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    9%eg                     @   s  U d dl Z d dlZd dlZd dlmZmZmZmZmZm	Z	 d dl
m  mZ d dlmZ d dlmZmZmZmZmZmZmZmZmZmZmZ d dlmZ e Zeje d< ee	eeef  e!ddd	Z"e#d
Z$e	eef e!dddZ%e	eeef eee!e&f  dddZ'e#dZ(e#dZ)e&e!dddZ*e&e!dddZ+e#dZ,e#dZ-e&e.dddZ/dZ0e 1e0Z2ee&e&f e d< e&e&dddZ3e	eeef e.e&e&d d!d"Z4ee.e&d#d$d%Z5ee.e&d#d&d'Z6ej7d(ej.d)ej8d*ej&d+ej9d)ej:d)ej!d,iZ;eeee&ee& f  d-d.d/Z<ee&d-d0d1Z=eee&d2d3d4Z>eee&d2d5d6Z?eee&d2d7d8Z@eee&d2d9d:ZAeee&d2d;d<ZBe#d=ZCee!d-d>d?ZDee&dd@dAZEG dBdC dCZFG dDdE dEZGdS )F    N)DictListOptionalSequenceTupleUnion)native_function_manager)ArgumentBackendIndexBaseTyBaseTypeFunctionSchemaNativeFunctionsGroupNativeFunctionsViewGroupOptionalTypeSelfArgumentTensorOptionsArgumentsType)configlogger)	argumentsreturnc                 C   s6   | D ],}t |dd }|sqt |dd}|r dS qdS )N
annotation	alias_set TF)getattr)r   argr   r   r   r   `/var/www/html/Darija-Ai-API/env/lib/python3.8/site-packages/torchgen/static_runtime/generator.py	has_alias   s    r   )Zsparse_sampled_addmmZhspmmZlinalg_svdvalsZsspaddmmZcoalesceZ_indicesindicesZ_valuesvaluesZcrow_indicesZcol_indicesZfloor_dividegerZconj_physicalZbinary_cross_entropyZarccoshZcholeskyZlu_solveZlinalg_choleskyZlinalg_householder_productZlinalg_ldl_solveZ_compute_linear_combinationZ
_make_dualZ
_fw_primalZ_index_reduceZ!_new_zeros_with_same_feature_metaZ_conj_physicalZ binary_cross_entropy_with_logitsZbincountZconv_tbccopy
_copy_fromZ_copy_from_and_resizeZcount_nonzeroZcudnn_affine_grid_generatorZ$cudnn_affine_grid_generator_backwardZcudnn_grid_samplerZ
diag_embedZ	embeddingZembedding_dense_backwardZ_embedding_bag_dense_backwardZ*_embedding_bag_per_sample_weights_backwardZgrid_sampler_2dZ_grid_sampler_2d_cpu_fallbackZgrid_sampler_3disnanZmkldnn_linearZmedianZ	nanmedianZ_sparse_sparse_matmulZbatch_norm_backward_elemtZ_euclidean_distZpixel_shuffleZpixel_unshuffleZchannel_shuffleZ_reshape_nested_backwardZreluZpreluZceluZslice_scatterZselect_scatterZdiagonal_scattersumZ_mkldnn_transposeZ_nested_tensor_from_maskZ_nested_from_paddedZ_nested_tensor_sizeZ&_nested_from_padded_and_nested_exampleZ_standard_gamma_gradZ_dirichlet_gradZnative_normZ_sparse_softmaxZ_sparse_softmax_backward_dataZ_sparse_log_softmaxZ!_sparse_log_softmax_backward_datazeroZ_sparse_addmmZsparse_maskZ_sparse_mask_projectionZ	_to_denseZ	_coalesceZ
_coalescedZcopy_sparse_to_sparseZ	to_sparseZto_sparse_csrZto_sparse_cscZ	to_mkldnnZquantize_per_tensor_dynamicZquantize_per_channelZq_per_channel_scalesZq_per_channel_zero_pointsZint_reprZ"_make_per_channel_quantized_tensorsetZliftZ
