IntroductionType SafetyTensor IndexingEinsumEinopsAutogradTraining a ModelProfiling & MemoryPyTorch MigrationBest PracticesRuntimesPerformanceActivationOptionsAdaptiveAvgPool1dAdaptiveAvgPool2dAdaptiveAvgPool3dAdaptiveLogSoftmaxWithLossAdaptiveMaxPool1dAdaptiveMaxPool2dAdaptiveMaxPool3dadd_moduleAlphaDropoutappendappendapplyAvgPool1dAvgPool1dOptionsAvgPool2dAvgPool2dOptionsAvgPool3dAvgPool3dOptionsBackwardHookBackwardPreHookBatchNorm1dBatchNorm2dBatchNorm3dBatchNormOptionsBCELossBCEWithLogitsLossBilinearBufferBufferOptionsBufferRegistrationHookbufferscallCELUCELUOptionsChannelShufflechildrenCircularPad1dCircularPad2dCircularPad3dclearConstantPad1dConstantPad2dConstantPad3dConv1dConv2dConv3dConvOptionsConvTranspose1dConvTranspose2dConvTranspose3dConvTransposeOptionsCosineEmbeddingLossCosineEmbeddingLossOptionsCosineSimilarityCosineSimilarityOptionscreatecreateCrossEntropyLossCTCLossdecodedecodedeleteDropoutDropout1dDropout2dDropout3dDropoutOptionsELUELUOptionsEmbeddingEmbeddingBagencodeencodeentriesentriesevalextendFeatureAlphaDropoutFlattenFlattenOptionsFoldFoldOptionsforwardforwardforwardforwardforwardforwardforwardforwardforward_with_targetForwardHookForwardPreHookFractionalMaxPool2dFractionalMaxPool3dfrom_pretrainedfrom_pretrainedGaussianNLLLossGELUGELUOptionsgenerate_square_subsequent_maskgetgetgetgetgetget_bufferget_parameterget_submoduleGLUGLUOptionsGroupNormGroupNormOptionsGRUGRUCellHardshrinkHardshrinkOptionsHardsigmoidHardswishHardtanhHardtanhOptionshashasHingeEmbeddingLossHingeEmbeddingLossOptionsHuberLossHuberLossOptionsIdentityInstanceNorm1dInstanceNorm2dInstanceNorm3dInstanceNormOptionsis_uninitialized_bufferis_uninitialized_parameteriterator]iterator]iterator]keyskeysKLDivLossL1LossL1LossOptionsLayerNormLayerNormOptionsLazyBatchNorm1dLazyBatchNorm2dLazyBatchNorm3dLazyConv1dLazyConv2dLazyConv3dLazyConvOptionsLazyConvTranspose1dLazyConvTranspose2dLazyConvTranspose3dLazyConvTransposeOptionsLazyInstanceNorm1dLazyInstanceNorm2dLazyInstanceNorm3dLazyLinearLeakyReLULeakyReLUOptionsLinearLinearOptionsload_state_dictLocalResponseNormLocalResponseNormOptionslog_probLogSigmoidLogSoftmaxLogSoftmaxOptionsLPPool1dLPPool1dOptionsLPPool2dLPPool2dOptionsLPPool3dLPPool3dOptionsLSTMLSTMCellLSTMCellOptionsMarginRankingLossMarginRankingLossOptionsmaterializematerializematerialize_uninitializedmaterialize_uninitializedMaxPool1dMaxPool1dOptionsMaxPool2dMaxPool2dOptionsMaxPool3dMaxPool3dOptionsMaxUnpool1dMaxUnpool1dOptionsMaxUnpool2dMaxUnpool2dOptionsMaxUnpool3dMaxUnpool3dOptionsMishModuleModuleBuffersModuleChildrenModuleDictModuleListModuleParametersModuleRegistrationHookmodulesMSELossMSELossOptionsmultihead_attnMultiheadAttentionMultiheadAttentionOptionsMultiLabelMarginLossMultiLabelMarginLossOptionsMultiLabelSoftMarginLossMultiMarginLossnamed_buffersnamed_childrennamed_modulesnamed_parametersNLLLossnum_parametersPairwiseDistancePairwiseDistanceOptionsParameterParameterDictParameterListParameterOptionsParameterRegistrationHookparametersPixelShufflePixelUnshufflePoissonNLLLosspopPReLUPReLUOptionsReflectionPad1dReflectionPad2dReflectionPad3dregister_backward_hookregister_bufferregister_forward_hookregister_forward_pre_hookregister_full_backward_hookregister_full_backward_pre_hookregister_module_backward_hookregister_module_buffer_registration_hookregister_module_forward_hookregister_module_forward_pre_hookregister_module_full_backward_hookregister_module_full_backward_pre_hookregister_module_module_registration_hookregister_module_parameter_registration_hookregister_parameterReLUReLU6RemovableHandleremoveReplicationPad1dReplicationPad2dReplicationPad3dRMSNormRNNRNNBaseRNNBaseOptionsRNNCellRNNCellOptionsRReLURReLUOptionsrunSELUSequentialsetsetsetSigmoidSiLUSmoothL1LossSmoothL1LossOptionsSoftMarginLossSoftMarginLossOptionsSoftmaxSoftmax2dSoftmaxOptionsSoftminSoftminOptionsSoftplusSoftplusOptionsSoftshrinkSoftshrinkOptionsSoftsignstate_dictSyncBatchNormTanhTanhshrinkThresholdThresholdOptionstotrainTransformerTransformerDecoderTransformerDecoderLayerTransformerDecoderLayerOptionsTransformerDecoderOptionsTransformerEncoderTransformerEncoderLayerTransformerEncoderLayerOptionsTransformerEncoderOptionsTransformerOptionsTripletMarginLossTripletMarginWithDistanceLossUnflattenUnfoldUnfoldOptionsUninitializedBufferUninitializedOptionsUninitializedParameterupdateUpsampleUpsamplingBilinear2dUpsamplingNearest2dvaluesvalueszero_gradZeroPad1dZeroPad2dZeroPad3dabsacosacoshaddaddbmmAddbmmOptionsaddcdivAddcdivOptionsaddcmulAddcmulOptionsaddmmAddmmOptionsaddmvAddmvOptionsaddrAddrOptionsadjointallallcloseAllcloseOptionsamaxaminaminmaxangleanyapplyOutarangeare_deterministic_algorithms_enabledargmaxargminargsortargwhereas_stridedas_tensorasinasinhAssertNoShapeErrorAtat_error_index_out_of_boundsatanatan2atanhatleast_1datleast_2datleast_3dAtShapeautocast_decrement_nestingautocast_increment_nestingAxesRecordbaddbmmBaddbmmOptionsbatch_dimensions_do_not_match_errorbernoulliBinaryOptionsbincountbitwise_andbitwise_left_shiftbitwise_notbitwise_orbitwise_right_shiftbitwise_xorblock_diagbmmbroadcast_error_incompatible_dimensionsbroadcast_shapesbroadcast_tensorsbroadcast_toBroadcastShapebroadcastShapesbucketizecanBroadcastTocartesian_prodcatCatShapecdistceilchain_matmulCholeskyShapechunkchunk_error_dim_out_of_rangeclampclear_autocast_cacheclonecolumn_stackcombinationscompiled_with_cxx11_abicomplexconjconj_physicalcontiguouscopysigncorrcoefcoscoshcount_nonzerocovCPUTensorDatacreateTorchCumExtremeResultcummaxcummincumprodCumShapecumsumcumulative_trapezoidCumulativeOptionsdeg2raddetachDetShapeDeviceDeviceInputDeviceTypediagdiag_embeddiagflatdiagonal_scatterDiagShapediffdigammadimension_error_out_of_rangedistdivdotdsplitdstackDTypeDynamicShapeEigShapeeinops_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_indexEinsumOutputShapeEllipsiseluembedding_bag_error_requires_2d_inputemptyempty_cacheempty_likeeqequalerferfcerfinvexpexp2expandexpand_asexpand_error_incompatibleExpandShapeexpm1eyeEyeOptionsflattenFlattenShapeflipflip_error_dim_out_of_rangefliplrFlipShapeflipudfloat_powerfloorfloor_dividefmaxfminfmodfracfrexpfrombufferfullfull_likegathergather_error_dim_out_of_rangeGatherShapegcdgegeluget_autocast_cpu_dtypeget_autocast_gpu_dtypeget_autocast_ipu_dtypeget_autocast_xla_dtypeget_default_deviceget_default_dtypeget_deterministic_debug_modeget_device_moduleget_file_pathget_float32_matmul_precisionget_num_interop_threadsget_num_threadsget_printoptionsget_rng_stateGradFngthardsigmoidhardswishHasShapeErrorheavisidehistchistogramHistogramResulthsplithstackhypoti0imagindex_addindex_copyindex_fillindex_putindex_reduceindex_selectindex_select_error_dim_out_of_rangeIndexSelectShapeIndexSpecIndicesSpecinverseInverseShapeis_anomaly_check_nan_enabledis_anomaly_enabledis_autocast_cache_enabledis_autocast_cpu_enabledis_autocast_ipu_enabledis_autocast_xla_enabledis_complexis_complex_dtypeis_cpu_only_modeis_deterministic_algorithms_warn_only_enabledis_floating_pointis_floating_point_dtypeis_inference_mode_enabledis_nonzerois_tensoris_warn_always_enabledis_webgpu_availableIs2DIsAtLeast1DiscloseIscloseOptionsisfiniteisinisinfisnanisneginfisposinfisrealIsShapeErroritem_error_not_scalarItemResultkronkthvalueKthvalueOptionslcmldexpleleaky_relulerplgammalinalg_error_not_square_matrixlinalg_error_requires_2dlinalg_error_requires_at_least_2dlinspaceloglog10log1plog2logaddexplogaddexp2logcumsumexplogical_andlogical_notlogical_orlogical_xorlogitlogspacelogsumexpltLUShapemasked_selectmasked_select_asyncMaskSpecmatmulmatmul_error_inner_dimensions_do_not_matchMatmul2DShapeMatmulShapemaxmaximummeanmedianmemory_statsmemory_summarymeshgridminminimummmmodemovedimmsortmulmultinomialmultinomial_asyncmvnan_to_numnanmeannanmediannanquantilenansumnarrownarrow_copynarrow_error_length_exceeds_boundsnarrow_error_start_out_of_boundsNarrowShapeneneedsBroadcastnegNegativeDimnextafternonzeronormnormalNormOptionsnumelonesones_likeouterpackPackShapepermutepermute_error_dimension_count_mismatchPermuteShapepoissonpolarpositivepowPrintOptionsprodprofiler_allow_cudagraph_cupti_lazy_reinit_cuda12promote_typesquantileQuantileOptionsrad2degrandrand_likerandintrandint_likerandnrandn_likerandpermRangeSpecRankravelrealRearrangeShapereciprocalreduceReduceOperationReduceShapeReductionOptionsreluremainderrepeatrepeat_interleaveRepeatInterleaveOptionsRepeatShaperequireWebGPUreset_peak_memory_statsreshapeReshapeShaperesult_typerollrot90roundrsqrtscatterscatter_addscatter_add_scatter_error_dim_out_of_rangescatter_reducescatter_reduce_ScatterShapesearchsortedselectselect_error_index_out_of_boundsselect_scatterSelectShapeseluset_default_deviceset_default_tensor_typeset_deterministic_debug_modeset_float32_matmul_precisionset_printoptionsset_warn_alwaysShapeShapedTensorsigmoidsignsignbitsilusinsincsinhslice_error_out_of_boundsslice_scatterSliceShapeSliceSpecsoftmax_error_dim_out_of_rangeSoftmaxShapesoftplussoftsignsortSortOptionssplitsplit_error_dim_out_of_rangesqrtsquaresqueezeSqueezeShapestackstdstd_meanStdVarOptionssubSublistSublistElementSubscriptIndexsumSVDShapeswapaxessym_floatsym_intsym_notttaketake_along_dimtantanhtensortensor_splitTensorCreatorTensorDatatensordotTensorOptionsTensorStoragetileTileShapetopkTopkOptionsTorchtraceTraceShapetransposetranspose_dims_error_out_of_rangetranspose_error_requires_2d_tensorTransposeDimsShapeTransposeDimsShapeCheckedTransposeShapetrapezoidtriltril_indicestriutriu_indicestruncTypedArrayTypedStorageUnaryOptionsunbindunbind_error_dim_out_of_rangeunflattenuniqueunique_consecutiveunpackUnpackShapeunravel_indexunsqueezeUnsqueezeShapeuse_deterministic_algorithmsValidateBatchedSquareMatrixValidateChunkDimValidatedEinsumShapevalidateDeviceValidatedRearrangeShapeValidatedReduceShapeValidatedRepeatShapevalidateDTypeValidateEinsumValidateOperandCountValidateRanksValidateScalarValidateSplitDimValidateSquareMatrixValidateUnbindDimvar_var_meanvdotviewview_as_complexview_as_realvmapvsplitvstackWebGPUTensorDatawherexlogyzeroszeros_likeOptions for Flatten module.
export interface FlattenOptions {
/** Start dimension to flatten (default: 1) */
start_dim?: number;
/** End dimension to flatten (default: -1) */
end_dim?: number;
}start_dim(number)optionalend_dim(number)optional