  )r  idxs     r/   rK  z'get_testing_overrides.<locals>.<lambda>;  r\  r2   c                     dS rE  rG  )r  memos     r/   rK  z'get_testing_overrides.<locals>.<lambda><  rN  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>=  rZ  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>>  rT  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>?  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>@  rZ  r2   c                     dS rE  rG  )r  format_specs     r/   rK  z'get_testing_overrides.<locals>.<lambda>A  r   r2   c                     dS rE  rG  )r  protos     r/   rK  z'get_testing_overrides.<locals>.<lambda>B  rd  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>C  rO  r2   )tensor_contentsc                    dS rE  rG  )r  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>D  rU  r2   c                     dS rE  rG  )r  r  r.  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>E  r`  r2   c                     dS rE  rG  )r  ds     r/   rK  z'get_testing_overrides.<locals>.<lambda>F  r^  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>G  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>H  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>I  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>J  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>K  r   r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>L  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>M  rL  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>N  rW  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>O  rO  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>P  rL  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>Q  r\  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>R  r^  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>S  rN  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>T  r\  r2   c                     dS rE  rG  )r  cuda_enabledcpu_enabled
cuda_dtype	cpu_dtypes        r/   rK  z'get_testing_overrides.<locals>.<lambda>U  s    np r2   c                     dS rE  rG  )r  r  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>V  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>W  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>X  rO  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>Y  rW  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>Z  rL  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>[  r^  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>\  rW  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>]  rW  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>^  rW  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>_  rW  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>`  r^  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>a  rd  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>b  r^  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>c  rW  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>d  r^  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>e  r`  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>f  r^  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>g  r`  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>h  rd  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>i  r`  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>j  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>k  r`  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>l  r\  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>m  rW  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>n  rO  