
    ci]                    2   d dl mZ d dlZd dlZd dlZd dlmZmZmZm	Z	 d dl
Z
d dlZd dlZd dlmZ d dlZd dlmZ d dlmZ d dlmZ ddlmZ d d	lmZ d
dlmZ d
dlmZ e G d d             Z  G d d      Z! G d d      Z" ed       G d d             Z#d Z$d Z%d Z&d Z'd Z( ejR                  e'ejT                  g      Z+ ejR                  e'ejX                  g      Z- ejR                  e(ej\                  g      Z/ G d d      Z0 G d d       Z1d! Z2d" Z3d# Z4 G d$ d%      Z5 G d& d'e5      Z6 G d( d)e5      Z7d* Z8d+ Z9d, Z:d- Z;d. Z< e1       Z= ee=      Z>d/ Z?d0 Z@ G d1 d2      ZA G d3 d4ej                        ZC G d5 d6      ZD G d7 d8      ZEy)9    )annotationsN)TupleListDictCallable)	dataclass)TritonSemantic)TensorDescriptor   )InterpreterError)partial   )interpreter)irc                  n    e Zd ZU dZded<   ded<    ej                  e      Zded<   d	 Z	d
 Z
d Zd Zy)TensorHandlez
        data: numpy array
        dtype: triton type, either pointer_type or scalar_type.
        we don't store block_type here because the shape information is already available in the data field
        attr: a dictionary of attributes
    znp.arraydataztl.dtypedtype)default_factoryr   attrc                H    t        | j                  j                               S N)boolr   allselfs    T/var/www/html/engine/venv/lib/python3.12/site-packages/triton/runtime/interpreter.py__bool__zTensorHandle.__bool__#   s    DIIMMO$$    c                h    | j                   }t        |d      r|j                  }t        |d      r|S )N
element_ty)r   hasattrr!   )r   r   s     r   get_element_tyzTensorHandle.get_element_ty&   s1    

e\*$$E e\*r   c                ^    t        | j                  j                         | j                        S r   )r   r   copyr   r   s    r   clonezTensorHandle.clone,   s    DIINN,djj99r   c                "    || j                   |<   y r   )r   )r   keyvalues      r   set_attrzTensorHandle.set_attr/   s    		#r   N)__name__
__module____qualname____doc____annotations__dataclassesfielddictr   r   r#   r&   r*    r   r   r   r      s>     NO"""48D$8%:r   r   c                      e Zd Zd Zd Zy)BlockPointerHandlec                X    || _         || _        || _        || _        || _        || _        y r   )baseshapestridesoffsetsblock_shapeorder)r   r7   r8   r9   r:   r;   r<   s          r   __init__zBlockPointerHandle.__init__5   s-    	
&
r   c                f   | j                   j                         }|j                  dz  }t        j                  | j                   j
                  | j                        }t        j                  | j                  t              }t        t        | j                              D ]  }dgt        | j                        z  }| j                  |   ||<   | j                  |   j
                  t        j                  | j                  |         z   j                  |      }|||z  | j                  |   j
                  z  j                  t        j                         z   }||v s||| j"                  |   j
                  k  z  |dk\  z  } t%        || j                   j&                  j(                        }||fS )N   r   r   r   )r7   r#   primitive_bitwidthnpbroadcast_tor   r;   onesr   rangelenr:   arangereshaper9   astypeuint64r8   r   r   scalar)	r   boundary_checkdtype_ttn_bytesptrsmasksdim
bcast_dimsoffs	            r   materialize_pointersz'BlockPointerHandle.materialize_pointers=   sb   99++---2tyy~~t/?/?@((5T--./ 	JCs4#3#344J"..s3JsO<<$))BIId6F6Fs6K,LLUUV`aC7S=4<<+<+A+AAII"))TTDn$tzz#';';!;<qI	J D$))//"8"89U{r   N)r+   r,   r-   r=   rT   r3   r   r   r5   r5   3   s    r   r5   c                  &    e Zd Z	 	 ddZd ZddZy)TensorDescHandlec                j    || _         t        |      | _        || _        || _        || _        || _        y r   )r7   rF   ndimr8   r9   r;   padding)r   r7   r8   r9   r;   rY   s         r   r=   zTensorDescHandle.__init__O   s1    	J	
&r   c                   | j                   j                  j                         dz  dk(  sJ d       t        | j                        | j
                  k(  sJ t        | j                        | j
                  k(  sJ | j
                  dk\  sJ d       | j                  d d D ])  }|j                  j                         dz  dk(  r$J d        | j                  d   j                  j                         dk(  sJ d       y )	N   r   zbase must be 16-byte alignedr   z"descriptor cannot be 0 dimensionalzstride must be 16-byte alignedzlast dim must be contiguous)r7   r   itemrF   r9   rX   r;   )r   strides     r   validatezTensorDescHandle.validateX   s    yy~~""$r)Q.N0NN.4<< DII---4##$		111yyA~CCC~ll3B' 	RF;;##%*a/Q1QQ/	R||B$$))+q0O2OO0r   c                   t        |      | j                  k(  sJ | j                  j                  j                  }|j
                  dz  }|d   j                  |z  dz  dk(  sJ d       t        j                  | j                  j                  | j                        }t        j                  | j                  t              }t        t        | j                              D ]  }dgt        | j                        z  }| j                  |   ||<   ||   j                  t        j                  | j                  |         z   j                  |      }|||z  | j                  |   j                  z  j!                  t        j"                        z   }|d|k  z  || j$                  |   j                  k  z  } |j                  t        j"                  k(  sJ t'        || j                  j                  j(                        }||fS )Nr?   r\   r[   r   z*block offset start must be 16-byte alignedr@   r   )rF   rX   r7   r   r!   rA   r   rB   rC   r;   rD   r   rE   rG   rH   r9   rI   rJ   r8   r   rK   )	r   r:   	scalar_tyitemsizerO   rP   rQ   rR   rS   s	            r   rT   z%TensorDescHandle.materialize_pointersb   s   7|tyy(((IIOO..	//14  8+r1Q6d8dd6tyy~~t/?/?@((5T--./ 	FCs4#3#344J"..s3JsO3<$$ryy1A1A#1F'GGPPQ[\C8c>DLL,=,B,BBJJ299UUDQ#X&#

30D0D*DEE	F zzRYY&&&D$))//"8"89U{r   N)r7   r   r8   List[TensorHandle]r9   rc   r;   	List[int])r:   rc   )r+   r,   r-   r=   r_   rT   r3   r   r   rV   rV   M   s    'Pr   rV   T)frozenc                      e Zd ZU dZded<   dZded<   dZded<   dZd	ed
<   dZded<   dZ	ded<   dZ
d	ed<   dZded<   dZded<   dZd	ed<   y)InterpreterOptionsNr2   extern_libsFr   debugTsanitize_overflowstrarch)fp8e5fp8e5b16fp8e4nvfp8e4b8fp8e4b15z
Tuple[str]supported_fp8_dtypesr3   !deprecated_fp8_dot_operand_dtypestf32default_dot_input_precision)rt   tf32x3ieeeallowed_dot_input_precisionsr   intmax_num_imprecise_acc_defaultr   backend_name)r+   r,   r-   rh   r/   ri   rj   rl   rr   rs   ru   rx   rz   r{   r3   r   r   rg   rg   u   sl    KE4"t"D#'^*^46%z6'--/I *I)*!3*%L#%r   rg   c                   | t         j                  k(  rt         j                  S | t         j                  k(  rt         j                  S | t         j
                  k(  rt         j                  S | t         j                  k(  rt         j                  S | S r   )	rB   uint8int8uint16int16uint32int32rJ   int64r@   s    r   _get_signed_np_dtyper      s[    ww		xx		xx		xxLr   c                `   t        | t        j                        r#t        j                  t        j
                        S i t        j                  t        j                  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                        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                        i}t        | t        j0                        rVt        | j2                  t        j                        r#t        j                  t        j
                        S || j2                     S ||    S r   )
isinstancetlpointer_typerB   r   rJ   int1r   float16float32float64r~   r}   r   r   r   r   r   bfloat16float8e5float8e5b16
float8e4nv
float8e4b8float8e4b15
block_typer!   )tt_dtypenp_typess     r   _get_np_dtyper      s~   (BOO,xx		""
$


BHHRZZ( 	

BHHRZZ( 	

BHHRZZ(	
 	"''" 	"((288$ 	"((288$ 			288BII& 	"((288$ 			288BII& 	"((288$ 			288BII& 	RXXbii(  	RXXbhh'!" 	*#$ 	rxx)%& 	rxx)'( 	*)H, (BMM*h))2??;88BII&&++,,Hr   c                   t        t        d|j                         }t        t        d|j                         }t        j                  | j	                         |      }||j                  dz
  z	  dz  }|j                  |j
                  z
  dz
  }|j                  |j
                  z
  dz
  }	|d|j
                  z  dz
  z  }
|j                  }|j                  }||j
                  z	  d|z  dz
  z  j                  t        j                        }|dk(  }t        j                  |      rt        j                  |t        j                        }t        |j
                        D ]  }|
|z	  dz  }|j
                  |z
  ||dk(  <   ! |
dk(  }d||   z
  ||<   ||z
  |||z  <   |
|   ||   z  d|j
                  z  dz
  z  |
|<   t        j                  dt        j                  ||z
  |z   d|	z  dz
              }|j                  |      }|j                  |      }|j                  |j                  kD  r|
|j
                  |j
                  z
  z	  d|j
                  z  dz
  z  }|t        j                  j                   k(  r*|
d|j
                  |j
                  z
  dz
  z  z  }||dkD  z   }|j                  |      }n>|
j                  |      |j
                  |j
                  z
  z  d|j
                  z  dz
  z  }|dk(  }t        j                  |      r||j
                  z	  d|z  dz
  z  j                  t        j                        }|dk7  }||z  }t        j                  |t        j                        }d|z
  ||   |z
  z
  ||<   ||   ||   z	  d|j
                  ||   z
  z  z  ||<   ||j                  dz
  z  ||j
                  z  z  |z  }|j#                  | j$                        S )Nuintr@   r   r   )getattrrB   rA   