lift_freshZlift_fresh_copyZmasked_scatterZ_masked_softmaxZ_masked_softmax_backwardputZindex_reducetraceZ_cholesky_solve_helperdistmaxZ_torch_cuda_cu_linker_symbol_opZglu_jvpZglu_backward_jvpZhardswish_backwardZrrelu_with_noise_backwardZ#mkldnn_adaptive_avg_pool2d_backwardZ_adaptive_avg_pool2d_backwardZ_adaptive_avg_pool3d_backwardisinfZlinalg_lu_solveZlinalg_vecdotZlinalg_matrix_expZlinalg_eigvalshZ_test_warn_in_autogradZ%_test_autograd_multiple_dispatch_viewZ*_test_autograd_multiple_dispatch_view_copyZ_segment_reduceZ_segment_reduce_backwardZ_fw_primal_copyZ_make_dual_copyZview_as_real_copyZview_as_complex_copyZ
_conj_copyZ_neg_view_copyZdiagonal_copyZdetach_copyZsqueeze_copyZt_copyZunsqueeze_copyZ_indices_copyZ_values_copyZindices_copyZvalues_copyZcrow_indices_copyZcol_indices_copyZccol_indicesZccol_indices_copyZrow_indicesZrow_indices_copyZunfold_copyZ
alias_copyZ_triton_multi_head_attentionZspecial_airy_aiZspecial_bessel_j0Zspecial_bessel_j1Zspecial_bessel_y0Zspecial_bessel_y1Zspecial_chebyshev_polynomial_tZspecial_chebyshev_polynomial_uZspecial_chebyshev_polynomial_vZspecial_chebyshev_polynomial_wZspecial_hermite_polynomial_hZspecial_hermite_polynomial_heZspecial_laguerre_polynomial_lZspecial_legendre_polynomial_pZspecial_modified_bessel_i0Zspecial_modified_bessel_i1Zspecial_modified_bessel_k0Zspecial_modified_bessel_k1Z!special_scaled_modified_bessel_k0Z!special_scaled_modified_bessel_k1Z&special_shifted_chebyshev_polynomial_tZ&special_shifted_chebyshev_polynomial_uZ&special_shifted_chebyshev_polynomial_vZ&special_shifted_chebyshev_polynomial_wZspecial_spherical_bessel_j0Z_foobarZ_nested_tensor_stridesgr   c                 C   s  d}d }t | tr$| jj}| jj}n| jjjjj}| jj}t	| rTt
d| dS |tkrlt
d| dS | D ]$}t|j}|stt
d|  dS qtt | trdtj|jdd krt
dt| dS d	S | jj D ](}t|j}|st
d| jj  dS q| jsDt| d
r@t|dr@t|jdsDdS dtj|jdd krnt
d| dS t|jjrt
d| dS d	S )N zHAND WRITTEN: %sFzBLOCKED: %sz!NOT SUPPORTED TYPE CONVERTING: %sz
at::Tensor)ZsymintzNON-TENSOR RET TYPE: %sToutzTensor(a!) out) -> Tensor(a!)z.outzat::Tensor &zNON_TENSOR RET TYPE: %szINPUTS ALIAS: %s)
isinstancer   view	root_namefuncr0   namebaser   Zis_hand_writtenr   infoBLOCKED_OPSschema_order_argumentsivalue_type_conversion_methodtypecppZreturns_typereturnsZcpp_typestr
functional
structuredhasattrendswithr   r   non_out)r.   Zbase_op_namer4   r   maybe_methodr   r   r   is_supported   sV    