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>o  rL  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>p  rW  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>q  rO  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>r  r`  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>s  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>t  rL  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>u  r\  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>v  rO  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>w  rO  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>x  rR  r2   c                     dS rE  rG  )r  r`   non_blockingr&   s       r/   rK  z'get_testing_overrides.<locals>.<lambda>y  r,  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>z  rF  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>{  rF  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>|  rT  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>}  rT  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>~      " r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r]  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rZ  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rZ  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  )r  orderellipsis_idxs      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r]  r2   c                     dS rE  rG  )r  callables     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  rp  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rp  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  gradientretain_graphcreate_graphrT  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  s    ik r2   c                     dS rE  rG  r  rg   s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r
  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   )r  c                    dS rE  rG  )r  mediansigmar  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r
  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rT  r2   c                     dS rE  rG  )r  	coalesceds     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rl  r2   c                     dS rE  rG  )r  r  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rT  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  r  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  rD  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  ambiguity_checks     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rR  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rr  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                    dS rE  rG  )r  rk  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  rq  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  r)  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r{  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                    dS rE  rG  )r  r  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rR  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r{  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rZ  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  rZ   s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                    dS rE  rG  )r  r  r  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r
  r2   c                     dS rE  rG  r8  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   c                     dS rE  rG  )r  rZ   r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  r  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  rw  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  rc  assigns      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rR  r2   c                     dS rE  rG  )r  r  rE  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rz  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rT  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rZ  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rF  r2   c                     dS rE  rG  r8  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  rZ   r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r*  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rZ  r2   c                    dS rE  rG  )r  from_tor  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rr  r2   c                     dS rE  rG  )r  streams     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  hooks     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rV  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  names     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  )r  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r;  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r\  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  r  r  r  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  r  r<  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rL  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r{  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  r  rE  r  r  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  )r  r  accumulate_matchess      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  size1size2	dense_dims       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r*  r2   c                     dS rE  rG  rn  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  rl  r2   c                     dS rE  rG  )r  rv  rw  rk  rj  rJ  s         r/   rK  z'get_testing_overrides.<locals>.<lambda>  rD  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rZ  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r^  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rO  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  )r  repss     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r`   r  copyrg   s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  s    ln r2   )masked_gradc                    dS rE  rG  r  r`   r}  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  rK  r2   c                     dS rE  rG  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r*  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  r  s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r]  r2   c                     dS rE  rG  )r  rP  rQ  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r   r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  r  s     r/   rK  z'get_testing_overrides.<locals>.<lambda>  rW  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  rF  r2   c                     dS rE  rG  )r  rS  max_version	dl_devicer|  s        r/   rK  z'get_testing_overrides.<locals>.<lambda>  ra  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r`  r2   c                     dS rE  rG  )r  r  r  s      r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r  r   drivers       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  )r  r_   r  r&   s       r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   c                     dS rE  rG  rd  s    r/   rK  z'get_testing_overrides.<locals>.