wvhl*UdZddlmZddlmZmZddlmZddlm Z ddl Z ddl m cm Z ddlm cmcmZddlZe j(deej,ej.ee j0j2dej,ej4ee j0j2d ej,ej6ee j0j2d ej,ej8ee j0j2d ej,ej:ee j0j2d ej,ej<ee j0j>d ej,ej@ee j0j>d ej,ejBee j0j>d ej,ejDee j0j>d ej,ejFe jHjJej,ejLe jNjJej,ejPe jRjJej,ejTd ej,ejVdiZ,de-d<d"dZ.d#dZ/e e0e jbfZ2e3ee2e jhfZ5 d$dZ6d%dZ7d&dZ8d'dZ9d'dZ:d(dZ;d)dZdddddddddd d+d!Z?y),zFA small library of helpers for use in jaxlib to build MLIR operations.) annotations)CallableSequence)partial)UnionNzThe jaxlib.hlo_helpers submodule is deprecated. Instead, use jax.ffi if possible or, for lower-level operations, jax.interpreters.mlir. @cxtjjtjjSN)ir ComplexTypegetF32TypeM/opt/face_recognition/venv/lib/python3.12/site-packages/jaxlib/hlo_helpers.pyr4s ".."4"4RZZ^^5E"FrcxtjjtjjSr)rrrF64Typerrrrr5s 2>>#5#5bjjnn6F#Grz%dict[np.dtype, Callable[[], ir.Type]]_dtype_to_ir_type_factorycBttj|Sr)rnpdtypers rdtype_to_ir_typer7s "288E? 3 55rcTtjj|t|Sr)rRankedTensorTyperr)shapers rshape_dtype_to_ir_typer";s!   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Args: call_target_name: the name of the custom call target result_types: the MLIR types of the results of the custom call operands: the MLIR IR values that are arguments to the custom call backend_config: an opaque string passed to the custom call kernel has_side_effect: if True, marks the custom call as effectful result_shapes: tensors that represent the result shapes, to be used when the results have dynamic shapes. If not-None, its length must match the number of the results. called_computations: the list of function names called by the custom call. api_version: the ABI contract version of the custom call operand_output_aliases: a dict mapping operand numbers to outputs they alias operand_layouts: a sequence of layouts (dimension orders) for each operand result_layouts: a sequence of layouts (dimension orders) for each result extra_attributes: additional IR attributes to apply to the custom_call. rkrz,custom_call backend_config unexpected type: r )call_target_namernrmrpror)output_tuple_indices operand_indexoperand_tuple_indicesoutput_operand_aliasesrindices_of_shape_operands)rrNrrrs)resultsoperands attributeszmhlo.backend_config) listr StringAttrrr&strbytesdict ValueErrorBoolAttrrGrHrI ArrayAttrFlatSymbolRefAttritemsr?OutputOperandAliasrEupdateDenseIntElementsAttrrr^ranger_ atleast_1d IndexType CustomCallOp build_genericDictAttr operationr~)rvr3r}rmrnr4rorprqrrrsrtbackend_config_attrnamer~ input_idx output_idxlops r custom_callrsB(^(--++B/.3,/--++N;.$'--++B/K Cc.FYY ZZ}}(()9:kkooo6(..$$ .. % %b );8,,**6I Jd2   # #D ) J *'+-<<+;+;%;$@$@$B$Hb = )Z   036*+ ## MM"**Qbhh7 8!!# $ %6%J !   %% % ~ #l"3 3& 6&& 3#%<<#3#3/=5*+ ## MM"**Qbhh7 8!!# $ %5$J  %%lX1;&="%++//.95HBLL12 )g K =665s&R),=R. 2A:R49A:R9)returnir.Type)r!z Sequence[int]rr)r2zSequence[ShapeTypePair]rz+tuple[list[ir.Type], list[ir.Value] | None])rJzSequence[int | ir.Value]rir.Value)rSz np.ndarrayrr)rSr')rS DimensionSize)rzir.DenseI64ArrayAttr)rSrrfrrr)rvrr3zSequence[ir.Type]r}zSequence[ir.Value]rmz%str | bytes | dict[str, ir.Attribute]rnboolr4zSequence[ir.Value] | Noneroz Sequence[str]rpr'rqzdict[int, int] | NonerrSequence[Sequence[int]] | Nonersrrtzdict[str, ir.Attribute] | Nonerz ir.Operation)@__doc__ __future__rcollections.abcrr functoolsrtypingrwarningsjaxlib.mlir.irmlirrjaxlib.mlir.dialects.stablehlodialects stablehlor?numpyrwarnDeprecationWarningrbool_rHrIint8int16r>r_rU get_unsigneduint16uint32uint64float16F16Typerfloat32rfloat64r complex64 complex128r__annotations__rr"r'ValuertupleType ShapeTypePairr7r/r<rVrYr[rargrjrrrrrsFM".,, F "((288gbnn991= "((277WR^^88!< "((288gbnn992> "((288gbnn992> "((288gbnn992> "((288gbnn991= "((299wr~~::B? 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