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acquireAnalysisHintAnalysisResultanalyzeanalyzeanalyzeExpressionAssignmentNodeASTNodeastToMethodChainastToStringBinaryOpNodebindBufferPoolbuildExpressionStringbuildGraphChainedComparisonNodeclearclearAstCacheclearBufferPoolclonecloneCompiledExecuteOptionsCompiledExpressionCompiledPatterncompileExpressioncompileExpressionWithCompileOptionscompilePatterncomposePatternscreateEfficientPatterncreateLazyExpressioncreateLazyExpressionWithCustomOperatorDefinitionDeviceOfDimensionLabeledNodeDTypeOfEfficientOptionsEvalExprShapeevaluateevaluateEfficientEvaluateOptionsevaluateWithTraceEvaluationErrorexecuteExpressionGraphextractVariablesExtractVariablesformatAnalysisFunctionCallNodeFunctionDefinitionFunctionInfogetASTgetAstCacheSizegetAutocompleteInfogetBufferPoolgetCustomOperatorgetFunctionRegistrygetOperatorOverloadsgetOperatorsgetOptimizedExpressiongradgradAllGraphEdgeGraphNodegraphToStringhasFunctionhasOperatorInferDeviceInferDTypeInferExpressionShapeInferObjectDeviceInferObjectDTypeinitBuiltinFunctionsisOperatorLazyExecuteOptionsLazyExpressionNamedExpressionNumberNodeOperatorOperatorOverloadparseParseErrorParseExprPatternParseResultparseTemplatepartialPatternpattern_error_extra_variablespattern_error_missing_variablesPatternExprResultPatternExprShapePatternFunctionPatternVariablespipePatternsregisterFunctionregisterOperatorregisterOperatorOverloadreleasereleaseAllrunsetBufferPoolSeverityShapeAssertionNodeShapeDimensionShapeOfStringNodeTensorExprResultTensorOrNumberTensorRefNodeTensorShapeMapTernaryNodeTokentokenizeTokenizerErrorTokenizerResultTokenTypetoStringtoStringTraceEntryTraceResultTypedTensorExprTypedTensorExprWithHelpersUnaryOpNodeunbindunbindValidatePatternVariablesvisualizeGraphVisualizeOptionswithwithPoolScope
absacosacoshAdaptivePool1dShapeAdaptivePool2dShapeaddaddbmmAddbmmOptionsaddcdivAddcdivOptionsaddcmulAddcmulOptionsaddmmAddmmOptionsaddmvAddmvOptionsaddrAddrOptionsadjointallallcloseAllcloseOptionsAlphaBetaOptionsamaxaminaminmaxAminmaxOptionsangleanyapplyOutarangeare_deterministic_algorithms_enabledargmaxargminargsortargwhereas_stridedas_tensorasinasinhAssertNoShapeErrorAssertNotErrorAsStridedOptionsAtat_error_index_out_of_boundsatanatan2atanhatleast_1datleast_2datleast_3dAtShapeautocast_decrement_nestingautocast_increment_nestingautograd_gradient_mismatch_errorautograd_not_registered_errorAutogradConfigAutogradEntryAutogradHandleAutogradHandleImplAxesRecordBackwardFnbaddbmmBaddbmmOptionsbartlett_windowBaseKernelConfigbatch_dimensions_do_not_match_errorbernoulliBernoulliOptionsBinaryBroadcastResultBinaryKernelConfigCPUBinaryKernelCPUBinaryOpNamesBinaryOpSchemaBinaryOptionsbincountBincountOptionsbitwise_andbitwise_left_shiftbitwise_notbitwise_orbitwise_right_shiftbitwise_xorblackman_windowblock_diagbmmBooleanDTypeRulebroadcast_error_incompatible_dimensionsbroadcast_shapesbroadcast_tensorsbroadcast_toBroadcastShapeBroadcastShapeRulebroadcastShapesbucketizeBucketizeOptionsbuildEinopsErrorbuildErrorMessagecanBroadcastTocartesian_prodcatCatOptionsCatShapeCauchyOptionscdistCdistOptionsceilceluCeluFunctionalOptionschain_matmulCheckShapeErrorCholeskyShapechunkchunk_error_dim_out_of_rangeChunkOptionsclampClampOptionsclear_autocast_cacheclearEinopsCacheclearEinsumCacheclonecolumn_stackcombinationsCombinationsOptionscompiled_with_cxx11_abicomplexconjconj_physicalcontiguousConv1dShapeConv2dShapeConv3dShapeConvTranspose2dShapecopysigncorrcoefcoscoshcount_nonzeroCountNonzeroOptionscovcoverage_reportcoverageReportCoverageReportCovOptionsCPUForwardFnCPUKernelConfigCPUKernelEntryCPUOnlyResultCPUTensorDatacreateTorchCreationOpSchemaCumExtremeResultcummaxcummincumprodCumShapecumsumcumulative_trapezoidCumulativeOptionsCumulativeOptionsWithDimdeg2raddetachDeterministicOptionsDetShapeDevicedevice_error_requiresDeviceCheckedResultDeviceInputDeviceOptionsDeviceTypediagdiag_embedDiagEmbedOptionsdiagflatDiagflatOptionsDiagFlatOptionsdiagonal_scatterDiagonalOptionsDiagonalScatterOptionsDiagOptionsDiagShapediffDiffOptionsdigammadimension_error_out_of_rangedistDistOptionsdivdotDotShapeRuleDoubleDoubleDimdropoutDropoutFunctionalOptionsdsplitdstackDTypedtype_already_registered_errordtype_components_mismatch_errordtype_not_found_errorDTypeComponentsDTypeConfigDTypeDisplayConfigDTypeEntryDTypeHandleDTypeHandleImplDTypeRegistryDTypeRuleDTypeSerializationConfigDynamicShapeEigShapeeinops_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_moduleget_file_pathget_float32_matmul_precisionget_num_interop_threadsget_num_threadsget_op_infoget_printoptionsget_real_dtypeget_rng_stategetAutogradgetDTypegetEinopsCacheSizegetEinsumCacheSizegetFunctiongetKernelgetMethodgetOpInfoGetOpKindGetOpSchemagetScalarKernelgluGluFunctionalOptionsGradContextGradFnGradientsForgtHalfHalfDimhamming_windowhann_windowhardshrinkhardsigmoidhardswishhardtanhhardtanh_HardtanhFunctionalOptionshas_autogradhas_kernelhasAutogradhasDTypehasFunctionhasKernelhasMethodhasScalarKernelHasShapeErrorheavisidehistcHistcOptionshistogramHistogramOptionsHistogramResulthsplithstackhypoti0IdentityShapeifftimagindex_addindex_copyindex_fillindex_putindex_reduceindex_selectindex_select_error_dim_out_of_rangeIndexPutOptionsIndexSelectShapeIndexSpecIndicesOptionsIndicesSpecInputsForInsertDiminvalid_config_errorinverseInverseShapeirfftis_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_ena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torch.js· 2026
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  5. CompiledExpression