<lambda>  r  r2   is______i__rbitwise_N)re  re  N)re  N)r  r  F)F)NFN)Nr   FT)NN)NNNr  N)Nr   )FFN)r   N)r  r  )r  F)FN)NNN)re  NN)rG  F)Nre  r   re  re  )Nre  r   r   re  re  )r   NNr  )re  r  )rF  N)r   r  FrE  )re  rF  NNN)r   r   re  )r   r  rF  )rG  )r  N)NNr  FF)NrG  Fr  FNN)NNNF)FF)NrF  N)Nr  N)r   rF  )TT)NF)NNre  )NNr  T)rh  )NFr   N)r  NNr  )rr  r   r   N)rr  NNNFN)NNF)T)NNNTFNNF)NNr  F)NNNNNNNNNNNNN)TFN)TN)Nr   re  F)Nr   re  FF)NFNN)rF  FN)rF  NNN)NNr  )Nr  )rG  NFN)rh  FF)Nr   FTN)NNFrq  r  )NNNr  )NNrz  Nr  rF  )rh  TF)	NNrG  Fr  FNFN)re  r   re  )NNFN)Fr  r  )r  )rF  )r  r   N)re  Fr  rF  )r  r  F)NNNNTrq  r  )NNr  NNF)NNr  N)r  F)r  r  r  )Nr4   N)Nr   N)TNTNFNNNNNNF)re  r  NNNr  )NNr  )NNrz  Nr  )rG  re  r  N)r   r   )r  r  F)TFNr  Nr  )Nr  )r  r  FF)NrF  )NNr  r  )r  r  N)re  r  )r  rG  r  FNNr  )rF  r  N)r   r  r  N)r&  NFNN)NNFNN)rG  NFNN)r&  r  FNN)rG  r   )TF)NTrG  )r<  )r<  F)rT  N)NFrV  N)rG  rp  rq  F)rG  rs  rt  F)rG  rv  rw  F)re  r  )r9  NNNr   F)r   NNre  )rF  F)	NNNTr  FTNN)TTN)r  rG  N)rG  N)TFF)TFFN)re  rG  )Nr   NN)NNNN(  r   r6   rR  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diffr  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igammacrN  	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_expr9  maximumfmax
max_pool1d
max_pool2d
max_pool3dmax_pool1d_with_indicesr  nanmeanr  	nanmedianmeshgridr8  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  rV  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ravelrM  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tracer5  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@  rA  _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itemsizern   rZ  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_rq   as_strided_backwardbfloat16preserve_formatboolbytecharcauchy_coalesce_coalesced_
contiguouscontiguous_formatcopy_cpucudamtiaxpuipudata_ptrrq  r  	dim_orderdoublecdoubleelement_sizeexpand	expand_asexponential_fill_fill_diagonal_floatcfloat
geometric_halfchalf	has_namesr  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_rh   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_shortr  
sparse_dimsparse_mask_sparse_mask_projectionsparse_resize_sparse_resize_and_clear_storageuntyped_storager  storage_typesum_to_sizerQ  to_dense	_to_dense	to_sparsetolist	to_mkldnntype_asrn  viewview_aszero_
__dlpack____dlpack_device__r<  r  utilsbackend_registration_privateuse1_backend_namehasattrgetattrr   items__name__
startswithlenextendr  update)r6   retprivateuse1_backend_nameret2ignoredr  r.  r  subnamerZ  r    s              r/   r   r     s_   6 \F{%	---{%222{% 	!#@#@{% 	!#A#A	{%
 	
...{% 	''{% 	000{% 	///{% 	111{% 		444{% 	QQQ{% 	LLL{% 	LLL{% 	LLL{% 	JJJ{%  	
KKK!{%" 	#%J%J#{% {%$ 		---%{%& 	XXX'{%( 	FFF){%* 	
...+{%, 	
...-{%. 	JJJ/{%0 	///1{%2 		FFF3{%4 	&&5{%6 	&&7{%8 	1119{%: 	
...;{%< 	22={%> 	000?{%@ 	///A{%B 	111C{%D 	
...E{% {% {%F 	000G{%H 	666I{%J 	888K{%L 	///M{%N 	111O{%P 	--Q{%R 	--S{%T 	--U{%V 	xxxW{%X 	RRRY{%Z 	{{[{%\ 	'){){]{%^ 	(*u*u_{%` 	 Q Qa{%b 	%'v'vc{%d 	1  4C  4Ce{%f 	 5 5g{% {% {%h 	%'\'\i{%j 	CCCk{%l 	??m{%n 	.tttq{%t 	CCCu{%v 	>>>w{%x 	<<<y{%z 	555{{%| 	;;;}{%~ 	<<<{%@ 	 "C"C"CA{%B 	!#D#D#DC{%D 	--E{%F 		CCCG{%H 	!4!4I{%J 	11K{%L 	]]]M{% {% {%N 	11O{%P 		666Q{%R 	999S{%T 	>>>U{%V 	aaaW{%X 	
...Y{%Z 	
>>>[{%\ 	$::::]{%^ 	77_{%` 	???a{%b 	999c{%d 	 "P"P"Pe{%f 	 G G Gg{%h 	NNNi{%j 	&(Y(Yk{%l 	444m{%n 	CCCo{% {% {%p 	
BBBq{%r 	888s{%t 	888u{%v 	888w{%x 		OOOy{%z 	%%{{%| 	III}{%~ 	,,{%@ 	999A{%B 	((C{%D 	555E{%F 	
...G{%H 	777I{%J 	666K{%L 	555M{%N 	===O{%P 	dddQ{% {% {%R 	dddS{%T 	dddU{%V 	wwW{%X 	===Y{%Z 	  !A  !A  !A[{%\ 	  !A  !A  !A]{%^ 	  !A  !A  !A_{%` 	((a{%b 		---c{%d 	#  &C  &C  &Ce{%f 	
...g{%h 	!C!C!Ci{%j 	--k{%l 	@@@m{%n 	EEEo{%p 	xxxs{%v 	555w{% {% {%x 	555y{%z 	BBB{{%| 	AAA}{%~ 	"$@$@$@{%@ 	;;;A{%B 	111C{%D 	**E{%F 		##G{%H 	**I{%J 	&&K{%L 	
:::M{%N 	@@@O{%P 	222Q{%R 	