rE   )arg_typer   c                 C   s   t jdt jdt jdt jdt jdt jdi}d}t| tr>| j	}n(t| t
rbt| jtsXdS | jj	}ndS ||krrdS || }t| tr|d S |d	 S )
aD  
    Return the method call expression of `c10::ivalue' to convert its contained value to
    the expected value of `arg_type` type. For example, for `arg_type` == BaseTy.Tensor,
    this function returns ".toTensor()", so that it can be appended to the ivalue's
    variable name to get the value of the expected type.
    ))Tz
toTensor())FztoOptional<at::Tensor>()))FztoInt())FztoOptional<int64_t>()))FztoBool())FztoOptional<bool>()))Fz
toScalar())FztoOptional<at::Scalar>()))FztoScalarType())FztoOptional<at::ScalarType>()))FztoStringView())FztoOptional<c10::string_view>()Nr      )r   TensorintboolScalar
ScalarTyper>   r1   r   r5   r   elem)rF   Ztype_conversion_methodsbase_ty_objectmethodsr   r   r   r:   !  s6    
      



r:   )Zbitwise_notZbitwise_andZ
bitwise_orZbitwise_xorZbitwise_left_shiftZbitwise_right_shiftgcdZlcmZscattergather _convert_indices_from_coo_to_csr _convert_indices_from_csr_to_coo)Zview_as_realimagZ_conj)op_namer   c                 C   s   | t kS N)should_use_int_tensor_ops_rU   r   r   r   should_use_int_tensor_  s    rY   c                 C   s   | t kS rV   )should_use_complex_tensor_ops_rX   r   r   r   should_use_complex_tensorc  s    r[   )	Zaddmv	index_addrR   rS   Znll_loss_backwarddotvdotouterr!   )Zaddmmmmnuclear_normZdiagZ_addmm_activationZmatrix_Htc                 C   s   | t krdS | tkrdS dS )NrG         )test_tensor_dim_ops_1_test_tensor_dim_ops_2_rX   r   r   r   test_tensor_dimy  s
    rg   z{"view_as_complex": "{2, 2}"}test_tensor_shape_jsonc                 C   s   | t krt |  S dS d S )Nr/   )rh   rX   r   r   r   test_tensor_shape  s    ri   )rF   indexrU   r   c                 C   s  t |}|dkr\|dkrdnd}t|}t|t| }||d 7 }dd| g|  }t|rrd| d	}n"t|rd
| d}nd| d}tj	|tj
dtjdtjdtjdtjdi}d }	t| tr| j}	n"t| trt| jtst| jj}	|	|kstd||	 }
|
S )Nr/   r      @   rc   z{%s},zat::randint(1, 100, z, at::kInt)z
at::randn(z, at::kComplexFloat)z	at::rand()1false2zat::ScalarType::Floatz"floor"znot expected type)ri   rg   mathceilfloatjoinrY   r[   r   rH   rI   rJ   rK   rL   r>   r1   r   r5   r   rM   AssertionError)rF   rj   rU   Ztensor_size_exZnum_tensorsZnum_dimZsize_per_dimZtensor_expressionZvalue_expressionsrN   Zvalue_expressionr   r   r   test_value_expression  sH          	
 rw   )schemarj   r   c           	      C   s   |   rt| jjj}i }|  D ]}t|j||}|||j< q"t||| g }|	 D ]"\}}|
d| | d|  qZd|d S )Nzauto z = ;
    ;)	is_out_fnrv   r5   r6   r9   rw   r;   r   Zoverride_test_valuesitemsappendru   )	rx   rj   Zschema_nameZarg_mapr   Ztest_value_exparg_populationsarg_name	arg_valuer   r   r   generate_test_value_definitions  s    
r   c                    s(   |   rtd fdd|  D S )Nrm   c                 3   s   | ]}|j    V  qd S rV   r5   .0r   rj   r   r   	<genexpr>  s     z,generate_test_value_names.<locals>.<genexpr>)r{   rv   ru   r9   )rx   rj   r   r   r   generate_test_value_names  s    r   rH   rI   rt   r>   rJ   )rx   r   c                    s2   t tttt f ddd  fdd|  D S )N)r   r   c                 S   sd   | j }d}t|tr|j}d}t|ts,td }|jtkrDt|j }|rV|rV| d}d| j |fS )NFT?%)r;   r1   r   rM   r   rv   r5   /generate_test_ir_arguments_base_ty_to_type_str_)r   rb   Zadd_optionalZtype_strr   r   r   ir_argument  s    