frombuffertobytesfp_mantissa_widthexponent_biasrI   r   any
zeros_likerE   maximumminimum_irROUNDING_MODERTNErH   r8   )inputinput_dtypeoutput_dtyperounding_modeinput_uint_dtypeoutput_unint_dtype	input_binsigninput_exponent_widthoutput_exponent_widthsignificand
bias_inputbias_outputexponentsubnormal_indexbit_posi	bit_indexzero_significand_indexexponent_outputsign_outputsignificand_outputcut_offnon_zero_exponent_indexshiftoutputs                             r   _convert_floatr      s+   rT+*H*H)I#JK tL,K,K+L%MNemmo5EFI+881<=ED&99K<Y<YY\]](;;l>\>\\_``[%B%B BaGHK**J,,Kk;;;FZAZ^_@_`hhikiqiqrH!mO	vvo
 --	:{445 	HA%*d2I&1&C&Ca&GGIN#	H "-!1$%(@$@!=G+=U'/9:(3O(DP_H`(`+///14(6O$ jjBJJ:0E0SWX\qWquvVv$wxO%,,-?@O++01K%%(G(GG)k.K.KlNlNl.lm,000A57C--222!Q;+H+H<KiKi+ilm+m%noG!3w{!C/667IJ)001CD+==@]@]]_#$(F(F#F!"KM &*O	vvo
 +"?"??QJ^E^bcDcdllmomumuv"*a-),CCirxx8"#k/h6OR\6\!]o/A//RV[\kVl/l,0053IIJ/L?+l==AB<999;=OPF>>%++&&r   c                ,    t        j                  |       S r   )matherfxs    r   _erfr      s    88A;r   c                6    t        |       t        |      z  dz	  S )N@   )ry   )abs     r   
_umulhi_64r      s     FSVO""r   )otypesc                      e Zd Zed        Zy)ExtraFunctionsc                x    t        j                  |j                  j                  | j                  ||      |      S r   )r   tensorbuildercreate_fp_to_fphandle)r   dst_tyfp_downcast_rounding	_semantics       r   _convert_custom_typesz$ExtraFunctions._convert_custom_types  s.    yy**::5<<Qefhnoor   N)r+   r,   r-   staticmethodr   r3   r   r   r   r      s    p pr   r   c                  t   e Zd Zej                  j
                  ej                  j
                  ej                  j                  ej                  j                  ej                  j                  ej                  j                  ej                  j                  ej                  j                  iZ
ej                  j                  ej                  j                  ej                  j                  ej                  j                  ej                  j                  ej                  j                  ej                  j                   ej                  j                   ej                  j"                  ej                  j"                  ej                  j$                  ej                  j$                  ej                  j&                  ej                  j&                  ej                  j(                  ej                  j(                  ej                  j*                  ej                  j*                  ej                  j,                  ej                  j,                  i
ZddZd Zd Zd Zd Zd Zd Zd Zd	 Z d
 Z!d Z"d Z#d Z$d Z%d Z&d Z'd Z(d Z)d Z*d Z+d Z,d Z-d Z.d Z/d Z0d Z1d Z2d Z3d Z4d Z5d Z6d  Z7d! Z8d" Z9d# Z:d$ Z;d% Z<d& Z=d' Z>d( Z?d) Z@d* ZAd+ ZBd, ZCd- ZDd. ZEd/ ZFd0 ZGd1 ZHd2 ZId3 ZJd4 ZKd5 ZLd6 ZMd7 ZNd8 ZOd9 ZPd: ZQd; ZRd< ZSd= ZTd> ZUd? ZVd@ ZWdA ZXdB ZYdC ZZdD Z[dE Z\dF Z]dG Z^dH Z_dI Z`dJ ZadK ZbdL ZcdM ZddN ZedO ZfdP ZgdQ ZhdR ZidS ZjdT ZkdU ZldV ZmdW ZndX ZodY ZpdZ Zqd[ Zrd\ Zsd] Ztd^ Zud_ Zvd` Zwda Zxdb Zydc Zzdd Z{de Z|eKZ}eKZ~df Zdg Zdh Zdi Zdj Zdk Zdl Zdm Zdn Zdo Zdp Zdq Zdr Zds Zdt Zdu Zdv Zdw Zdx Zdy Zdz Zd{ Zd| Zd} Zd~ Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Zd Z	 d	 	 	 	 	 ddZddZddZddZ	 	 ddZd Zy)InterpreterBuilderc                    d | _         t               | _        i | _        t        j
                  | j                  d<   d | j                  d<   y )Nconvert_custom_typesc                     y)N)r   r   r   r3   )lhsTyperhsTypes     r   <lambda>z-InterpreterBuilder.__init__.<locals>.<lambda>   s    r   min_dot_size)rl   rg   optionscodegen_fnsr   r   r   s    r   r=   zInterpreterBuilder.__init__  sB    	)+3A3W3W/0+M(r   c                    || j                   d   k  st        d      || j                   d   k  st        d      || j                   d   k  st        d      |||f| _        y )Nr   zx >= grid_dim[0]r   zy >= grid_dim[1]r   zz >= grid_dim[2])grid_dim
ValueErrorgrid_idxr   r   yzs       r   set_grid_idxzInterpreterBuilder.set_grid_idx"  sf    4==##/004==##/004==##/00Aq	r   c                    |||f| _         y r   )r   )r   nxnynzs       r   set_grid_dimzInterpreterBuilder.set_grid_dim+  s    Rr   c                "    t         j                  S r   )r   r   r   s    r   get_half_tyzInterpreterBuilder.get_half_ty0      zzr   c                "    t         j                  S r   )r   r   r   s    r   get_bf16_tyzInterpreterBuilder.get_bf16_ty3      {{r   c                "    t         j                  S r   )r   r   r   s    r   get_float_tyzInterpreterBuilder.get_float_ty6  r   r   c                "    t         j                  S r   )r   r   r   s    r   get_double_tyz InterpreterBuilder.get_double_ty9  r   r   c                "    t         j                  S r   )r   r   r   s    r   get_int1_tyzInterpreterBuilder.get_int1_ty<      wwr   c                "    t         j                  S r   )r   r~   r   s    r   get_int8_tyzInterpreterBuilder.get_int8_ty?  r   r   c                "    t         j                  S r   )r   r}   r   s    r   get_uint8_tyzInterpreterBuilder.get_uint8_tyB      xxr   c                "    t         j                  S r   )r   r   r   s    r   get_int16_tyzInterpreterBuilder.get_int16_tyE  r  r   c                "    t         j                  S r   )r   r   r   s    r   get_uint16_tyz InterpreterBuilder.get_uint16_tyH      yyr   c                "    t         j                  S r   )r   r   r   s    r   get_int32_tyzInterpreterBuilder.get_int32_tyK  r  r   c                "    t         j                  S r   )r   r   r   s    r   get_uint32_tyz InterpreterBuilder.get_uint32_tyN  r  r   c                "    t         j                  S r   )r   r   r   s    r   get_int64_tyzInterpreterBuilder.get_int64_tyQ  r  r   c                "    t         j                  S r   )r   rJ   r   s    r   get_uint64_tyz InterpreterBuilder.get_uint64_tyT  r  r   c                "    t         j                  S r   )r   r   r   s    r   get_fp8e4nv_tyz!InterpreterBuilder.get_fp8e4nv_tyW      }}r   c                "    t         j                  S r   )r   r   r   s    r   get_fp8e4b15_tyz"InterpreterBuilder.get_fp8e4b15_tyZ      ~~r   c                "    t         j                  S r   )r   r   r   s    r   get_fp8e4b8_tyz!InterpreterBuilder.get_fp8e4b8_ty]  r  r   c                "    t         j                  S r   )r   r   r   s    r   get_fp8e5_tyzInterpreterBuilder.get_fp8e5_ty`  r   r   c                "    t         j                  S r   )r   r   r   s    r   get_fp8e5b16_tyz"InterpreterBuilder.get_fp8e5b16_tyc  r  r   c                .    t        j                  ||      S r   )r   r   )r   elt_ty
addr_spaces      r   
get_ptr_tyzInterpreterBuilder.get_ptr_tyf  s    vz22r   c                .    t        j                  ||      S r   )r   r   )r   r   r8   s      r   get_block_tyzInterpreterBuilder.get_block_tyi  s    }}UE**r   c                ~    t        t        j                  |gt        j                        t        j
                        S Nr@   )r   rB   arraybool_r   r   r   r)   s     r   get_int1zInterpreterBuilder.get_int1l  s$    BHHeWBHH=rwwGGr   c                ~    t        t        j                  |gt        j                        t        j                        S r"  )r   rB   r#  r}   r   r%  s     r   	get_uint8zInterpreterBuilder.get_uint8o  $    BHHeWBHH=rxxHHr   c                ~    t        t        j                  |gt        j                        t        j                        S r"  )r   rB   r#  r~   r   r%  s     r   get_int8zInterpreterBuilder.get_int8r  s$    BHHeWBGG<bggFFr   c                ~    t        t        j                  |gt        j                        t        j                        S r"  )r   rB   r#  r   r   r%  s     r   
get_uint16zInterpreterBuilder.get_uint16u  $    BHHeWBII>		JJr   c                ~    t        t        j                  |gt        j                        t        j                        S r"  )r   rB   r#  r   r   r%  s     r   	get_int16zInterpreterBuilder.get_int16x  r)  r   c                ~    t        t        j                  |gt        j                        t        j                        S r"  )r   rB   r#  r   r   r%  s     r   
get_uint32zInterpreterBuilder.get_uint32{  r.  r   c                ~    t        t        j                  |gt        j                        t        j                        S r"  )r   rB   r#  r   r   r%  s     r   	get_int32zInterpreterBuilder.get_int32~  r)  r   c                ~    t        t        j                  |gt        j                        t        j                        S r"  )r   rB   r#  rJ   r   r%  s     r   
get_uint64zInterpreterBuilder.get_uint64  r.  r   c                ~    t        t        j                  |gt        j                        t        j                        S r"  )r   rB   r#  r   r   r%  s     r   	get_int64zInterpreterBuilder.get_int64  r)  r   c                ~    t        t        j                  |gt        j                        t        j                        S r"  )r   rB   r#  r   r   r%  s     r   get_fp16zInterpreterBuilder.get_fp16  $    BHHeWBJJ?LLr   c                ~    t        t        j                  |gt        j                        t        j                        S r"  )r   rB   r#  r   r   r%  s     r   get_fp32zInterpreterBuilder.get_fp32  r;  r   c                ~    t        t        j                  |gt        j                        t        j                        S r"  )r   rB   r#  r   r   r%  s     r   get_fp64zInterpreterBuilder.get_fp64  r;  r   c                X    t        t        j                  dgt        |            |      S Nr   r@   )r   rB   r#  r   )r   types     r   get_null_valuez!InterpreterBuilder.get_null_value  s!    BHHaSd0CDdKKr   c                    | j                   t        d      t        t        j                  | j                   |   gt        j
