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absacosacoshAdaptivePool1dShapeAdaptivePool2dShapeaddaddbmmAddbmmOptionsaddcdivAddcdivOptionsaddcmulAddcmulOptionsaddmmAddmmOptionsaddmvAddmvOptionsaddrAddrOptionsadjointallallcloseAllcloseOptionsAlphaBetaOptionsamaxaminaminmaxAminmaxOptionsangleanyapplyOutarangeare_deterministic_algorithms_enabledargmaxargminargsortargwhereas_stridedas_tensorasinasinhAssertNoShapeErrorAssertNotErrorAsStridedOptionsAtat_error_index_out_of_boundsatanatan2atanhatleast_1datleast_2datleast_3dAtShapeautocast_decrement_nestingautocast_increment_nestingautograd_gradient_mismatch_errorautograd_not_registered_errorAutogradConfigAutogradDeviceAutogradDTypeAutogradEntryAutogradHandleAutogradHandleImplAxesRecordBackwardFnbaddbmmBaddbmmOptionsbartlett_windowBaseKernelConfigbatch_dimensions_do_not_match_errorbernoulliBernoulliOptionsBinaryBackwardFnBinaryBroadcastResultBinaryDTypeBinaryKernelConfigCPUBinaryKernelCPUBinaryOpConfigBinaryOpNamesBinaryOpSchemaBinaryOptionsbincountBincountOptionsbitwise_andbitwise_left_shiftbitwise_notbitwise_orbitwise_right_shiftbitwise_xorblackman_windowblock_diagbmmBooleanDTypeRulebroadcast_error_incompatible_dimensionsbroadcast_shapesbroadcast_tensorsbroadcast_toBroadcastShapeBroadcastShapeRulebroadcastShapesbucketizeBucketizeOptionsBufferUsagebuildEinopsErrorbuildErrorMessagecanBroadcastTocartesian_prodcatCatOptionsCatShapeCauchyOptionscdistCdistOptionsceilceluCeluFunctionalOptionschain_matmulCheckShapeErrorCholeskyShapechunkchunk_error_dim_out_of_rangeChunkOptionsclampClampOptionsclear_autocast_cacheclearEinopsCacheclearEinsumCacheclonecolumn_stackcombinationsCombinationsOptionscompiled_with_cxx11_abicomplexconjconj_physicalcontiguousConv1dShapeConv2dShapeConv3dShapeConvTranspose2dShapecopysigncorrcoefcoscoshcount_nonzeroCountNonzeroOptionscovcoverage_reportcoverageReportCoverageReportCovOptionsCPUForwardFnCPUKernelConfigCPUKernelEntryCPUOnlyResultCPUTensorDatacreateCumExtremeResultcreateTorchCreationOpSchemaCumExtremeResultcummaxcummincumprodCumShapecumsumcumulative_trapezoidCumulativeOptionsCumulativeOptionsWithDimdeg2raddetachDeterministicOptionsDetShapeDevicedevice_error_requiresDeviceBufferDeviceCapabilitiesDeviceCheckedResultDeviceConfigDeviceContextDeviceEntryDeviceHandleDeviceInputDeviceOptionsDeviceRegistryDeviceTypediagdiag_embedDiagEmbedOptionsdiagflatDiagflatOptionsDiagFlatOptionsdiagonal_scatterDiagonalOptionsDiagonalScatterOptionsDiagOptionsDiagShapediffDiffOptionsdigammadimension_error_out_of_rangeDispatchConfigdistDistOptionsdivdotDotShapeRuleDoubleDoubleDimdropoutDropoutFunctionalOptionsdsplitdstackDTypedtype_already_registered_errordtype_components_mismatch_errordtype_not_found_errorDTypeComponentsDTypeConfigDTypeCoverageReportDTypeDisplayConfigDTypeEntryDTypeHandleDTypeHandleImplDTypeInfoDTypeRegistryDTypeRuleDTypeSerializationConfigDynamicShapeEigShapeeinops_error_ambiguous_decompositioneinops_error_anonymous_in_outputeinops_error_dimension_mismatcheinops_error_invalid_patterneinops_error_reduce_undefined_outputeinops_error_repeat_missing_sizeeinops_error_undefined_axiseinsumeinsum_error_dimension_mismatcheinsum_error_index_out_of_rangeeinsum_error_invalid_equationeinsum_error_invalid_sublist_elementeinsum_error_operand_count_mismatcheinsum_error_subscript_rank_mismatcheinsum_error_unknown_output_indexEinsumOptionsEinsumOutputShapeEllipsiseluelu_EluFunctionalOptionsembedding_bag_error_requires_2d_inputemptyempty_cacheempty_likeeqequalerferfcerfinvexpexp2expandexpand_asexpand_error_incompatibleExpandShapeexpm1ExponentialOptionseyeEyeOptionsfftFFTOptionsfindKernelWithPredicatefindSimilarPatternsflattenFlattenOptionsFlattenShapeflipflip_error_dim_out_of_rangefliplrFlipShapeflipudfloat_powerFloatDTypeRulefloorfloor_dividefmaxfminfmodformatEquationErrorformatShapefracfrexpfrombufferfullfull_likefunction_already_registered_errorFunctionConfigFunctionEntryFunctionHandlegathergather_error_dim_out_of_rangeGatherShapegcdgegeluGeometricOptionsget_autocast_cpu_dtypeget_autocast_gpu_dtypeget_autocast_ipu_dtypeget_autocast_xla_dtypeget_default_deviceget_default_dtypeget_deterministic_debug_modeget_device_configget_device_contextget_device_moduleget_dtype_infoget_file_pathget_float32_matmul_precisionget_num_interop_threadsget_num_threadsget_op_infoget_printoptionsget_real_dtypeget_rng_stategetAutogradgetDTypegetEinopsCacheSizegetEinsumCacheSizegetFunctiongetKernelgetMethodgetOpInfoGetOpKindGetOpSchemagetScalarKernelgluGluFunctionalOptionsGradContextGradFnGradientsForgtHalfHalfDimhamming_windowhann_windowhardshrinkhardsigmoidhardswishhardtanhhardtanh_HardtanhFunctionalOptionshas_autogradhas_devicehas_dtypehas_kernelhasAutogradhasDTypehasFunctionhasKernelhasMethodhasScalarKernelHasShapeErrorheavisidehistcHistcOptionshistogramHistogramOptionsHistogramResulthsplithstackhypoti0IdentityShapeifftimagindex_addindex_copyindex_fillindex_putindex_reduceindex_selectindex_select_error_dim_out_of_rangeIndexPutOptionsIndexSelectShapeIndexSpecIndicesOptionsIndicesSpecinitialize_deviceInputsForInsertDiminvalid_conf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  4. UnaryOpConfig