torch.tx.CompiledExpression

class CompiledExpression
new CompiledExpression(pattern: string, originalAST: ASTNode, optimizedAST: ASTNode, internalExpression: string, variables: string[], varToIndex: Map<string, number>, optimizations: string[], bindings: Record<string, TensorOrNumber> = {}, name?: string)
readonlypattern(string)
– The original pattern string
readonlyname(string | undefined)
– Optional name for debugging
readonlyvariables(string[])
– Variable names extracted from the pattern
readonlybindings(Record<string, TensorOrNumber>)
– Currently bound variables
readonlyoptimizations(string[])
– Optimizations applied during compilation
readonlyunboundVariables(string[])
– Get the unbound variables.
readonlyisComplete(boolean)
– Check if all variables are bound.
readonlyisOptimized(boolean)
– Check if any optimizations were applied.

A fully compiled expression with advanced features.

CompiledExpression combines the benefits of:

  • Pre-parsed AST (zero parsing overhead)
  • Static optimizations applied at compile time
  • Incremental variable binding (like lazy evaluation)
  • Output buffer support (like efficient evaluation)
  • Full introspection capabilities

Examples

// Compile an expression
const linear = $.compileAdvanced('relu(x @ w + b)');

// Check what was optimized
console.log(linear.optimizations);

// Bind some variables (like lazy)
const withParams = linear.bind({ w: weights, b: bias });

// Run with remaining variables and output buffer (like efficient)
const out = torch.empty(batch_size, hidden_dim);
for (const batch of batches) {
  withParams.run({ x: batch }, { out });
  process(out);
}
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