                        t        j
                        S )Nzgrid_idx is Noner@   )r   r   r   rB   r#  r   r   r   axiss     r   create_get_program_idz(InterpreterBuilder.create_get_program_id  sD    == /00BHHdmmD&9%:"((KRXXVVr   c                    t        t        j                  | j                  |   gt        j                        t
        j                        S r"  )r   rB   r#  r   r   r   rE  s     r   create_get_num_programsz*InterpreterBuilder.create_get_num_programs  s.    BHHdmmD&9%:"((KRXXVVr   c                    t        t        j                  |j                  t              t
        j                        }d }| j                  ||||||      S r"  )r   rB   	ones_liker   r   r   r   create_masked_load)r   ptr_0_1is_volatilemaskothers          r   create_loadzInterpreterBuilder.create_load  sA    BLL>H&&sD%RMMr   c                    t        t        j                  |j                  t              t
        j                        }| j                  |||d d       S r"  )r   rB   rK  r   r   r   r   create_masked_store)r   rM  valrN  rO  rQ  s         r   create_storezInterpreterBuilder.create_store  s:    BLL>H''S$dCCr   c                   |j                         }t        |      }|+t        t        j                  |j
                  |      |      }t        j                  |j
                  |j
                  |j
                  |      }	t        |	|      S r"  )r#   r   r   rB   r   r   _interpreterload)
r   rO   rQ  rR  cache_modifiereviction_policyrP  rM   dtype_nprets
             r   rL  z%InterpreterBuilder.create_masked_load  si    &&( *= tyy!I8TE		499ejj(KC**r   c                l    t        j                  |j                  |j                  |j                        S r   )rY  storer   )r   rO   r)   rQ  r[  r\  s         r   rU  z&InterpreterBuilder.create_masked_store  s#    !!$))UZZCCr   c                   |j                   j                  }|j                  }|t        j                  k(  r|t        j                  k(  s&|t        j                  k(  rY|t        j                  k(  rFt        |j                  ||d       j                  t        |            }t        ||j                        S t        |j                  j                  t        |            |j                        S r   )r   rK   r   r   r   r   r   viewr   r   rI   )r   srcdst_typesrc_element_typedst_element_typer   s         r   	cast_implzInterpreterBuilder.cast_impl  s    99++#??+0@BJJ0N

*/?2;;/N!#((,<>NPTUZZ[hiq[rsDhoo66h0G H(//ZZr   c                &    | j                  ||      S r   rg  r   rc  rd  s      r   r   zInterpreterBuilder.<lambda>      $..h2O r   c                &    | j                  ||      S r   ri  rj  s      r   r   zInterpreterBuilder.<lambda>  rk  r   c                &    | j                  ||      S r   ri  rj  s      r   r   zInterpreterBuilder.<lambda>  rk  r   c                &    | j                  ||      S r   ri  rj  s      r   r   zInterpreterBuilder.<lambda>  rk  r   c                &    | j                  ||      S r   ri  rj  s      r   r   zInterpreterBuilder.<lambda>  s    sH0M r   c                &    | j                  ||      S r   ri  rj  s      r   r   zInterpreterBuilder.<lambda>  rk  r   c                &    | j                  ||      S r   ri  )r   rc  rd  	is_signeds       r   r   zInterpreterBuilder.<lambda>  s    T^^CQY=Z r   c                    |j                   j                  }|j                  }t        |j                  |||      j	                  t        |            }t        ||j                        S r   )r   rK   r   r   rb  r   r   )r   rc  rd  r   re  rf  r   s          r   r   z"InterpreterBuilder.create_fp_to_fp  sU    99++#??chh(8:JMZ__`mnv`wxD(//22r   c                r    t        |j                  j                  t        |            |j                        S r   )r   r   rb  r   rK   rj  s      r   create_bitcastz!InterpreterBuilder.create_bitcast  s%    CHHMM-*ABHOOTTr   c                x    t         ||j                  |j                        |j                  j                        S r   r   r   r   rK   )r   lhsrhsops       r   	binary_opzInterpreterBuilder.binary_op  s(    Bsxx2CII4D4DEEr   c                D    | j                  ||t        j                        S r   r{  rB   addr   rx  ry  s      r   r   zInterpreterBuilder.<lambda>  s    S"&&)I r   c                D    | j                  ||t        j                        S r   r{  rB   multiplyr  s      r   r   zInterpreterBuilder.<lambda>      S"++)N r   c                D    | j                  ||t        j                        S r   r{  rB   divider  s      r   r   zInterpreterBuilder.<lambda>  s    S")))L r   c                D    | j                  ||t        j                        S r   r{  rB   fmodr  s      r   r   zInterpreterBuilder.<lambda>      S"'')J r   c                D    | j                  ||t        j                        S r   r{  rB   subtractr  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>      sC(M r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  s    S"))1T r   c                &    | j                  ||      S r   create_idivr  s      r   r   zInterpreterBuilder.<lambda>      )9)9#s)C r   c                &    | j                  ||      S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r}  r  s      r   r   zInterpreterBuilder.<lambda>  s    sC(H r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   )r{  rB   
left_shiftr  s      r   r   zInterpreterBuilder.<lambda>  s    sC(O r   c                D    | j                  ||t        j                        S r   )r{  rB   right_shiftr  s      r   r   zInterpreterBuilder.<lambda>  s    S"..)Q r   c                D    | j                  ||t        j                        S r   r{  rB   r   r  s      r   r   zInterpreterBuilder.<lambda>      $..c2::*N r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>      T^^Cbjj-Q r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>      DNN3RZZ,P r   c                D    | j                  ||t        j                        S r   r{  rB   r   r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r{  rB   
less_equalr  s      r   r   zInterpreterBuilder.<lambda>      DNN3R]],S r   c                D    | j                  ||t        j                        S r   r{  rB   lessr  s      r   r   zInterpreterBuilder.<lambda>      DNN3RWW,M r   c                D    | j                  ||t        j                        S r   r{  rB   greater_equalr  s      r   r   zInterpreterBuilder.<lambda>      DNN3REUEU,V r   c                D    | j                  ||t        j                        S r   r{  rB   greaterr  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r{  rB   equalr  s      r   r   zInterpreterBuilder.<lambda>  s    4>>#sBHH+M r   c                D    | j                  ||t        j                        S r   r{  rB   	not_equalr  s      r   r   zInterpreterBuilder.<lambda>  s    4>>#sBLL+Q r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>      DNN3RXX,N r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>      DNN3R\\,R r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   r  r  s      r   r   zInterpreterBuilder.<lambda>  r  r   c                D    | j                  ||t        j                        S r   )r{  rB   bitwise_andr  s      r   r   zInterpreterBuilder.<lambda>      sC(P r   c                D    | j                  ||t        j                        S r   )r{  rB   bitwise_xorr  s      r   r   zInterpreterBuilder.<lambda>   r  r   c                D    | j                  ||t        j                        S r   )r{  rB   
bitwise_orr  s      r   r   zInterpreterBuilder.<lambda>  s    t~~c3'N r   c                    t        |j                  t        j                  |j                  |j                        z
  |j                  z  |j                  j
                        S r   )r   r   rB   r  r   rK   r  s      r   r  zInterpreterBuilder.create_idiv  sC     SXX#(((CCPRUR[R[RbRbccr   c                @   t        |j                  j                        }t        |j                  j                        }|j                  j                  |      |_        |j                  j                  |      |_        | j	                  ||t
        j                        S r   )r   r   r   rI   r{  rB   r  )r   rx  ry  	lhs_dtype	rhs_dtypes        r   create_ashrzInterpreterBuilder.create_ashr  se    (8	(8	88??9-88??9-~~c377r   c                R   |j                   j                  }|t        j                  k(  s|t        j                  k(  r>t        t        |j                   |j                         |j                  j                        S t        t        d|j                  dz  dz         }|j                   j                  |      }|j                   j                  |      }t        j                  ||      |j                  dz  z	  }t        |j                  |      |j                  j                        S )Nr   r?   r   )r   r   rB   r   rJ   r   np_umulhi_u64rK   r   rb   rI   r  )r   rx  ry  r   compute_dtypelhs_datarhs_dataret_datas           r   create_umulhiz InterpreterBuilder.create_umulhi  s    BHH 2chh A399CSCSTT#B$u~~/AA/E.F(GHMxx}5Hxx}5H{{8X65>>A;MNH 6		8H8HIIr   c                    t         ||j                  |j                  |j                        |j                  j                        S r   rw  )r   rx  ry  rR  rz  s        r   