torch.UnaryOpConfig

export interface UnaryOpConfig<Op extends UnaryOpNames> {
  /**
   * Operation name (must match OpSchemas).
   */
  readonly op: Op;

  /**
   * CPU kernel function. Receives a single value and returns the result.
   * For float32 dtype.
   */
  readonly cpu: (x: number) => number;

  /**
   * Optional CPU kernel for int32 dtype.
   * If not provided and int32 is in dtypes, uses the float32 kernel.
   */
  readonly cpuInt32?: (x: number) => number;

  /**
   * WebGPU shader entry point name (e.g., 'exp_op', 'sin_op').
   */
  readonly shaderEntry: string;

  /**
   * Dtypes to register. Defaults to ['float32'].
   */
  readonly dtypes?: readonly UnaryDType[];

  /**
   * Backward function for autograd.
   * If not provided, the operation is not differentiable.
   */
  readonly backward?: UnaryBackwardFn;

  /**
   * Setup context function for backward.
   * Defaults to saving input if backward is provided.
   */
  readonly setupContext?: (
    ctx: GradContext,
    inputs: { input: TensorLike },
    output: TensorLike
  ) => void;

  /**
   * What to save for backward pass.
   * 'input' - saves the input tensor (default)
   * 'output' - saves the output tensor (useful for exp, sigmoid, etc.)
   * 'none' - saves nothing (for ops like neg where grad doesn't need saved tensors)
   */
  readonly saveForBackward?: SaveForBackward;

  /**
   * Tensor method name to call. Defaults to the op name.
   */
  readonly tensorMethod?: string;
}
Opextends UnaryOpNames
readonlyop(Op)
– Operation name (must match OpSchemas).
readonlycpu((x: number) => number)
– CPU kernel function. Receives a single value and returns the result. For float32 dtype.
readonlycpuInt32((x: number) => number)optional
– Optional CPU kernel for int32 dtype. If not provided and int32 is in dtypes, uses the float32 kernel.
readonlyshaderEntry(string)
– WebGPU shader entry point name (e.g., 'exp_op', 'sin_op').
readonlydtypes(readonly UnaryDType[])optional
– Dtypes to register. Defaults to ['float32'].
readonlybackward(UnaryBackwardFn)optional
– Backward function for autograd. If not provided, the operation is not differentiable.
readonlysetupContext(( ctx: GradContext, inputs: { input: TensorLike }, output: TensorLike ) => void)optional
– Setup context function for backward. Defaults to saving input if backward is provided.
readonlysaveForBackward(SaveForBackward)optional
– What to save for backward pass. 'input' - saves the input tensor (default) 'output' - saves the output tensor (useful for exp, sigmoid, etc.) 'none' - saves nothing (for ops like neg where grad doesn't need saved tensors)
readonlytensorMethod(string)optional
– Tensor method name to call. Defaults to the op name.

Configuration for registering a unary operation.

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