z/generate_test_ir_arguments.<locals>.ir_argumentc                    s   g | ]} |qS r   r   r   r   r   r   
<listcomp>  s     z.generate_test_ir_arguments.<locals>.<listcomp>)r	   r   r>   r   r9   )rx   r   r   r   generate_test_ir_arguments  s    r   c                 C   sr   g }t |  D ]R\}}t|j}|s*t|\}}|r:dnd}|d| d|j d| d|  qd|d S )	N&r/   z
const auto z = p_node->Input(z).ry   rz   )	enumerater9   r:   r;   rv   r}   r5   ru   )rx   r~   ir   rD   Zis_referenceZtype_conversion_method	referencer   r   r   generate_arg_extraction  s    
r   r.   backend_indexr   c                 C   s.   | | j}| js|d kr(t| jjS |jS rV   )
get_kernelr?   r@   r<   r5   r4   kernelr.   r   r   r   r   r   get_kernel_name  s    r   c                 C   s.   | | j}| js|d kr(t| jjS |jS rV   )r   r0   r@   r<   r5   r4   r   r   r   r   r   get_out_kernel_name  s    r   c                 C   s\   | j j}| rtt| |}dd | D }| jr:dnd}d| d| dd| d	S )
Nc                 s   s   | ]}|j V  qd S rV   r   r   r   r   r   r     s     z0generate_non_out_variant_call.<locals>.<genexpr>cpunativeat::::(rm   rn   )r?   r4   r{   rv   r   r9   r@   ru   )r.   r   rx   kernel_name	arg_namesnamespace_namer   r   r   generate_non_out_variant_call   s    
r   c                 C   s\   | j j}t|}|| j }|r(|j}dd | D }d}d| d| dd| dS )	Nc                 s   s   | ]}|j V  qd S rV   r   r   r   r   r   r     s     z,generate_call_to_view_ops.<locals>.<genexpr>r   r   r   r   rm   rn   )r2   r4   r<   r5   r   r   r9   ru   )r.   r   rx   r   r   r   r   r   r   r   generate_call_to_view_ops  s    
r   c                 C   s   | j j}| stg }t| |}| jr<dd |jj D }ng }|jjD ]8}t|t	rf|
|jj qHt|tstt|
|j qH| jst|jj dkst|
|jj d j d|}| jrdnd}d| d	| d
| dS )Nc                 S   s   g | ]
}|j qS r   r   )r   Zout_argr   r   r   r   !  s     z-generate_out_variant_call.<locals>.<listcomp>rG   r   rm   r   r   r   r   r   rn   )r0   r4   r{   rv   r   r@   r   rC   r1   r   r}   argumentr5   r	   lenru   )r.   r   rx   r   r   r   Zcpp_arg_namesr   r   r   r   generate_out_variant_call  s$    


r   )zisin.Scalar_Tensorr\   r]   r^   ra   ZhistcZl1_lossZmulti_margin_lossZmultilabel_margin_lossZnll_lossZ
nll_loss2dprodc                 C   s"   t | }|d |d }|tkS )Nr   )r>   findno_memory_resize_ops)rx   
schema_strtype_variant_op_namer   r   r   should_check_resizeD  s    r   c                 C   s   | j jjjjS rV   )r?   r4   r5   r6   )r.   r   r   r   op_name_from_groupJ  s    r   c                   @   s\   e Zd Zee eedddZee eedddZ	eeedddZ
eeedd	d
ZdS )GenOpDispatcher)groupsr   r   c           	   
   C   s   |sdS g }|D ]H}t |6 t|s*tt|ts8t| ||}|| W 5 Q R X qt|d }d|}d| d| d| d}|S )Nr/   r   
z&
REGISTER_OPERATOR_FUNCTOR(
    aten::,
    aten_(,
    [](Node* n) -> SROperator {
      :
      LogAndDumpSchema(n);
      return nullptr;
    });
)	r   rE   rv   r1   r   out_variant_op_generatorr}   r   ru   	selfr   r   generated_type_variantsr.   generated_type_variantrU   body	generatedr   r   r   out_variantO  s&    


zGenOpDispatcher.out_variantc           	   
   C   s   |sdS g }|D ]H}t |6 t|s*tt|ts8t| ||}|| W 5 Q R X qt|d }d	|}d| d| d| d}|S )Nr/   r   r   z-
REGISTER_NATIVE_OPERATOR_FUNCTOR(
    aten::r   r   r   )
r   rE   rv   r1   r   view_op_generatorr}   r   Zfunc_name_base_strru   r   r   r   r   r2   i  s&    


zGenOpDispatcher.viewr   c           
      C   s   |j }t|j}t|j j}t||}t|jjjjdks>tt|jjjjd j	}t
||}d| d| d| d| d| d| d	}	|	S )
NrG   r   +
      if (n->matches(torch::schema("aten::<"))) {
        return [](ProcessedNode* p_node) {
          zM
          if (p_node->Output(0).isNone()) {
            p_node->Output(0) = z2;
            return;
          }
          auto& z< = p_node->Output(0).toTensor();
          fastResizeToZero(z);
          ;
        };
      })r?   r>   r4   r   r   r   r0   r   rv   r5   r   )
r   r.   r   r?   rx   populated_argumentfunctional_variant_callZout_variable_nameZout_variant_callr   r   r   r   r     s*    



