o
    h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< dee	eeef  de!fd	d
Z"e#dZ$de	eef de!fddZ%de	eeef deee!e&f  fddZ'e#dZ(e#dZ)de&de!fddZ*de&de!fddZ+e#dZ,e#dZ-de&de.fddZ/dZ0e 1e0Z2ee&e&f e d< de&de&fdd Z3de	eeef d!e.de&de&fd"d#Z4d$ed!e.de&fd%d&Z5d$ed!e.de&fd'd(Z6ej7d)ej.d*ej8d+ej&d,ej9d*ej:d*ej!d-iZ;d$edeee&ee& f  fd.d/Z<d$ede&fd0d1Z=ded2ede&fd3d4Z>ded2ede&fd5d6Z?ded2ede&fd7d8Z@ded2ede&fd9d:ZAded2ede&fd;d<ZBe#d=ZCd$ede!fd>d?ZDdede&f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   W/var/www/html/ai/venv/lib/python3.10/site-packages/torchgen/static_runtime/generator.py	has_alias   s   r   )sparse_sampled_addmmhspmmlinalg_svdvalssspaddmmcoalesce_indicesindices_valuesvaluescrow_indicescol_indicesfloor_dividegerconj_physicalbinary_cross_entropyarccoshcholeskylu_solvelinalg_choleskylinalg_householder_productlinalg_ldl_solve_compute_linear_combination
_make_dual
_fw_primal_index_reduce!_new_zeros_with_same_feature_meta_conj_physical binary_cross_entropy_with_logitsbincountconv_tbccopy
_copy_from_copy_from_and_resizecount_nonzerocudnn_affine_grid_generator$cudnn_affine_grid_generator_backwardcudnn_grid_sampler
diag_embed	embeddingembedding_dense_backward_embedding_bag_dense_backward*_embedding_bag_per_sample_weights_backwardgrid_sampler_2d_grid_sampler_2d_cpu_fallbackgrid_sampler_3disnanmkldnn_linearmedian	nanmedian_sparse_sparse_matmulbatch_norm_backward_elemt_euclidean_distpixel_shufflepixel_unshufflechannel_shuffle_reshape_nested_backwardrelupreluceluslice_scatterselect_scatterdiagonal_scattersum_mkldnn_transpose_nested_tensor_from_mask_nested_from_padded_nested_tensor_size&_nested_from_padded_and_nested_example_standard_gamma_grad_dirichlet_gradnative_norm_sparse_softmax_sparse_softmax_backward_data_sparse_log_softmax!_sparse_log_softmax_backward_datazero_sparse_addmmsparse_mask_sparse_mask_projection	_to_dense	_coalesce
_coalescedcopy_sparse_to_sparse	to_sparseto_sparse_csrto_sparse_csc	to_mkldnnquantize_per_tensor_dynamicquantize_per_channelq_per_channel_scalesq_per_channel_zero_pointsint_repr"_make_per_channel_quantized_tensorsetlift
lift_freshlift_fresh_copymasked_scatter_masked_softmax_masked_softmax_backwardputindex_reducetrace_cholesky_solve_helperdistmax_torch_cuda_cu_linker_symbol_opglu_jvpglu_backward_jvphardswish_backwardrrelu_with_noise_backward#mkldnn_adaptive_avg_pool2d_backward_adaptive_avg_pool2d_backward_adaptive_avg_pool3d_backwardisinflinalg_lu_solvelinalg_vecdotlinalg_matrix_explinalg_eigvalsh_test_warn_in_autograd%_test_autograd_multiple_dispatch_view*_test_autograd_multiple_dispatch_view_copy_segment_reduce_segment_reduce_backward_fw_primal_copy_make_dual_copyview_as_real_copyview_as_complex_copy
_conj_copy_neg_view_copydiagonal_copydetach_copysqueeze_copyt_copyunsqueeze_copy_indices_copy_values_copyindices_copyvalues_copycrow_indices_copycol_indices_copyccol_indicesccol_indices_copyrow_indicesrow_indices_copyunfold_copy
alias_copy_triton_multi_head_attentionspecial_airy_aispecial_bessel_j0special_bessel_j1special_bessel_y0special_bessel_y1special_chebyshev_polynomial_tspecial_chebyshev_polynomial_uspecial_chebyshev_polynomial_vspecial_chebyshev_polynomial_wspecial_hermite_polynomial_hspecial_hermite_polynomial_hespecial_laguerre_polynomial_lspecial_legendre_polynomial_pspecial_modified_bessel_i0special_modified_bessel_i1special_modified_bessel_k0special_modified_bessel_k1!special_scaled_modified_bessel_k0!special_scaled_modified_bessel_k1&special_shifted_chebyshev_polynomial_t&special_shifted_chebyshev_polynomial_u&special_shifted_chebyshev_polynomial_v&special_shifted_chebyshev_polynomial_wspecial_spherical_bessel_j0_foobar_nested_tensor_stridesgc                 C   s  d}d }t | tr| jj}| jj}n| jjjjj}| jj}t	| r*t
d| dS |tv r6t
d| dS | D ]}t|j}|sLt
d|  dS q:t | trjdtj|jdd krht
dt| dS d	S | jj D ]}t|j}|st
d| jj  dS qp| jst| d
rt|drt|jdsdS dtj|jdd krt
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)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funcr   namebaser   is_hand_writtenr   infoBLOCKED_OPSschema_order_argumentsivalue_type_conversion_methodtypecppreturns_typereturnscpp_typestr
functional
structuredhasattrendswithr   r   non_out)r   base_op_namer   r   maybe_methodr   r   r   is_supported   sZ   