VVVS{%T 	BBBU{%V 	KKKW{%X 	 O O OY{% {% {%Z 	 "Y"Y"Y[{%\ 	111]{%^ 	
000_{%` 		HHHa{%b 	KKKc{%d 		444e{%f 	@@@g{%h 	
:::i{%j 	
))k{%l 	;;m{%n 	222o{%p 	444q{%r 	888s{%t 	???u{%v 	CCCw{%x 	44y{%z 	|||}{% {% {%@ 	 j  j  jC{%F 	eeeG{%H 	333I{%J 	,,K{%L 		---M{%N 	
...O{%P 	000Q{%R 		---S{%T 	
...U{%V 	///W{%X 	.0o0oY{%Z 	-/h/h[{%\ 	- C  C  C_{%b 	')V)Vc{%d 	79f9fe{%f 	')})}g{%h 	7``k{% {% {%n 	+-=-=o{%p 	*,<,<q{%r 	*,B,Bs{%t 	#%?%?u{%v 	99w{%x 		CCCy{%z 		CCC{{%| 		DDD}{%~ 		CCC{%@ 		DDDA{%B 		JJJC{%D 		KKKE{%F 		DDDG{%H 		EEEI{%J 		EEEK{%L 		FFFM{%N 		FFFO{% {% {%P 		GGGQ{%R 		IIIS{%T 		JJJU{%V 		JJJW{%X 		KKKY{%Z 		666[{%\ 		777]{%^ 		BBB_{%` 		---a{%b 	@@@c{%d 	
**e{%f 	&&g{%h 	&&i{%j 	QQQk{%l 	///m{%n 	33o{%p 	???q{% {% {%r 	
555s{%t 	
...u{%v 	///w{%x 	t4PUP]fjz  D  D  Dy{%z 	&(H(H{{%| 	\\\}{%~ 	OOO{%@ 		444A{%B 	333C{%D 	**E{%F 	>>>G{%H 	///I{%J 	,,,K{%L 	666M{%N 	555O{%P 		333Q{%R 	NNNS{% {% {%T 	ccU{%V 	ffW{%X 	ffY{%Z 	mmm[{%\ 		ss]{%^ 	NNN_{%` 	333a{%b 	888c{%d 	555e{%f 	VVVg{%h 	;;;i{%j 	"$z$z$zk{%l 	GGGm{%n 	mmmo{%p 	YYYq{%r 	(*?*?s{%t 	444u{% {% {%v 	;;w{%x 	222y{%z 	666{{%| 	777}{%~ 	888{%@ 	
...A{%B 	==C{%D 	>>E{%F 	LLLG{%H 	BBBI{%J 	==K{%L 	\\\M{%N 	))O{%P 	
GGGQ{%R 	&&S{%T 	''U{%V 	222W{% {% {%X 	222Y{%Z 	tt]{%` 	((a{%b 	111c{%d 	444e{%f 	KKKg{%h 	**i{%j 	''k{%l 	&&m{%n 	..o{%p 	,,q{%r 	!1!1s{%t 	**u{%v 	33w{%x 	))y{%z 	WWW{{%| 	%%}{% {% {%~ 	 d  d  dA	{%D	 	rrrE	{%F	 	
++G	{%H	 	NNNI	{%J	 	"$c$c$cK	{%L	 	!L!L!LM	{%N	 	 S S SO	{%P	 	sssQ	{%R	 		444S	{%T	 	666U	{%V	 	333W	{%X	 	;;;Y	{%Z	 	
;;;[	{%\	 	000]	{%^	 	  K  K  K_	{%`	 		---a	{%b	 	<<<c	{% {% {%d	 	///e	{%f	 	///g	{%h	 	
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\\\o{%p 	dddq{%r 	 "h"h"hs{%t 	  +/#3 #3 #3u{%| 	999}{%~ 	ddd{%@ 	%%A{%B 	**C{%D 	QQQE{%F 	!S!S!SG{%H 	++I{%J 	IIIK{%L 	***M{%N 	555O{%P 	IIIQ{%R 	==S{%T 	AAU{% {% {%V 	777W{%X 	 Y YY{%Z 	666[{%\ 	222]{%^ 	--_{%` 	ddda{%b 		777c{%d 	
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YeQUYYYYe{%f 	EEEg{%h 	 P P Pi{%j 	
...k{%l 	000m{% {% {%n 	;;;o{%p 	OOOq{%r 	888s{%t 		---u{%v 	222w{%x 	
 @  @  @{{%~ 		444{%@ 	99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 	000g{%h 		IIIi{%j 	AAAk{%l 	HHHm{%n 	888o{%p 	44q{%r 	66s{%t 	//u{% {% {%v 	!1!1w{%x 	!1!1y{%z 	!1!1{{%| 	!1!1}{%~ 	,.K.K.K{%@ 	,.K.K.KA{%B 	,.K.K.KC{%D 	,.K.K.KE{%F 	//G{%H 	,,I{%J 	++K{%L 	,,M{%N 	--O{%P 	..Q{%R 	,,S{%T 	--U{%V 	--W{% {% {%X 	 A A AY{%Z 	!B!B!B[{%\ 	//]{%^ 	*,I,I,I_{%` 	+-J-J-Ja{%b 	**c{%d 	++e{%f 	**g{%h 	++i{%j 	+-J-J-Jk{%l 	+-J-J-Jm{%n 	--o{%p 	 0 0q{%r 	!#D#D#Ds{%t 	--u{%v 	!O!O!Ow{%x 	(*:*:y{% {% {%z 	(*:*:{{%| 	(*:*:}{%~ 	(*:*:{%@ 	"$7$7A{%B 	,,C{%D 	--E{%F 	!>!>!>G{%H 	++I{%J 	--K{%L 	/1A1AM{%N 	/1A1AO{%P 	46S6S6SQ{%R 	46S6S6SS{%T 	46S6S6SU{%V 	46S6S6SW{%X 	,,Y{%Z 	@@@[{% {% {%\ 	)+;+;]{%^ 	@@@_{%` 	>>>a{%b 	<<<c{%d 	!!e{%f 	
++g{%h 	KKKi{%j 		---k{%l 	
...m{%n 	 3 3 3o{%p 	 "<"<"<q{%r 	:::s{%t 	HHHu{%v 	JJJw{%x 	
**y{%z 	
KKK{{%| 	%%}{% {% {%~ 	55{%@ 	111A{%B 	555C{%D 	 e e eE{%F 	%'a'a'aG{%H 	
:::I{%J 	! L  L  LM{%P 	
:::Q{%R 	22S{%T 	///U{%V 	---W{%X 	<<Y{%Z 	hhh[{%\ 	 "g"g"g]{%^ 	66_{%` 	;;;a{%b 	LLLc{% {% {%d 	%'W'W'We{%f 	888g{%h 	111i{%j 		---k{%l 	222m{%n 	;;o{%p 	222q{%r 	999s{%t 	%'`'`u{%v 	1ooy{%| 	eee}{%~ 	55{%@ 	@@A{%B 	C{%D 	"OOE{%F 	//G{%H 	ooI{% {% {%J 	QQQK{%L 	')>)>M{%N 	FFFO{%P 	%CCCCQ{%R 	>>S{%T 	11U{%V 	!#@#@W{%X 	66Y{%Z 	??[{%\ 	NNN]{%^ 	<<<_{%` 	#%H%H%Ha{%b 	00c{%d 	ooe{%f 	99g{%h 	22i{%j 	__k{% {% {%l 	OOm{%n 	OOo{%p 	??q{%r 	s{%t 	u{%v 	w{%x 	y{%z 	111{{%| 	//}{%~ 	AA{%@ 	//A{%B 	33C{%D 	44E{%F 	44G{%H 	22I{%J 	33K{%L 	33M{% {% {%N 	11O{%P 	22Q{%R 	22S{%T 	11U{%V 	22W{%X 	22Y{%Z 	..