ternary_opzInterpreterBuilder.ternary_op  s.    Bsxx5::>@R@RSSr   c                F    | j                  |||t        j                        S r   )r  rB   clip)r   arglohipropagate_nanss        r   r   zInterpreterBuilder.<lambda>"  s    doocSUWY[][b[b>c r   c                F    | j                  |||t        j                        S r   )r  rB   where)r   condrx  ry  s       r   r   zInterpreterBuilder.<lambda>#  s    sCQSQYQY1Z r   c                    t        |j                  |j                  z  |j                  z   |j                  j                        S r   rw  r   s       r   
create_fmazInterpreterBuilder.create_fma%  s,    AFFQVVOaff4aggnnEEr   c                b    t         ||j                        |j                  j                        S r   rw  )r   r  rz  s      r   unary_opzInterpreterBuilder.unary_op)  s!    BsxxL#))*:*:;;r   c                2   |j                   }|j                  dz
  }t        t        d|j                         }|j                  j                  |      }d|z  dz
  }||z  j                  t        |            }t        ||j                   j                        S )Nr   r   )	r   rA   r   rB   r   rb  r   r   rK   )r   r  rM   mask_bitwidthnp_uint_dtyper   rQ  r^  s           r   create_fabszInterpreterBuilder.create_fabs,  s    99 33a7d8+F+F*G$HIxx}}]+]"a'd{  x!89C!1!122r   c                B    | j                  |t        j                        S r   )r  rB   cosr   r  s     r   r   zInterpreterBuilder.<lambda>6      4==bff#= r   c                B    | j                  |t        j                        S r   )r  rB   expr  s     r   r   zInterpreterBuilder.<lambda>7  r  r   c                B    | j                  |t        j                        S r   )r  rB   exp2r  s     r   r   zInterpreterBuilder.<lambda>8      DMM#rww$? r   c                B    | j                  |t        j                        S r   )r  rB   absr  s     r   r   zInterpreterBuilder.<lambda>9  s    DMM#rvv$> r   c                B    | j                  |t        j                        S r   )r  rB   floorr  s     r   r   zInterpreterBuilder.<lambda>:  s    T]]3%A r   c                B    | j                  |t        j                        S r   )r  rB   ceilr  s     r   r   zInterpreterBuilder.<lambda>;  r   r   c                B    | j                  |t        j                        S r   )r  rB   logr  s     r   r   zInterpreterBuilder.<lambda><  r  r   c                B    | j                  |t        j                        S r   )r  rB   log2r  s     r   r   zInterpreterBuilder.<lambda>=  r   r   c                B    | j                  |t        j                        S r   r  rB   sqrtr  s     r   r   zInterpreterBuilder.<lambda>>  s    DMM#rww,G r   c                B    | j                  |t        j                        S r   r  r  s     r   r   zInterpreterBuilder.<lambda>?  r   r   c                B    | j                  |t        j                        S r   )r  rB   sinr  s     r   r   zInterpreterBuilder.<lambda>@  r  r   c                    |j                   j                  t        j                  k(  rt	        |j                         nt        |j                         }t        ||j                  j                        S r   )r   r   rB   r   np_erf_fp32np_erf_fp64r   rK   )r   r  r^  s      r   
create_erfzInterpreterBuilder.create_erfB  sH    '*xx~~'Ck#((#UXU]U]I^C!1!122r   c                    t        dt        j                  |j                        z  |j                  j
                        S Nr   )r   rB   r  r   r   rK   r  s     r   create_rsqrtzInterpreterBuilder.create_rsqrtF  s+    A 113993C3CDDr   c                t    t        |j                  j                  |      |j                  j                        S r   )r   r   rH   r   rK   )r   r  r8   allow_reorders       r   r   zInterpreterBuilder.<lambda>J  s*    \#((JZJZ[`Jacfclclcscs=t r   c                ~    t        t        j                  |j                  |      |j                  j
                        S r   )r   rB   	transposer   r   rK   )r   r  perms      r   create_transzInterpreterBuilder.create_transL  s(    BLL48#)):J:JKKr   c                   |j                   }|j                   }|j                  j                  dk(  r|j                  j                         s3|j                  j                  dk(  r|j                  j                         rt	        ||j                  t
        j                  d       j                  t        j                        }t	        ||j                  t
        j                  d       j                  t        j                        }t        t        j                  |||j                   j                        |j                   z   |j                  j                        S )Nr?   r@   )r   r   rA   is_floatingr   r   r   rb  rB   r   matmulrK   )r   r   r   dinput_precisionmax_num_imprecise_acca_datab_datas           r   
create_dotzInterpreterBuilder.create_dotO  s    GG&&!+0C0C0EGG&&!+0C0C0E#FAGGRZZFKKBJJWF#FAGGRZZFKKBJJWFBIIffAFFLLIAFFRTUT[T[TbTbccr   c                ~    t        t        j                  ||t        j                        t        j                        S r"  )r   rB   rG   r   r   )r   ret_tystartstops       r   create_make_rangez$InterpreterBuilder.create_make_rangeX  s$    BIIeTBBHHMMr   c                   |=t        t        j                  |j                  t              t
        j                        }t        j                  |j                  |j                  t        j                  |j                              }t        j                  ||d|f      d   }|dxx   t        j                  |j                        j                         z  cc<   t        |t
        j                        S )Nr@   r   )binsrE   )r   rB   rK  r   r   r   r   r  r   	histogramlogical_notsumr   )r   r   r-  rQ  r.  s        r   create_histogramz#InterpreterBuilder.create_histogram[  s    <TYYd CRWWMDxx		499bmmDII.FGLLDD	B1E	!tyy15577Irxx00r   c                    t        t        j                  |j                  |j                  |      |j                  j
                        S )NrF  )r   rB   take_along_axisr   r   rK   )r   rc  indicesrF  s       r   create_gatherz InterpreterBuilder.create_gathere  s3    B..sxxDQSVS\S\ScScddr   c                    |j                         }|j                  }t        d|dz        }t        |j                  ||j                  j                  t        j                        z  z   |j                        S )Nr   r?   )	r#   rA   maxr   r   rI   rB   rJ   r   )r   rM  offsetrM   element_bitwidthelement_bytewidths         r   create_addptrz InterpreterBuilder.create_addptrj  se    %%'#66#3q#89CHH'86;;;M;Mbii;X'XXZ]ZcZcddr   c                   |j                  |      \  }}|j                         }	t        |	      }
|d }n|t        j                  j
                  k(  r,t        t        j                  |j                  |
      |	      }na|t        j                  j                  k(  r6t        t        j                  |j                  t        d      |
      |	      }nt        d|       | j                  ||||||      S )Nr@   nanzunsupported padding option )rT   r#   r   r   PADDING_OPTIONPAD_ZEROr   rB   r   r   PAD_NAN	full_likefloatr   rL  )r   rM  rL   padding_optionr[  r\  rP  rO   rP   rM   r]  rR  s               r   create_tensor_pointer_loadz-InterpreterBuilder.create_tensor_pointer_loadq  s    ..~>e&&( *!Es11::: tyy!I8TEs11999 diiuX!VX`aE:>:JKLL&&tUE>?\ghhr   c                T    |j                  |      \  }}| j                  |||||      S r   rT   rU  )r   rM  r)   rL   r[  r\  rO   rP   s           r   create_tensor_pointer_storez.InterpreterBuilder.create_tensor_pointer_store  s/    ..~>e''eUNO\\r   c                ~    t        t        j                  |j                  |      |j                  j
                        S r   )r   rB   expand_dimsr   r   rK   )r   r  rF  s      r   create_expand_dimsz%InterpreterBuilder.create_expand_dims  s(    BNN388T:CII<L<LMMr   c                ~    t        t        j                  |j                  |      |j                  j
                        S r   )r   rB   rC   r   r   rK   )r   r  r8   s      r   create_broadcastz#InterpreterBuilder.create_broadcast  s(    BOOCHHe<cii>N>NOOr   c                    t        t        j                  |j                  |j                  g      |j                  j
                        S r   )r   rB   concatenater   r   rK   r  s      r   
create_catzInterpreterBuilder.create_cat  s/    BNNCHHchh+?@#))BRBRSSr   c                    t        t        j                  |j                  |j                  gd      |j                  j
                        S )Nr\   r3  )r   rB   stackr   r   rK   r  s      r   create_joinzInterpreterBuilder.create_join  s1    BHHchh%9CSYYEUEUVVr   c                    t        |j                  d   |j                  j                        t        |j                  d   |j                  j                        fS )N).r   ).r   rw  )r   rV  s     r   create_splitzInterpreterBuilder.create_split  sE    SXXf-syy/?/?@,sxxX^O_adajajaqaqBrssr   c           	        |j                   }t        |j                  t        j                        rVt        t        j                  ||j                  d   t        |j                              |j                  j                        S t        t        j                  ||j                  t        |j                              |j                  j                        S rA  )r8   r   r   r   r   r   rB   fullr   r   rK   )r   r(  r  r8   s       r   create_splatzInterpreterBuilder.create_splat  s    cii/sxx{-PSPYPYBZ []`]f]f]m]mnnsxx}SYY?W XZ]ZcZcZjZjkkr   c           	         t        t        j                  d|j                  d   t	        |j
                              |j
                  j                        S )Nr   r   r@   )r   rB   rW  r   r   r   rK   r  s     r   create_unsplatz!InterpreterBuilder.create_unsplat  s:    BGGE388A;mCII>VWY\YbYbYiYijjr   c                    || j                   vrt        d|       | j                   |   }t        t        j                  |j