r   arg_typec                 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
r1t| jts,dS | jj	}ndS ||vr9dS || }t| trF|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   r   r   r   r   elem)r   type_conversion_methodsbase_ty_objectmethodsr   r   r   r   !  s*   




r   )bitwise_notbitwise_and
bitwise_orbitwise_xorbitwise_left_shiftbitwise_right_shiftgcdlcmscattergather _convert_indices_from_coo_to_csr _convert_indices_from_csr_to_coo)view_as_realimag_conjop_namec                 C      | t v S N)should_use_int_tensor_ops_r  r   r   r   should_use_int_tensor_     r	  c                 C   r  r  )should_use_complex_tensor_ops_r  r   r   r   should_use_complex_tensorc  r
  r  )	addmv	index_addr   r   nll_loss_backwarddotvdotouterr+   )addmmmmnuclear_normdiag_addmm_activationmatrix_Htc                 C   s   | t v rdS | tv rdS dS )Nr         )test_tensor_dim_ops_1_test_tensor_dim_ops_2_r  r   r   r   test_tensor_dimy  s
   r  z{"view_as_complex": "{2, 2}"}test_tensor_shape_jsonc                 C   s   | t v rt |  S dS )Nr   )r  r  r   r   r   test_tensor_shape  s   r   indexc                 C   s  t |}|dkr.|dkrdnd}t|}t|t| }||d 7 }dd| g|  }t|r9d| d	}nt|rDd
| 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ri| j}	nt| trtt| jtsvJ | jj}	|	|v sJ d||	 }
|
S )Nr   r      @   r  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)r   r  mathceilfloatjoinr	  r  r   r   r   r   r   r   r   r   r   r   r   r   )r   r!  r  tensor_size_exnum_tensorsnum_dimsize_per_dimtensor_expressionvalue_expressionsr   value_expressionr   r   r   test_value_expression  s:   	
r4  schemac           	      C   s   |   rJ | jjj}i }|  D ]}t|j||}|||j< qt||| g }| D ]\}}|	d| | d|  q-d
|d S )Nzauto z = ;
    ;)	is_out_fnr   r   r   r4  r   r   override_test_valuesitemsappendr,  )	r5  r!  schema_namearg_mapr   test_value_exparg_populationsarg_name	arg_valuer   r   r   generate_test_value_definitions  s   
rB  c                    s(   |   rJ d fdd|  D S )Nr$  c                 3   s    | ]
}|j    V  qd S r  r   .0r   r!  r   r   	<genexpr>  s    z,generate_test_value_names.<locals>.<genexpr>)r8  r,  r   )r5  r!  r   rF  r   generate_test_value_names  s   rH  r   r   r+  r   r   c                    s4   dt dtttt f fdd  fdd|  D S )Nr   r   c                 S   sd   | j }d}t|tr|j}d}t|tsJ d }|jtv r"t|j }|r+|r+| d}d| j |fS )NFT?%)r   r   r   r   r   r   /generate_test_ir_arguments_base_ty_to_type_str_)r   r  add_optionaltype_strr   r   r   ir_argument  s   