[{%\ 	--]{%^ 	.._{%` 	//a{%b 	OOc{%d 	00e{%f 	g{%h 	33i{%j 	k{%l 	??m{%n 	..o{% {% {%p 	//q{%r 	//s{%t 	55u{%v 	00w{%x 	22y{%z 	{{%| 	}{%~ 	//{%@ 	A{%B 	77C{%D 	44E{%F 	__G{%H 	AAAAI{%J 	11K{%L 	//M{%N 	//O{%P 	//Q{% {% {%R 		??S{%T 		??U{%V 	&W{%X 	*2OOY{%Z 	oo[{%\ 	]{%^ 	___{%` 	ooa{%b 	c{%d 	e{%f 	!??g{%h 	i{%j 	-/p/pk{%l 	*,V,Vm{%n 	2OOo{%p 	__q{%r 	s{% {% {%t 	oou{%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 	$ooU{% {% {%V 	 //W{%X 	Y{%Z 	[{%\ 	__]{%^ 	oo_{%` 	a{%b 	__c{%d 	 //e{%f 	$oog{%h 	ooi{%j 	k{%l 	__m{%n 	__o{%p 	'/q{%r 	NNNs{%t 	oou{%v 	oow{% {% {%x 	y{%z 	{{%| 	__}{%~ 	__{%@ 	OOA{%B 	__C{%D 	OOE{%F 	==G{%H 	I{%J 	K{%L 	//M{%N 	==O{%P 	00Q{%R 	88S{%T 	99U{%V 	kkkW{%X 	E4IMMMY{% {% {%Z 	0EIII[{%\ 	0EIII]{%^ 	0EIII_{%` 	MTMMMMa{%b 	c{%d 	66e{%f 	e6MQQQg{%h 	>>>i{%j 	
u/DHHHk{%l 	0EIIIm{%n 	0EIIIo{%p 	
u/DHHHq{%r 	
u/DHHHs{%t 	u{%v 	//w{%x 	!O!O!Oy{%z 	
OO{{% {% {%| 	@@@}{%~ 	%2GKKK{%@ 	53HLLLA{%B 	__C{%D 	,,E{%F 	00G{%H 	HHHHHI{%J 	,,K{%L 	55M{%N 	1FJJJO{%P 	%2GKKKQ{%R 	@@@@S{%T 	??U{%V 	0EIIIW{%X 	1FJJJY{%Z 	//[{%\ 	]{% {% {%^ 	
u/DHHH_{%` 	__a{%b 	ooc{%d 	__e{%f 	//g{%h 	11i{%j 	//k{%l 	__m{%n 	MTMMMMo{%p 	00q{%r 	0EIIIs{%t 	66u{%v 	55w{%x 		888y{%z 	@@@{{%| 	EE}{%~ 	??{% {% {%@  	A {%B  	"OOC {%D  	-E {%F  	%G {%H  	I {%J  	ooK {%L  	,,M {%N  	??O {%P  	GGGQ {%R  	S {%T  	LDLLLLU {%V  	55W {%X  	33Y {%Z  	33[ {%\  	13H3H] {%^  	,,_ {%`  	--a {% {% {%b  	BBBc {%d  	11e {%f  	--g {%h  	--i {%j  	00k {%l  	 "8"8m {%n  	OOo {%p  	[[[q {%r  	??s {%t  	oou {%v  	1FJJJw {%x  	__y {%z  	WWW{ {%|  	??} {%~  	11 {%@! 	&(W(W(WA!{%B! 	GGC!{% {% {%D! 	')Q)QE!{%F! 	OOOG!{%H! 	I!{%J! 	K!{%L! 	M!{%N! 	__O!{%P! 	11Q!{%R! 	++S!{%T! 		EUZUjnnnU!{%V! 	IIIIIW!{%X! 	GGGY!{%Z! 	//[!{%\! 	]!{%^! 	//_!{%`! 	..a!{%b! 	==c!{%d! 	777e!{% {%f! 	++..ooddd //++FFFu!{% {%C|! 	(B  v/00 YFFF 	GF4556 JYGF<":<<==EFD#%%G		  1 JJ1:$AJ%AJ%
 :  ,, 	 jZ!2!23GLL$&$(>RV@VW    	 	D64..D~~ $c//d'6I6IT
	
 JJtJr2   
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                 N     t          j                    fd            S )Nc                  d     | i |}t          |          rt          |g| R i |S  | i |S r  )r   r   )r%   r&   relevant_argsr
  r    wrappeds      r/   r
  z3wrap_torch_function.<locals>.inner.<locals>.wrapped=  s]    &J777M!-00 V,WmUdUUUfUUU4((((r2   )	functoolsr   )r    r
  r
  s   `@r/   ri  z"wrap_torch_function.<locals>.inner<  sD    				) 	) 	) 	) 	) 	) 
		) r2   rG  )r
  ri  s   ` r/   r   r   $  s#    0	 	 	 	 	 Lr2   r
  get_type_fnc                    |t           }t          j                                        sg S t	                      }g }| D ]} ||          }||vrt          |d          r|j        t          j        j        uru|rm|                    |           t          |          }t          |          D ]"\  }}t          | ||                    r|} n#|                    ||           |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
    Nr  )rn
  r   _C_is_torch_function_enabledsetr
  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  s7   J  8..00 	"%%%!#O ( (;s## ,,,"677 -+89: :
   ( $$X... O,,"+O"<"<  JAw!(KK,@,@AA  !  &&uc2222$,: #&%r2   
public_apic                    t          |          }t          t          t          |                    }t	                      rIt                      5 }|                    | |||          }ddd           n# 1 swxY w Y   |t          ur|S |D ]l}|j        }	t          |	d          r8|	j	        |u r/|	t          j        j        urt          j        dt          d            |	| |||          }|t          ur|c S m| j         d| j         }
d|
 dd	 |D              }t	                      r|d