                  |j
                  |j
                  |      |j                  j                        S )Nunsupported semantic )ir_sem_to_interpreter_semr   r   rY  
atomic_casr   r   rK   )r   rM  cmprV  semscopes         r   create_atomic_casz$InterpreterBuilder.create_atomic_cas  sk    d4444SE:;;,,S1L33CHHchhRUVX[XaXaXhXhiir   c           	     X   || j                   vrt        d|       || j                  vrt        d|       | j                   |   }| j                  |   }t        t	        j
                  ||j                  |j                  |j                  |      |j                  j                        S )Nzunsupported rmwOp r]  )	ir_rmw_op_to_interpreter_rmw_opr   r^  r   rY  
atomic_rmwr   r   rK   )r   rmwOprM  rV  rQ  ra  rb  s          r   create_atomic_rmwz$InterpreterBuilder.create_atomic_rmw  s    <<<1%9::d4444SE:;;44U;,,S1L33E388SXXtyyZ]^`c`i`i`p`pqqr   c                    t        d      )Nz4extern_elementwise not supported in interpreter modeNotImplementedError)r   libNamelibPathsymbolargListretTypeisPures          r   create_extern_elementwisez,InterpreterBuilder.create_extern_elementwise  s    !"XYYr   c                    t        d      )Nz,inline_asm not supported in interpreter moderj  )r   	inlineAsmconstraintsvaluesrB  rq  packs          r   create_inline_asmz$InterpreterBuilder.create_inline_asm  s    !"PQQr   c                *   d| j                   d    d| j                   d    d| j                   d    d}|r|d| z  }|rt        j                  dd	 i
       |D ]  }t        |d|j                   z           |rt        j                  d 
       y y )N(r   z, r   r   ) r   c                    d| dS )N0x02xr3   r   s    r   r   z1InterpreterBuilder.create_print.<locals>.<lambda>  s    b3L r   )	formatter)r   rB   set_printoptionsprintr   )r   prefixhexrv  isSignedmsgr)   s          r   create_printzInterpreterBuilder.create_print  s    
 $--"#2dmmA&6%7r$--:J9K1MQvh<C52H*IJ 	*E#!EJJ<(()	*$/ r   c                    |sJ |        y r   r3   )r   	conditionmessages      r   create_assertz InterpreterBuilder.create_assert  s    &WI&yr   c                    |sJ d       y )NzAssume failedr3   )r   r  s     r   create_assumez InterpreterBuilder.create_assume  s    )/)yr   c                     y r   r3   r   s    r   create_barrierz!InterpreterBuilder.create_barrier  s    r   c                f    |D cg c]  }|j                          }}t        ||||||      S c c}w r   )r&   r5   )	r   r7   r8   r9   r:   r;   r<   r9  new_offsetss	            r   create_make_block_ptrz(InterpreterBuilder.create_make_block_ptr  s6    4;<&v||~<<!$w[RWXX =s   .c                   t        |j                        t        |      k7  rt        d      |j                  D cg c]  }|j                          }}t	        |j
                  |j                  |j                  ||j                  |j                        }t        t        |            D ]1  }|j                  |   xj                  ||   j                  z  c_        3 |S c c}w )Nz len(ptr.offsets) != len(offsets))rF   r:   r   r&   r5   r7   r8   r9   r;   r<   rE   r   )r   rM  r:   r9  r  r^  r   s          r   create_advancez!InterpreterBuilder.create_advance  s    s{{s7|+?@@47KK@&v||~@@ 399ckk;PSP_P_adajajks7|$ 	3AKKN71:??2	3
	 As   C c                D    t        |||||      }|j                          |S r   )rV   r_   )r   r7   r8   r9   tensor_shaperr  rY   descs           r   create_make_tensor_descriptorz0InterpreterBuilder.create_make_tensor_descriptor  s"    eWlGLr   c                   t        |t              sJ |j                  |      \  }}|j                         }t	        |      }|j
                  }	|	t        j                  j                  k(  r,t        t        j                  |j                  |      |      }
na|	t        j                  j                  k(  r6t        t        j                  |j                  t        d      |      |      }
nt!        d|	       | j#                  |||
||d      S )Nr@   r>  zunsupported padding F)r[  r\  rP  )r   rV   rT   r#   r   rY   r   r?  r@  r   rB   r   r   rA  rB  rC  r   rL  )r   r  r5  r[  r\  rO   rQ  rM   r]  rY   rR  s              r   create_descriptor_loadz)InterpreterBuilder.create_descriptor_load  s    $ 0111..w7
d&&( *,,c((111 tyy!I8TE**222 diiuX!VX`aE3G9=>>&&tT57FTY ' [ 	[r   c                T    |j                  |      \  }}| j                  |||d d       S r   rG  )r   r  r)   r5  rO   rQ  s         r   create_descriptor_storez*InterpreterBuilder.create_descriptor_store  s/    ..w7
d''eT4FFr   c                   |j                   j                  j                  }t        |      }t	        j
                  |j                  j                  d   |j                  d   g|      }d }d }	t        |j                        D ]F  \  }
}t        |t        j                        |g}| j                  ||||	      j                  ||
d d f<   H t        ||      S )Nr   r\   r@   )r7   r   r!   r   rB   zerosr   r8   r;   	enumerater   r   r   r  )r   r  	x_offsetsy_offsetrB  r   np_dtyperesultr[  r\  r   x_offsetr5  s                r   create_descriptor_gatherz+InterpreterBuilder.create_descriptor_gather  s    		** '9>>//2D4D4DR4HIQYZ$Y^^4 	lKAx#Hbhh7BG66tWnVefkkF1a4L	l FE**r   c                    t        |j                        D ]W  \  }}t        |j                  |   |j                        }t        |t        j
                        |g}| j                  |||       Y y r   )r  r   r   r   r   r   r  )	r   r  r)   r  r  r   r  slicer5  s	            r   create_descriptor_scatterz,InterpreterBuilder.create_descriptor_scatter  s]    $Y^^4 	?KAx A<E#Hbhh7BG((ug>	?r   c                &   t        |      }d|j                  v r,t        t        j                  dd|      |j
                        S |t        j                  k(  r,t        t        j                  dd|      |j
                        S t        d|       )Nry   r   r\   r@   Tzunsupported type )r   namer   rB   rW  rK   r$  	TypeError)r   rB  np_types      r   get_all_ones_valuez%InterpreterBuilder.get_all_ones_value	  ss    %GLL 2W =t{{KK 4w ?MM/v677r   NreturnNone)zero)r7   r   r8   rc   r9   rc   r  rd   rr  r   rY   rk   )r  rV   r5  rc   )r  rV   r)   r   r5  rc   )r  rV   r  r   r  r   )r  rV   r)   r   r  r   r  r   )r+   r,   r-   r   MEM_SEMANTICACQUIRErY  RELEASERELAXEDACQUIRE_RELEASEr^  	ATOMIC_OPADDRMW_OPFADDMINUMINMAXUMAXANDORXORXCHGre  r=   r   r   r   r   r   r   r   r   r   r  r  r  r
  r  r  r  r  r  r  r  r  r   r&  r(  r+  r-  r0  r2  r4  r6  r8  r:  r=  r?  rC  rG  rI  rS  rW  rL  rU  rg  create_si_to_fpcreate_ui_to_fpcreate_fp_to_sicreate_fp_to_uicreate_fp_extcreate_fp_trunccreate_int_castr   ru  r{  create_faddcreate_fmulcreate_fdivcreate_fremcreate_fsub
create_mulcreate_precise_divfcreate_sdivcreate_udivcreate_sremcreate_urem
create_add
create_sub
create_shlcreate_lshrcreate_minsicreate_minuicreate_minimumfcreate_minnumfcreate_maxsicreate_maxuicreate_maximumfcreate_maxnumfcreate_icmpSLEcreate_icmpSLTcreate_icmpSGEcreate_icmpSGTcreate_icmpULEcreate_icmpULTcreate_icmpUGEcreate_icmpUGTcreate_icmpEQcreate_icmpNEcreate_fcmpOLTcreate_fcmpOGTcreate_fcmpOLEcreate_fcmpOGEcreate_fcmpOEQcreate_fcmpONEcreate_fcmpULTcreate_fcmpUGTcreate_fcmpULEcreate_fcmpUGEcreate_fcmpUEQcreate_fcmpUNE
create_and
create_xor	create_orcreate_int_to_ptrcreate_ptr_to_intr  r  r  r  create_clampfcreate_selectr  r  r  
create_cos
create_expcreate_exp2create_iabscreate_floorcreate_ceil
create_logcreate_log2create_precise_sqrtcreate_sqrt
create_sinr  r  create_reshaper  r&  r+  r1  r6  r<  rE  rH  rK  rM  rP  rS  rU  rX  r[  rc  rh  rr  rx  r  r  r  r  r  r  r  r  r  r  r  r  r3   r   r   r   r     s     ,";";"C"C  ,";";"C"C  ,";";"C"C((,*C*C*S*S	! 	<..22L//44<..22L//44<..22L//44<..22,--00<..22L//44'#N"%
3+HIGKIKIKIMMMLW
WN
D+D[ POOOOOOOMMOOZO3UF JKNKLKJKNKMJTCKCKJKJKHJMJOJQKNLNLQOPNNLNLQOPNSNMNVNPNSNMNVNPNMMQMMNPNSNVNNNRNMNPNSNVNNNRNPJPJNI&&d8	JT dMZMF<3 >J=J?K>KAL?K=J?KG?K=J3E uNLdN1e
ei]NPTWtlkjrZR0'*Y
 `f4=JNY\[ G	+?,8?8r   r   c                F    t        |      |dfd
}t        | ||       y )N)memberc           
     v     | |i |j                         D ci c]  \  }}|dk7  r|| c}}diS c c}}w )Nr   items)r  argskwargskvsemantics        r   r   z_patch_attr.<locals>.<lambda>  s[     :kMS\\^AVEIQDEDT BCA AV:k bj:k AVs   5)r	   setattr)objr  r  r   
new_memberr  s        @r   _patch_attrr    s&    g&H&, lJ Cz"r   c                    t        j                  |       D ]3  \  }}t        j                  j	                  |      s&t        | |||       5 y r   )inspect
getmembersr   core
is_builtinr  )pkgr   r  r  s       r   _patch_builtinr    s@    **3/ 4f77f%T6734r   c                v    d d }d | _         fd| _        d | _        d | _        t	        |      | _        y )Nc                f    | j                   j                  }|j                  dk(  rt        |      S dS )Nr   T)r   r   sizer   )r   r   s     r   	_get_boolz%_patch_lang_tensor.<locals>._get_bool$  s,    {{ "YY!^tDz55r   c                   t        t        j                  | j                  j                        | j                  j
                        }| j                  j                         sJ t        | j                  j                        }|d   |d   c|d<   |d<   t        j                  j                  | j