z(GenOpDispatcher.out_variant_op_generatorc                 C   s>   t |jj}t|jj}t||}d| d| d| d}|S )Nr   r   z!
            p_node->Output(0) = r   )r>   r2   r4   r   r   )r   r.   r   rx   r   r   r   r   r   r   r     s    
z!GenOpDispatcher.view_op_generatorN)__name__
__module____qualname__r   r   r
   r>   r   r   r2   r   r   r   r   r   r   r   N  s        r   c                   @   sT   e Zd Zee edddZee edddZeedddZ	eedd	d
Z
dS )GenOpTestCase)r   r   c              
   C   sb   |sdS g }|D ]F}t |4 t|s*tt|ts8t| |}|| W 5 Q R X qd|S Nr/   r   )r   rE   rv   r1   r   "out_variant_op_test_case_generatorr}   ru   r   r   r   r.   r   r   r   r   r     s    

zGenOpTestCase.out_variantc              
   C   sb   |sdS g }|D ]F}t |4 t|s*tt|ts8t| |}|| W 5 Q R X qd|S r   )r   rE   rv   r1   r   view_op_test_case_generatorr}   ru   r   r   r   r   r2     s    

zGenOpTestCase.viewr-   c                 C   s8  |j j}t|}|ddks"t|d |d dd}t|}||sRtt|}d	dd |D }d	dd |D }t
|jd	krt|jd jtr|jd jjtjkstt|d}	t|d}
t|d	}t|d	}t|rd
nd}d| d| d| d| d|	 d|
 d| d| d| d| d}|S )Nr   r   ._, c                 s   s,   | ]$\}}|d kr|n| d| V  qd S Nz: r   r   r   rF   r   r   r   r     s   zCGenOpTestCase.out_variant_op_test_case_generator.<locals>.<genexpr>c                 s   s   | ]\}}|V  qd S rV   r   r   r   r   r   r   r   r     s     rG   truerp   
TEST(StaticRuntime, autogen_1) {
  const std::string script = R"IR(
    graph(?):
        %bias: None = prim::Constant()
        %ret = aten::Q)
        %cloned = aten::clone(%ret, %bias)
        return (%cloned)
  )IR";

  
  std::vector<IValue> args{zj};
  testStaticRuntime(script, args, {}, /*use_allclose=*/false, /*use_equalnan=*/false, /*check_resize=*/z);

  z
  std::vector<IValue> args2{zm};
  testStaticRuntime(script, args, args2, /*use_allclose=*/false, /*use_equalnan=*/false, /*check_resize=*/z);

}
)r?   r4   r>   r   rv   replacer   
startswithr   ru   r   r=   r1   r;   r   r5   r   rH   r   r   r   )r   r.   rx   r   r   rU   	arg_typesarg_declarationsr   test_value_definitionstest_value_namesZtest_value_definitions2Ztest_value_names2Zcheck_resizer   r   r   r   r     s\    




z0GenOpTestCase.out_variant_op_test_case_generatorc                 C   s   |j j}t|}|ddks"t|d |d dd}|j j}||sRtt|}d	dd |D }d	dd |D }t
|jd	krt|jd jtr|jd jjtjkstt|d}	t|d}
d
| d| d| d| d|	 d|
 d}|S )Nr   r   r   r   r   c                 s   s,   | ]$\}}|d kr|n| d| V  qd S r   r   r   r   r   r   r     s   z<GenOpTestCase.view_op_test_case_generator.<locals>.<genexpr>c                 s   s   | ]\}}|V  qd S rV   r   r   r   r   r   r     s     rG   r   r   r   r   r   z(};
  testStaticRuntime(script, args);
}
)r2   r4   r>   r   rv   r   r3   r   r   ru   r   r=   r1   r;   r   r5   r   rH   r   r   )r   r.   rx   r   r   rU   r   r   r   r   r   r   r   r   r   r     sF    


z)GenOpTestCase.view_op_test_case_generatorN)r   r   r   r   r   r>   r   r   r2   r   r   r   r   r   r   r     s   0r   )Hjsonloggingrr   typingr   r   r   r   r   r   Ztorchgen.api.cppapir<   Ztorchgen.contextr   Ztorchgen.modelr	   r
   r   r   r   r   r   r   r   r   r   Ztorchgen.static_runtimer   	getLoggerr   Logger__annotations__rJ   r   	frozensetr8   rE   r>   r:   rW   rZ   rY   r[   re   rf   rI   rg   Ztest_tensor_shapes_stringloadsrh   ri   rw   r   r   rH   rt   rK   rL   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   <module>   s     4 >=+  '          ^