t%                       z  }t'          |          )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.rG  
stacklevel.zno implementation found for 'z.' on types that implement __torch_function__: c                 ,    g | ]}t          |          S rG  )rn
  ).0r
  s     r/   
<listcomp>z)handle_torch_function.<locals>.<listcomp>  s    EEEcS		EEEr2   z nor in mode )r
  tuplemaprn
  r   _pop_mode_temporarilyr  NotImplementedr
  r  r   r
  r
  r+   warnDeprecationWarning
__module__r
  _get_current_function_mode	TypeError)r
  r
  r%   r&   r
  typesr  resultoverloaded_argtorch_func_method	func_namer  s               r/   r   r     s   T +=99O#dO,,--E '((  #$$ 	N,,ZfMMF	N 	N 	N 	N 	N 	N 	N 	N 	N 	N 	N 	N 	N 	N 	N''M *   +=%z22
	!*n<<!)OOOMQ"	    #":udFCC''MMM ( (@@:+>@@I	H	 	H 	HEE_EEE	H 	H  '(( >=9;;===
C..s   A33A7:A7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                  V   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 ]c\  }}}|D ]X}d	}|t          j	        urk|                    d
          r)|                    d          rd}no|                    d          rd}nW|d                                         sd}n:|dk    r}n2t!          ||          }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||j        <   | d| d||j        <   |rd|j        t7                      v r<d}	|j        t9                      vs#J |	                    ||j                              | |                             |j                   t/          |          s| d| ||<   |r|t7                      v r7d}	|t9                      vs#J |	                    ||j                              =| |                             |           Ze| |fS )Nr   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listr   __all__r   r   dirr   r6   r  r   r	  r
  endswithislowerr
  object
isinstancer  
ModuleType
__future___Featurer  r
  r.  __set__r   r   formatr
  r  )
overridable_funcsr<  tested_namespacesnamespace_str	namespacens_funcsr  r(   r    r  s
             r/   _get_overridable_functionsr,  #  s    $/55E	%'	U-u/?/GH	 3S9L5M5MN	%(-UX]););<	s5<'8'89	s5<'8'89	eiUY0	%-U]););<	 /@ C6 C6*y(! B	6 B	6IF,,''-- 	))#.. !FF'',, !FF"1--// !FF,.. / y)4469d33t;;--9i00DEL((WVY-M-MQU-U-U$ 011 $
 344 D>> gdI&>&> )6&L&L&L&L&Ldl#)6&L&L&L&L&Ldl# <#8#:#:::=   </D/F/FFFF

!4=I IFFF %d+224<@@@D>> *88Y88E$K  ,....9  #8#:#::::CJJt}= =::: i(//5555EB	6F e##r2   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,  rG  r2   r/   r   r   z  s     &''**r2   c                     t          | t          j        j        t          j        j        f          rt          |           S t                      d                             |           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.
    re  )r!  r   _ops
OpOverloadOpOverloadPacketstrr,  get)fs    r/   r   r     sO      !ej+UZ-HIJJ 1vv%''*..q111r2   c                  `    t                      } t          | t          j                           }|S )z<Returns a set of the overridable methods on ``torch.Tensor``)r   r
  r   r6   )r'  methodss     r/   _get_tensor_methodsr7    s*     233#EL122GNr2   c                 8    | t                      v p
| 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.  )r7  r
  )r    s    r/   r   r     s"    . &(((FDMY,FFr2   c                 X    t          |           t          j        u p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  )rn
  r   r6   r
  )inps    r/   r   r     s(    D 99$J5I(J(JJr2   c                   P    e Zd ZU dZd ed<   ddZddZd Zd	 Ze	d
             Z
dS )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!)