z/generate_test_ir_arguments.<locals>.ir_argumentc                    s   g | ]} |qS r   r   rD  rN  r   r   
<listcomp>  s    z.generate_test_ir_arguments.<locals>.<listcomp>)r	   r   r   r   r   )r5  r   rO  r   generate_test_ir_arguments  s   rQ  c                 C   sr   g }t |  D ])\}}t|j}|sJ |\}}|rdnd}|d| d|j d| d|  qd|d S )	N&r   z
const auto z = p_node->Input(z).r6  r7  )	enumerater   r   r   r;  r   r,  )r5  r?  ir   r   is_referencetype_conversion_method	referencer   r   r   generate_arg_extraction  s   
rY  backend_indexc                 C   .   | | j}| js|d u rt| jjS |jS r  )
get_kernelr   r   r   r   r   kernelr   rZ  r]  r   r   r   get_kernel_name     r_  c                 C   r[  r  )r\  r   r   r   r   r   r]  r^  r   r   r   get_out_kernel_name  r`  ra  c                 C   s\   | j j}| r
J t| |}dd | D }| jrdnd}d| d| dd| d	S )
Nc                 s       | ]}|j V  qd S r  rC  rD  r   r   r   rG        z0generate_non_out_variant_call.<locals>.<genexpr>cpunativeat::::(r$  r%  )r   r   r8  r_  r   r   r,  )r   rZ  r5  kernel_name	arg_namesnamespace_namer   r   r   generate_non_out_variant_call   s   
rl  c                 C   s\   | j j}t|}|| j }|r|j}dd | D }d}d| d| dd| dS )	Nc                 s   rb  r  rC  rD  r   r   r   rG    rc  z,generate_call_to_view_ops.<locals>.<genexpr>re  rf  rg  rh  r$  r%  )r   r   r   r   r\  r]  r   r,  )r   rZ  r5  ri  r]  rj  rk  r   r   r   generate_call_to_view_ops  s   
rm  c                 C   s   | j j}| s
J g }t| |}| jrdd |jj D }ng }|jjD ]}t|tr3|	|j
j q$t|ts:J |	|j q$| jsXt|jj dksNJ |	|jj d j d|}| jrbdnd}d| d	| d
| dS )Nc                 S   s   g | ]}|j qS r   rC  )rE  out_argr   r   r   rP  !  s    z-generate_out_variant_call.<locals>.<listcomp>r   r   r$  rd  re  rf  rg  rh  r%  )r   r   r8  ra  r   r   r   r   r   r;  argumentr   r	   lenr,  )r   rZ  r5  rj  ri  r   cpp_arg_namesrk  r   r   r   generate_out_variant_call  s$   


rr  )zisin.Scalar_Tensorr  r  r  r  histcl1_lossmulti_margin_lossmultilabel_margin_lossnll_loss
nll_loss2dprodc                 C   s"   t | }|d |d }|tvS )Nrh  )r   findno_memory_resize_ops)r5  
schema_strtype_variant_op_namer   r   r   should_check_resizeD  s   r~  c                 C   s   | j jjjjS r  )r   r   r   r   )r   r   r   r   op_name_from_groupJ  s   r  c                   @   sl   e Zd Zdee dedefddZdee dedefddZ	dededefd	d
Z
dededefddZdS )GenOpDispatchergroupsrZ  r   c           	   	   C   s   |sdS g }|D ].}t |  t|sJ t|tsJ | ||}|| W d    n1 s1w   Y  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   r   r   r   out_variant_op_generatorr;  r  r,  	selfr  rZ  generated_type_variantsr   generated_type_variantr  body	generatedr   r   r   out_variantO  s*   


