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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. DTypeConfig

torch.DTypeConfig

export interface DTypeConfig<
  Name extends string,
  Components extends number,
  ComponentType extends DType,
> {
  /**
   * The dtype name.
   * Should be unique and follow naming convention: type_precision
   * Examples: 'quaternion_f32', 'interval_f64', 'posit16'
   */
  readonly name: Name;

  /**
   * Number of base elements per logical element.
   * Examples: 4 for quaternion, 2 for complex, 8 for octonion
   */
  readonly components: Components;

  /**
   * The underlying storage dtype for components.
   * Usually 'float32', 'float16', 'int32', etc.
   */
  readonly componentType: ComponentType;

  /**
   * Default value for torch.zeros(), torch.empty(), etc.
   * Must have exactly `components` elements.
   *
   * @example
   * ```typescript
   * // Quaternion identity: [1, 0, 0, 0]
   * zero: [1, 0, 0, 0]
   *
   * // Complex zero: [0, 0]
   * zero: [0, 0]
   * ```
   */
  readonly zero: TupleOfLength<number, Components>;

  /**
   * Memory layout for multi-component types.
   *
   * - 'interleaved': [w0,x0,y0,z0, w1,x1,y1,z1, ...] (default)
   * - 'planar': [w0,w1,..., x0,x1,..., y0,y1,..., z0,z1,...]
   */
  readonly layout?: 'interleaved' | 'planar';

  /**
   * Types that can be cast to this dtype.
   * Example: ['float32'] means float32 tensors can be cast to this type.
   */
  readonly promotes_from?: readonly DType[];

  /**
   * What this dtype promotes to when mixed with others.
   * Example: quaternion_f32 + float32 might become quaternion_f32.
   */
  readonly promotes_to?: DType;

  /**
   * Named access to components.
   * Enables tensor.w, tensor.x, tensor.y, tensor.z for quaternions.
   */
  readonly component_names?: TupleOfLength<string, Components>;

  /**
   * Whether .view() can expose underlying components as base dtype.
   * If true: q.view(-1, 4) gives float32 tensor of components.
   * If false: throws error.
   */
  readonly allow_component_view?: boolean;

  /**
   * Serialization configuration.
   */
  readonly serialization?: DTypeSerializationConfig<Components, ComponentType>;

  /**
   * Display configuration.
   */
  readonly display?: DTypeDisplayConfig<Components>;
}
Nameextends string
Componentsextends number
ComponentTypeextends DType
readonlyname(Name)
– The dtype name. Should be unique and follow naming convention: type_precision Examples: 'quaternion_f32', 'interval_f64', 'posit16'
readonlycomponents(Components)
– Number of base elements per logical element. Examples: 4 for quaternion, 2 for complex, 8 for octonion
readonlycomponentType(ComponentType)
– The underlying storage dtype for components. Usually 'float32', 'float16', 'int32', etc.
readonlyzero(TupleOfLength<number, Components>)
– Default value for torch.zeros(), torch.empty(), etc. Must have exactly components elements.
readonlylayout('interleaved' | 'planar')optional
– Memory layout for multi-component types. - 'interleaved': [w0,x0,y0,z0, w1,x1,y1,z1, ...] (default) - 'planar': [w0,w1,..., x0,x1,..., y0,y1,..., z0,z1,...]
readonlypromotes_from(readonly DType[])optional
– Types that can be cast to this dtype. Example: ['float32'] means float32 tensors can be cast to this type.
readonlypromotes_to(DType)optional
– What this dtype promotes to when mixed with others. Example: quaternion_f32 + float32 might become quaternion_f32.
readonlycomponent_names(TupleOfLength<string, Components>)optional
– Named access to components. Enables tensor.w, tensor.x, tensor.y, tensor.z for quaternions.
readonlyallow_component_view(boolean)optional
– Whether .view() can expose underlying components as base dtype. If true: q.view(-1, 4) gives float32 tensor of components. If false: throws error.
readonlyserialization(DTypeSerializationConfig<Components, ComponentType>)optional
– Serialization configuration.
readonlydisplay(DTypeDisplayConfig<Components>)optional
– Display configuration.

Configuration for registering a custom dtype.

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