                  |      }t        j                  j                  ||      S )Nr\   )r   rB   r  r   r   r   rB  is_blocklistr8   r   r  r   r   )r   r   r;   res_tys       r   _get_transposez*_patch_lang_tensor.<locals>._get_transpose*  s    bll4;;+;+;<dkk>O>OPyy!!###499??++6r?KO(BR##DJJ<ww~~ff--r   c                @    t        | j                  j                        S r   )ry   r   r   r   s    r   r   z$_patch_lang_tensor.<locals>.<lambda>2  s    C(8(8$9 r   c                     |       S r   r3   )r   r"  s    r   r   z$_patch_lang_tensor.<locals>.<lambda>3  s    9T? r   c                @    t        | j                  j                        S r   )reprr   r   r   s    r   r   z$_patch_lang_tensor.<locals>.<lambda>4  s    4(8(8#9 r   c                @    t        | j                  j                        S r   )rk   r   r   r   s    r   r   z$_patch_lang_tensor.<locals>.<lambda>5  s    #dkk&6&6"7 r   )	__index__r   __repr____str__propertyT)r   r(  r"  s     @r   _patch_lang_tensorr3  "  s8    6. :F2FO9FO7FN'FHr   c                  *    e Zd Zd Zd Zd Zd Zd Zy)ReduceScanOpInterfacec                     || _         || _        y r   )rF  
combine_fn)r   rF  r7  s      r   r=   zReduceScanOpInterface.__init__;  s    	$r   c                H    | |t        |      k\  rt        d| d|       y y )Nzaxis z out of bounds for shape )rF   r   )r   r8   rF  s      r   
check_axisz ReduceScanOpInterface.check_axis?  s4    E
 2uTF*CE7KLL !3r   c                    |D ]c  }t        |t        j                  j                        st	        dt        |             | j                  |j                  | j                         e y )Nzinput must be a tensor, got )	r   r   r  r   r   rB  r9  r8   rF  )r   r   r  s      r   check_tensorz"ReduceScanOpInterface.check_tensorC  sP     	2Cc277>>2 #?S	{!KLLOOCIItyy1	2r   c                Z   t        |      }t        |d      rG|j                  r;|j                  |      }t	        j
                  |t        |j                              }nt        j                  |g|      }|}t        j                  j                  t        ||j                        |      S )Nr8   r@   )r   r"   r8   rI   r   r   r&  rB   r#  r  r   r   rK   )r   r^  r   r  ret_types        r   	to_tensorzReduceScanOpInterface.to_tensorI  sy     '3 SYY**X&C}}UDO<H((C51CHww~~l3=xHHr   c                    t        |t              s| j                  |f      d   S | j                  |       | j	                  |      }t        |t
        t        f      rt        |      S |fS Nr   )r   tupleapplyr;  
apply_implr&  )r   r   r^  s      r   rB  zReduceScanOpInterface.applyS  s\    %'::ui(++% ooe$'dE];uSzH#Hr   N)r+   r,   r-   r=   r9  r;  r>  rB  r3   r   r   r5  r5  9  s    %M2IIr   r5  c                  >     e Zd Z fdZd Zd ZddZd Zd Z xZ	S )	ReduceOpsc                4    t         |   ||       || _        y r   )superr=   	keep_dims)r   rF  r7  rH  	__class__s       r   r=   zReduceOps.__init__]  s    z*"r   c                    g }|D ]e  }||j                  |       d}|j                  | j                  |j                  j                  j	                         |j
                               g t        |      |fS r@  )appendr>  r   r   flattenr   rA  )r   r   rF  r^  r   s        r   unravelzReduceOps.unravela  sn     	SD

4 

4>>$++*:*:*B*B*DdjjQR	S Sz4r   c                     j                   } j                   j                         \  }g }g }d   j                  j                  j                  }|d| ||dz   d  z   }D ]k  }|j                  |j                  j                         |j                  t        j                  ||j                  j                  j                               m t        |d   j                        D ]Y  }	t        j                  |	|      d| |dz   d  z   t         fdt        |      D              }
|   dk(  rGt        t        |            D ]/  }|
|   j                  j                  j                         ||   <   1 t         fdt        |      D              }  j                   j"                  g ||
 }t%        |t              s|fn|}t        t        |            D ][  }t%        ||   t&        j(                  j*                        r'||   j                  j                  j                         n||   ||   <   ] \ g }t        |      D ]  \  }	} j,                  rI|t        j.                  ||      }nBt        t        |            D ]  }t        j.                  |d      } n||j                         }|j                   j1                  ||	   j                                |S )Nr   r   r@   c              3  h   K   | ])  \  }}j                  |   |   j                         + y wr   r>  r   ).0iir!  r   input_indexr   s      r   	<genexpr>z+ReduceOps.generic_reduce.<locals>.<genexpr>z  s/     sTYTVXYq~uRy Os   /2c              3  h   K   | ])  \  }}j                  |   |   j                         + y wr   rP  )rQ  oior   output_indexr   s      r   rT  z+ReduceOps.generic_reduce.<locals>.<genexpr>  s/     !wW\WY[\$..<%)//"R!wrU  )rF  rM  r   r   r8   rK  rB   r  r   rE   r!  unravel_indexrA  r  rF   r]   r7  fnr   r   r  r   rH  rJ  r>  )r   r   original_axisrF  
input_dataoutput_datainput_shapeoutput_shaper  r   input_tuplej	acc_tuplecombine_fn_retr^  r   _rS  rY  s   ``               @@r   generic_reducezReduceOps.generic_reducek  s   		ll5$))4t
Ahoo**00"1T*[-CC 	TCcjjoo.rxxCJJOO<Q<QRS	T z!}))* 	HA**1k:K&q.TAXY1GGLs]fgq]rssK4 A%s;/0 UA3>q>3H3H3M3M3R3R3TKN<0U "!w`iju`v!ww	!3!3!3!MY!M!M6@QV6W^.]k	s;/0 HAV`!!bggnnW69Q<3F3F3K3K3P3P3R;DQ<  N<0H	H"  - 	=GAt~~ ,>>$5D"3{#34 7!~~dA67 &yy{JJt~~dE!HNN;<	= 
r   c                   t        |t              r|d   n|}d }d }|rM| j                   ||j                  j                  | j
                  | j                        |j                        }|rQ| j                   ||j                  j                  | j
                  | j                        t        j                        }||||fS ||S ||S t        d      )Nr   rF  keepdimsz-val_reduce_op and idx_reduce_op are both None)r   rA  r>  r   r   rF  rH  r   r   r   r   )r   r   val_reduce_opidx_reduce_oprV  idxs         r   min_maxzReduceOps.min_max  s    &ue4a%..u||/@/@tyy[_[i[i!jlqlwlwxC..u||/@/@tyy[_[i[i!jlnltltuC?s8O_J_JLMMr   c                    | j                  t        j                  |j                  j                  | j
                  | j                        |j                        S )Nrh  )r>  rB   r0  r   r   rF  rH  r   r   r   s     r   r0  zReduceOps.sum  s<    ~~bffU\\%6%6TYYQUQ_Q_`bgbmbmnnr   c                2   | j                   t        j                  j                  k(  r3| j	                  |d   t
        j                  t
        j                        S | j                   t        j                  j                  k(  r3| j	                  |d   t
        j                  t
        j                        S | j                   t        j                  j                  k(  r%| j	                  |d   t
        j                  d       S | j                   t        j                  j                  k(  r%| j	                  |d   t
        j                  d       S | j                   t        j                  j                  k(  r| j!                  |d         S | j#                  |      S )Nr   )rj  rk  )r7  r   standard_argmin_combine_tie_break_leftrm  rB   minargmin_argmax_combine_tie_break_leftr8  argmax_elementwise_maxnanmax_elementwise_minnanmin_sum_combiner0  rf  ro  s     r   rC  zReduceOps.apply_impl  s   ??bkkHHH<<abii<XX__ J JJ<<abii<XX__ < <<<<a		QU<VV__ < <<<<a		QU<VV__ 8 8888E!H%% &&u--r   r   )
r+   r,   r-   r=   rM  rf  rm  r0  rC  __classcell__rI  s   @r   rE  rE  [  s$    # )VN$o.r   rE  c                  6     e Zd Z fdZd Zd Zd Zd Z xZS )ScanOpsc                4    t         |   ||       || _        y r   )rG  r=   reverse)r   rF  r7  r  rI  s       r   r=   zScanOps.__init__  s    z*r   c                    | j                  t        j                  |j                  j                  | j
                        |j                        gS Nr3  r@   )r>  rB   cumsumr   r   rF  r   ro  s     r   r  zScanOps.cumsum  s8    ryy):):KSXS^S^_``r   c                    | j                  t        j                  |j                  j                  | j
                        |j                        gS r  )r>  rB   cumprodr   r   rF  r   ro  s     r   r  zScanOps.cumprod  s8    rzz%,,*;*;$))LTYT_T_`aar   c           	         g }g }d   j                   j                  j                  }D ]k  }|j                  |j                   j                         |j                  t	        j
                  ||j                   j                  j                               m t        |d   j                        D ]|  }t	        j                  ||      t         fdt        |      D              } j                     dk(  rGt        t        |            D ]/  }||   j                   j                  j                         ||   <   1 t         fdt        t                    D              t         fdt        |      D              }	  j                  j                   g |	| }
t#        |
t              s|
fn|
}	t        t        |            D ][  }t#        |	|   t$        j&                  j(                        r'|	|   j                   j                  j                         n|	|   ||   <   ]  g }t        |      D ]3  \  }}|j                   j+                  ||   j                               5 |S )Nr   r@   c              3  h   K   | ])  \  }}j                  |   |   j                         + y wr   rP  )rQ  rR  r!  indexr   r   s      r   rT  z'ScanOps.generic_scan.<locals>.<genexpr>  s,     fur1%%)//BfrU  c              3  V   K   | ]   }|j                   k(  r|   d z
  n|    " yw)r   Nr3  )rQ  r   r  r   s     r   rT  z'ScanOps.generic_scan.<locals>.<genexpr>  s-     "kTU1		>58a<uQx#O"ks   &)c              3  h   K   | ])  \  }}j                  |   |   j                         + y wr   rP  )rQ  rW  rX  r   
prev_indexr   s      r   rT  z'ScanOps.generic_scan.<locals>.<genexpr>  s/     !uUZUWYZ$..:b	"P!urU  )r   r   r8   rK  rB   r  r   rE   r!  rZ  rA  r  rF  rF   r]   r7  r[  r   r   r  r   r>  )r   r   r]  r^  r8   r  r   r   rb  rc  rd  r^  r  r  s   ``          @@r   generic_scanzScanOps.generic_scan  s!   
a$$** 	MCcjjoo.rxxSZZ__5J5JKL	M z!}))* 	HA$$Q.EfPYZdPeffDTYY1$s;/0 GA,0GNN,?,?,D,D,FKN5)G #"kY^_bch_iYj"kk
!!u^ghs^t!uu	!3!3!3!FY!F!F6@QV6W^.]k	s;/0 HAOY!!bggnnP6IaL,?,?,D,D,I,I,K;DQ<  N5)H	H"  - 	=GAtJJt~~dE!HNN;<	=
r   c           	        g }| j                   rf|D ]`  }|j                  | j                  t        j                  |j
                  j                  | j                        |j                               b n|}| j                  t        j                  j                  k(  r| j                  |d         }nM| j                  t        j                  j                  k(  r| j                  |d         }n| j!                  |      }| j                   rK|D ]F  }t        j                  |j
                  j                  | j                        |j
                  _        H |S )Nr3  r   )r  rK  r>  rB   flipr   r   rF  r   r7  r   rq  r{  r  _prod_combiner  r  )r   r   	new_inputr  r^  s        r   rC  zScanOps.apply_impl  s    	<< f  

dii0XZ]ZcZc!def I??bkk666++il+C__ 9 99,,y|,C ##I.C<< K"$''#**//		"J

K
r   )	r+   r,   r-   r=   r  r  r  rC  r|  r}  s   @r   r  r    s    ab<r   r  c                     dd} dd}| t         _        |t         _        | t         j                  _        |t         j                  _        y )Nc                :    t        |||      j                  |       S r   )rE  rB  )r   rF  r7  rH  r  s        r   _new_reducez'_patch_reduce_scan.<locals>._new_reduce  s    z95;;EBBr   c                :    t        |||      j                  |       S r   )r  rB  )r   rF  r7  r  r  s        r   	_new_scanz%_patch_reduce_scan.<locals>._new_scan   s    tZ177>>r   )F)r   reduceassociative_scanr  )r  r  s     r   _patch_reduce_scanr    s5    C? BI#B BGGN(BGGr   c                   d }d	d}d
d}d }|| _         || _        || _        t        | _        || j
                  _        t        |d      | _        t        |d      | _	        t        |d      | _
        t                y )Nc                >   | j                   dk(  r|j                         S | j                   dk(  r|j                         S | j                   dk(  r|j                         S | j                   dk(  r|j	                         S | j                   dk(  r|j                         S | j                   dk(  r|j                         S | j                   dk(  r|j                         S | j                   dk(  r|j                         S | j                   d	k(  r|j                         S | j                   d
k(  r|j                         S | j                   dk(  r|j                         S | j                   dk(  r|j                         S | j                   dk(  r|j                         S | j                   dk(  r|j                         S | j                   dk(  r|j                         S | j                   dk(  r|j!                         S | j                   dk(  r|j#                         S t%        d|  d      )Nvoidr   r~   r}   r   r   r   r   r   rJ   rm   ro   rq   fp16bf16fp32fp64zfail to convert z to ir type)r  get_void_tyr   r   r   r  r  r  r
  r  r  r  r  r  r   r   r   r   r   )r   r   s     r   
_new_to_irz$_patch_lang_core.<locals>._new_to_ir  s   99&&((YY& &&((YY& &&((YY'!''))YY'!''))YY("((**YY'!''))YY("((**YY'!''))YY("((**YY'!''))YY)#))++YY*$**,,YY& &&((YY& &&((YY& ''))YY& ((**+D6=>>r   c                :    |d}|d| }}n| |}}t        |||      S )Nr   r   )rE   )arg1arg2stepr  r)  ends         r   
_new_rangez$_patch_lang_core.<locals>._new_range3  s2    <D<D3Et3EUC&&r   c                    | sJ |       y r   r3   )r  r  s     r   _new_static_assertz,_patch_lang_core.<locals>._new_static_assert<  s    Str   c                   t        | t        j                        s| S t        |t        t        f      s|gn|}|D cg c]*  }t        |t        j
                        r|j                  n|, }}t        |      t        dt        | j                              k7  rt        d|       | j                  j                  ||       | S c c}w )Nr   z$len(values) != len(input.shape) for )r   r   r   r&  rA  	constexprr)   rF   r8  r8   r   r   r*   )r   rv  r  r  s       r   	_set_attrz#_patch_lang_core.<locals>._set_attr?  s    %+L!+FT5M!B&IOPAZ2<<8!''a?PPv;#aU[[!122CD6JKKdF+	 Qs   /Cztt.divisibility)r  ztt.contiguityztt.constancy)NN) )rE   static_rangestatic_assertr  static_printr   to_irr   multiple_ofmax_contiguousmax_constancyr  )langr  r  r  r  s        r   _patch_lang_corer  	  sx    $?P'
 DJ"D+DD!DJJy/@AD!)/BD @Dr   c                (   | j                   j                         D cg c]6  \  }}t        j                  |      s|t        t        j
                  fv s5|8 }}}t        |      dk\  sJ d       |D ]o  }t        |t               t        |j                  t               |t        k(  rt        |j                  t               t        |j                         t        |       q t        t        j
                  j                  t               y c c}}w )Nr   z:triton.language must be visible from within jit'd function)__globals__r  r  ismoduler   r  rF   r  interpreter_builderr   r   r3  r  tensor_descriptor_base)r[  re  r)   langsr  s        r   _patch_langr  W  s    #%>>#7#7#9pxq%W=M=Me=TY^cegigngnboYoUpEpu:?XXX? t01t{{$782:499&9:4;;' 277113FG qs   DDDc                X    t        | d      r t        |       | S  t        |       |      S )N_fields)r"   rB  )r  contentss     r   _tuple_creater  d  s.     $+3	#:949hS	S	(@SSr   c                   t        | t              rt        j                  t        j
                  j                  j                  |       d       }t        j                  }d| cxk  rdk  rn nt        j                  }nkd| cxk  rdk  rn nt        j                  }nLd| cxk  rdk  rn nt        j                  }n-d| cxk  rdk  rn nt        j                  }nt        d|        t        t        j                  | g|      |      }t        j                   ||      S t#        | d	      rt        j                  t        j
                  j                  j                  |       d       }t        t        j                  | j%                         gt        j                        |      }t        j                   ||      S t        | t&              rt)        | t+        t,        |             S t        | t.              r| j0                  D cg c]  }t-        |       }}| j0                  d
   dk(  sJ t        j2                  d      |d
<   t5        t7                     }|j9                  t-        | j:                        | j<                  D cg c]  }t-        |       c}|| j>                  D cg c]  }t        j2                  |       c}| j@                        S | S c c}w c c}w c c}w )Ni   l        l        l         l            l            zUnsupported integer value r@   data_ptrr\   r   )r7   r8   r9   r;   rD  )!r   ry   r   	str_to_tytritonruntimejitmangle_typerB   r   r   r   rJ   r   r   r#  r   r"   r  rA  r  map_implicit_cvtr
   r9   r  r	   r   make_tensor_descriptorr7   r8   r;   rY   )r  tyr   r   sr9   r  r   s           r   r  r  n  s3   #s\\&..,,88=tDS 5 HHEc!E!IIEs"U"HHEc!E!IIE9#?@@bhhuE:B?yy$$sJ\\&..,,88=tDbhh'7ryyI2Nyy$$	C	S#mS"9::	C)	*-0[[9=#99{{2!###ll1o!"4"67..M#((4KPSPYPY5Z1mA6F5ZdkEH__<V@A =?LLO <Vfifqfq / s 	s J :
 6[<Vs   KK
)K$c                z    t        | t        j                  j                  j                        r| j
                  S | S r   )r   r  r  r  TensorWrapperr7   )ts    r   _unwrap_tensorr    s*    !V^^''556vvHr   c                    t        |t        j                  j                  j                        r4t        j                  j                  j	                  | |j
                        S | S r   )r   r  r  r  r  r   )r  original_tensors     r   _rewrap_tensorr    sD    /6>>#5#5#C#CD~~!!//?3H3HIIHr   c                  $    e Zd Zd Zd Zd Zd Zy)GridExecutorc                
   ddl m} || _        || _        || _        |j
                  j                         D ci c]  \  }}| ||       }}}|D cg c]  }|j                  |      dk(  s| c}| _        y c c}}w c c}w )Nr   )_normalize_tyr  )	r  r  r[  	arg_namesgridr/   r  get
constexprs)r   r[  r  r  r  r  r  r/   s           r   r=   zGridExecutor.__init__  sx    &"	CECUCUC[C[C]^xtR4r!22^^,5bD9L9LT9RVa9a4b _bs   A:B -B c                   	 i 		fd|D cg c]
  } |       }}i }|j                         D ]  \  }} |      ||<    ||fS c c}w )Nc                   t        | t              rt        | t        |             S t        | t              rGt	         | j