zGenOpDispatcher.out_variantc           	   	   C   s   |sdS g }|D ].}t |  t|sJ t|tsJ | ||}|| W d    n1 s1w   Y  qt|d }d|}d| d| d| d}|S )Nr   r   r  z-
REGISTER_NATIVE_OPERATOR_FUNCTOR(
    aten::r  r  r  )	r   r   r   r   view_op_generatorr;  r   func_name_base_strr,  r  r   r   r   r   i  s*   


zGenOpDispatcher.viewr   c           
      C   s   |j }t|j}t|j j}t||}t|jjjjdksJ t|jjjjd j}t	||}d| d| d| d| d| d| d	}	|	S )
Nr   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   r   rY  rl  rp  r   r   r   rr  )
r  r   rZ  r   r5  populated_argumentfunctional_variant_callout_variable_name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   r   r   rY  rm  )r  r   rZ  r5  r  r  r  r   r   r   r    s   
z!GenOpDispatcher.view_op_generatorN)__name__
__module____qualname__r   r   r
   r   r  r   r   r  r  r   r   r   r   r  N  s:    


r  c                   @   s\   e Zd Zdee defddZdee defddZdedefdd	Z	dedefd
dZ
dS )GenOpTestCaser  r   c              	   C   v   |sdS g }|D ]-}t | t|sJ t|tsJ | |}|| W d    n1 s0w   Y  qd|S Nr   r  )r   r   r   r   "out_variant_op_test_case_generatorr;  r,  r  r  r  r   r  r   r   r   r       


zGenOpTestCase.out_variantc              	   C   r  r  )r   r   r   r   view_op_test_case_generatorr;  r,  r  r   r   r   r     r  zGenOpTestCase.viewr   c                 C   s8  |j j}t|}|ddksJ |d |d dd}t|}||s)J t|}ddd |D }ddd |D }t	|j
d	kr[t|j
d jtr[|j
d jjtju s]J t|d}	t|d}
t|d	}t|d	}t|rwd
nd}d| d| d| d| d|	 d|
 d| d| d| d| d}|S )Nrh  r   ._, c                 s   .    | ]\}}|d u r|n| d| V  qd S Nz: r   rE  r@  r   r   r   r   rG    
    
zCGenOpTestCase.out_variant_op_test_case_generator.<locals>.<genexpr>c                 s       | ]\}}|V  qd S r  r   rE  r@  r  r   r   r   rG        r   truer'  
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   r   r   rz  replacer  
startswithrQ  r,  rp  r   r   r   r   r   r   r   rB  rH  r~  )r  r   r5  r|  r}  r  	arg_typesarg_declarationsrj  test_value_definitionstest_value_namestest_value_definitions2test_value_names2check_resizer  r   r   r   r    sX   




z0GenOpTestCase.out_variant_op_test_case_generatorc                 C   s   |j j}t|}|ddksJ |d |d dd}|j j}||s)J t|}ddd |D }ddd |D }t	|j
d	kr[t|j
d jtr[|j
d jjtju s]J t|d}	t|d}
d
| d| d| d| d|	 d|
 d}|S )Nrh  r   r  r  r  c                 s   r  r  r   r  r   r   r   rG    r  z<GenOpTestCase.view_op_test_case_generator.<locals>.<genexpr>c                 s   r  r  r   r  r   r   r   rG    r  r   r  r  r  r  r  z(};
  testStaticRuntime(script, args);
}
)r   r   r   rz  r  r   r  rQ  r,  rp  r   r   r   r   r   r   r   rB  rH  )r  r   r5  r|  r}  r  r  r  rj  r  r  r  r   r   r   r    sB   


z)GenOpTestCase.view_op_test_case_generatorN)r  r  r  r   r   r   r  r   r   r  r  r   r   r   r   r    s
    0r  )Hjsonloggingr)  typingr   r   r   r   r   r   torchgen.api.cppapir   torchgen.contextr   torchgen.modelr	   r
   r   r   r   r   r   r   r   r   r   torchgen.static_runtimer   	getLoggerr   Logger__annotations__r   r   	frozensetr   r   r   r   r  r  r	  r  r  r  r   r  test_tensor_shapes_stringloadsr  r   r4  rB  rH  r   r+  r   r   rK  rQ  rY  r_  ra  rl  rm  rr  r{  r~  r  r  r  r   r   r   r   <module>   s   
  4
 ><
+
'



^