    ri  r#   Nc                     d S r  rG  rd  s    r/   r   zTorchFunctionMode.__init__  s    r2   rG  c                     t           r  )NotImplementedErrorr  r    r  r%   r&   s        r/   r  z$TorchFunctionMode.__torch_function__  s    !!r2   c                 $    t          |            | S r  )
_push_moderd  s    r/   	__enter__zTorchFunctionMode.__enter__  s    4r2   c                 "    t                       d S r  )	_pop_mode)r  exc_typeexc_valexc_tbs       r/   __exit__zTorchFunctionMode.__exit__  s    r2   c                 B    t          j        dd            | |i |}|S )NzP`Mode.push()` is no longer necessary and can be replaced with just `with Mode()`rG  r  )r+   r  )clsr%   r&   instances       r/   pushzTorchFunctionMode.push  s<    ^	
 	
 	
 	
 3'''r2   )r#   NrG  N)r
  r  __qualname____doc____annotations__r   r  rC  rI  classmethodrM  rG  r2   r/   r<  r<    s          <    " " " "       [  r2   r<  c                  R    t                      } | dk    rt          | dz
            nd S )Nr   re  )r   r
   	stack_lens    r/   r  r    s-    )++I4=MM!)a-000tKr2   c                  P    t                      } d t          |           D             S )Nc                 ,    g | ]}t          |          S rG  )r
   )r  r
  s     r/   r  z4_get_current_function_mode_stack.<locals>.<listcomp>#  s!    @@@!"1%%@@@r2   )r   r   rT  s    r/    _get_current_function_mode_stackrX  !  s)    )++I@@uY/?/?@@@@r2   c                 $    t          |            d S r  )r   )r  s    r/   rB  rB  &  s    !$'''''r2   c                  "    t                      } | S r  )r   olds    r/   rE  rE  *  s    
#
%
%CJr2   c               #   v   K   t                      } 	 | V  t          |            d S # t          |            w xY wr  )rE  rB  r[  s    r/   r
  r
  /  s<      
++C			3
3s   ' 8c                       e Zd ZddZdS )BaseTorchFunctionModerG  Nc                     |i } ||i |S r  rG  r@  s        r/   r  z(BaseTorchFunctionMode.__torch_function__9  s!    >FtT$V$$$r2   rN  )r
  r  rO  r  rG  r2   r/   r_  r_  8  s(        % % % % % %r2   r_  c               #   <  K   t           j                                        } 	 t           j                            t           j        j        j                   d V  t           j                            |            d S # t           j                            |            w xY wr  )r   r
  _get_torch_function_state_set_torch_function_state_TorchFunctionStateENABLED)	old_states    r/   _enable_torch_functionrg  ?  s}      2244I6**58+G+OPPP**955555**95555s   7A: :!Bc               #      K   t           j                                        5  	 d V  n# w xY w	 d d d            d S # 1 swxY w Y   d S r  )r   r
  _RestorePythonTLSSnapshotrG  r2   r/   r   r   I  s       
	+	+	-	-  	EEEDDDDD	                 s   ;(;*;??)r   r   r  )ArP  r#  r  
contextlibr
  r9  r  r+   collections.abcr   r   r   typingr   r   typing_extensionsr   r   torch._Cr	   r
   r   r   r   r   r   r   r   r  r   r   r2  r1   cacher
  r   rB  dictr   r   rn
  r  r
  r   r   r   r   r  r,  r   r   r7  r
  r   r   r<  r  rX  rB  rE  contextmanagerr
  r_  rg  r   rG  r2   r/   <module>rr     su   ,                 



   . . . . . . . .               ' ' ' ' ' ' 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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 
   Yt__WT]]
 1   
2r6
     b"f	       F _s8} _ _ _  _D	 c(m    2 {tHh$67 { { {  {|##H # # # #P 15L LC=L3%+&-L 
#YL L L L^VVC=V
 	V V V Vr ![  . ';	 	  *k 	   S$Ed8n	tHcM22% S$ S$ S$ S$l 	+4T(^(;#< 	+ 	+ 	+ 	+ 2 2 2( S]     Gx GD G G G G2"K "K "KJ6 6 6 6 6 6 6 6rL L L
A A A
( ( (  
   % % % % %- % % % 6 6 6     r2   