                        | j                  | j                  | j                  | j                        S t        | d      s| S t        |       }|j                         j                         vr1|j                         }|j                         |j                         <   |j                         j                            }|j                  dd      }|j!                  ||j#                         |j%                         |j'                                t)        ||       }|S )Nr  r   cpu)device)r  )r   rA  r  r  r
   r7   r8   r9   r;   rY   r"   r  untyped_storager  r  	new_emptyset_storage_offsetr!  r^   r  )r  unwrapped_argstoragecpu_arg_to_cpustoragess       r   r  z,GridExecutor._init_args_hst.<locals>._to_cpu  s-   #u%$S#gs*;<<C!12'CHH%IIKKOOKK  S*-
*3/M,,.779I'779/6{{}))+,}<<>GGIJG#--a->GLL-">">"@-BTBTBVXeXlXlXno$WcBGNr   r  )
r   args_devr  r  args_hst
kwargs_hstr(   r)   r  r  s
           @@r   _init_args_hstzGridExecutor._init_args_hst  sc    	2 -55SGCL55 
 ,,. 	-JC%enJsO	-## 6s   A	c                   
 i 
fd
t        ||      D ]  \  }} 
||        |j                         D ]  \  }}||   }	 
||	        j                         D ]  \  }}|j                  |        y )Nc                   t        | d      rVt        |       t        |      }} | j                         |j                         f| j                         j                         <   y t	        | t
              rt        | |      D ]  \  } } | |        y t	        | t              r | j                  |j                         y y )Nr  )	r"   r  r  r  r   rA  zipr
   r7   )arg_devarg_hst	_from_cpur  s     r   r  z1GridExecutor._restore_args_dev.<locals>._from_cpu  s    w
+#1'#:N7<SBIBYBYB[]d]t]t]vAw002;;=>GU+*-gw*? 0&Wggw/0G%56',,5 7r   )r  r  rv  copy_)r   r  r  r  r  r  r  r(   	kwarg_dev	kwarg_hstr  r  s             @@r   _restore_args_devzGridExecutor._restore_args_dev  s    		6 !$Hh 7 	(GWgw'	( %lln 	,NC"3Ii+	, #+//"3 	#WgMM'"	#r   c                V   |j                  dd      ry t        j                  | j                        }|j	                         D ci c]  \  }}||j
                  v s|| }}}| j                  ||      \  }}t        | j                         t        j                  | j                  g|i |}|j	                         D 	
ci c]!  \  }	}
|	|	| j                  v r|
n
t        |
      # }}	}
t        | j                        r| j                  |      n| j                  }t        |      dk  sJ d       |ddt        |      z
  z  z   }t        j                  |  	 t!        |d         D ]Q  }t!        |d         D ]>  }t!        |d         D ]+  }t        j#                  |||        | j                  d	i | - @ S 	 | j3                  ||||       y c c}}w c c}
}	w # t$        $ r?}t&        j(                  j*                  j,                  r t/        t1        |            |d }~ww xY w)
NwarmupF   z#grid must have at most 3 dimensionsrZ  r   r   r   r3   )popr  getfullargspecr[  r  r  r  r  getcallargsr  r  callabler  rF   r  r   rE   r   	Exceptionr  knobscompilationfront_end_debuggingr   r,  r  )r   r  r  argspecr  r  r  r  r  r  r  r  r   r   r   es                   r   __call__zGridExecutor.__call__  s   ::h& ((1#)<<>G41aQ',,5F!Q$GG#228VD*DGG ""477DXDD^b^h^h^jkQZQUWZTT__4c-:LLkk"*499"5tyy4994yA~DDD~eq3t9}--(($/		347^ (tAw (A"47^ (+88AqA$((( 	x6:F3 H l  	3||'';;"47+2	3s+   GG&GA"G   	H():H##H(N)r+   r,   r-   r=   r  r  r  r3   r   r   r  r    s    c"$H#2 Gr   r  c                      e Zd Zd Zy)ASTTransformerc           	        g }|j                   D ]  }|| j                  |      gz  } t        |      dkD  rt        d      t	        j
                  t	        j                  t	        j                  dt	        j                               dt	        j                               |j                  t	        j                  d      gg 	      |_	        |S )
Nr   z&Multiple assignments are not supportedinterpreter_semantic)idctxr>  )r)   r   r  F)r)   )funcr  keywords)targetsvisitrF   r   astCall	AttributeNameLoadr)   Constant)r   nodenamestargets       r   visit_AssignzASTTransformer.visit_Assign  s    ll 	*Fdjj())E	*u:>EFF XXSXX1GSXXZ%X_j#&88:/6:jj#,,UZB[5\gik
 r   N)r+   r,   r-   r  r3   r   r   r  r    s    r   r  c                  D    e Zd Z e       Zd Zd Zd Zd Zd Z	d Z
d Zy)	FunctionRewriterc                <    || _         || _        d| _        d| _        y )Nr  r   )r[  r  filenamedef_file_lineno)r   r[  r  s      r   r=   zFunctionRewriter.__init__  s    $%r   c                J   	 t        j                  | j                        \  }}| j	                         \  | _        | _        | j                  |      | _        | j                  |      }| j                  |      }| j                  |      S # t        $ r | j                  cY S w xY wr   )r  getsourcelinesr[  r   _get_jit_fn_file_liner  r  	_find_def
def_lineno_prepare_source_transform_ast_compile_and_exec)r   linesre  rc  transformed_asts        r   rewrite_astzFunctionRewriter.rewrite_ast%  s    	--dgg6HE1 /3.H.H.J+t+../""5)--c2%%o66  	77N	s   "B
 
B"!B"c                B    ddl m}m}  | || j                              S )Nr   )get_jit_fn_file_lineJITFunction)r  r,  r-  r[  )r   r,  r-  s      r   r"  z&FunctionRewriter._get_jit_fn_file_line9  s    :#K$899r   c                z    d}t        |      D ]*  \  }}|j                         j                  d      s&|dz   }, |S )Nr   zdef r   )r  strip
startswith)r   r(  r$  r   lines        r   r#  zFunctionRewriter._find_def=  sD    
 ' 	#GAtzz|&&v.U
	# r   c                r    || j                   dz
  d  }dj                  |      }t        j                  |      S )Nr   r  )r$  jointextwrapdedent)r   r(  rc  s      r   r%  z FunctionRewriter._prepare_sourceE  s4    doo)*+ggens##r   c                    t        j                  |      }| j                  j                  |      }t        j                  |       | j
                  dz
  }t        j                  ||       |S r  )r  parseast_transformerr  fix_missing_locationsr  increment_lineno)r   rc  
parsed_astr)  
inc_linenos        r   r&  zFunctionRewriter._transform_astJ  s[     YYs^
..44Z@!!/2))A-
_j9r   c                   t        || j                  d      }i | j                  }| j                  j                  }t               j                         D ]  \  }}||vs|||<    t        |||       || j                  j                     S )Nexec)r  mode)	compiler  r  r[  r  globalsr  r>  r+   )r   r)  compiled_codelocal_namespace
fn_globalsr(   r)   s          r   r'  z"FunctionRewriter._compile_and_execU  s    $--fU)T[[/WW((
!)//+ 	(JC*$"'
3	( 	]J8tww//00r   N)r+   r,   r-   r  r8  r=   r*  r"  r#  r%  r&  r'  r3   r   r   r  r    s-    $&O&7(:$
	1r   r  c                  F    e Zd ZU i Zded<   d	dZd Zed        Z d Zd Z	y)
InterpretedFunctionzDict[Callable, Callable]rewritten_fnc                     | _         t        |fi | _        | _         fd}| _        t        j                  |      }|j                  j                         D cg c]  }|j                   c} _
        y c c}w )Nc                 h    |d   }j                         } t        |j                  |      | i |S )Nr  rewriter  r  )r  r  r  r[  r   s       r   runz)InterpretedFunction.__init__.<locals>.runi  s6    &>DB9<DNND94J6JJr   )r[  r  rewriterr  rL  r  	signature
parametersrv  r  r  )r   r[  r  rL  rN  r  s   `     r   r=   zInterpretedFunction.__init__d  si    (6v6	K
 %%b)	*3*>*>*E*E*GHQ!&&HHs   A:c                    | j                   | j                  vr1| j                  j                         | j                  | j                   <   | j                  | j                      S r   )r[  rG  rM  r*  r   s    r   rK  zInterpretedFunction.rewriter  sJ    77$+++)-)B)B)DDdgg&  ))r   c                .    | j                   j                  S r   )r[  r+   r   s    r   r+   zInterpretedFunction.__name__w  s    wwr   c                P    | j                         }t        || j                  |      S r   rJ  )r   r  r[  s      r   __getitem__zInterpretedFunction.__getitem__{  s     \\^B55r   c                    t        | j                         | j                         }	  ||i |S # t        $ r}t	        t        |            |d }~ww xY wr   )r  r[  rK  r   r   r,  )r   r  r  r[  r  s        r   r  zInterpretedFunction.__call__  sO    DGG\\^	3t&v&& 	3"47+2	3s   / 	AAANr  )
r+   r,   r-   rG  r/   r=   rK  r1  rS  r  r3   r   r   rF  rF  `  s6    -/L*/I*
    63r   rF  )F
__future__r   r  r4  r  typingr   r   r   r   r   numpyrB   r  triton.languagelanguager   r0   r   triton.language.semanticr	   triton.tools.tensor_descriptorr
   errorsr   	functoolsr   _C.libtritonr   rY  r   r   r   r5   rV   rg   r   r   r   r   r   	vectorizer   r  r   r  rJ   r  r   r   r  r  r3  r5  rE  r  r  r  r  r  r  r  r
  r  r  r  NodeTransformerr  r  rF  r3   r   r   <module>ra     s   " 
   . .      ! 3 ; $  6 $   6 4% %P $
& 
& 
&	@='@
# bll45bll45Z<p pJ8 J8Z#4(.I ID].% ].@;# ;|) K\
HTD )* %&9: hG hGVS((  B1 B1J&3 &3r   