Index

_

_apply_expand_to_shape() (yobx.xshape._builder_runtime._BuilderRuntime method) _apply_reshape_to_shape() (yobx.xshape._builder_runtime._BuilderRuntime method) _BuilderRuntime (class in yobx.xshape._builder_runtime) _InferenceRuntime (class in yobx.xshape._inference_runtime)

_InferenceRuntime.ShapeConstant (class in yobx.xshape._inference_runtime) _make_node_set_type_shape() (yobx.xshape._inference_runtime._InferenceRuntime method) _OptimizationOptions (class in yobx.xshape._inference_runtime) _reshape_shape() (in module yobx.xshape._shape_helper) _ShapeRuntime (class in yobx.xshape._shape_runtime)

A

ABS (yobx.litert.litert_helper.BuiltinOperator attribute) ActivationFunctionType (class in yobx.litert.litert_helper) ADD (yobx.litert.litert_helper.BuiltinOperator attribute) add_aten_as_function() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) add_constant_node() (yobx.xbuilder.GraphBuilder method) add_domain() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.xbuilder.GraphBuilder method) add_dynamic_dimension() (yobx.xshape.BasicShapeBuilder method) add_dynamic_object() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) add_function() (yobx.xbuilder.GraphBuilder method) add_initializer() (yobx.xbuilder.GraphBuilder method) add_inputs() (yobx.torch.input_observer.InputObserverInfo method) add_local_functions_to_builder() (yobx.xoptim.EasyPatternOptimization method) (yobx.xoptim.patterns_investigation.SimplifyingEasyPatternFunction method) add_outputs() (yobx.torch.input_observer.InputObserverInfo method) add_source() (yobx.xbuilder._initializer_info.InitializerInfo method) (yobx.xbuilder.GraphBuilder.InitializerInfo method) add_stat() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) add_validate_param() (yobx.xoptim.EasyPatternOptimization method) AddAddMulMulBroadcastPattern (class in yobx.xoptim.patterns_exp.binary_operators) AddAddMulMulPattern (class in yobx.xoptim.patterns_exp.binary_operators) AddMulBroadcastPattern (class in yobx.xoptim.patterns_exp.binary_operators) AddMulPattern (class in yobx.xoptim.patterns_exp.binary_operators) AddMulSharedInputBroadcastPattern (class in yobx.xoptim.patterns_exp.binary_operators) AddMulSharedInputPattern (class in yobx.xoptim.patterns_exp.binary_operators) AddMulTransposePattern (class in yobx.xoptim.patterns_exp.binary_operators) AddReductionScatterND (class in yobx.xoptim.patterns_fix.add_reduction_scatter_nd) AggExpr (class in yobx.sql.parse) align_inputs_none_values() (yobx.torch.input_observer.InputObserverInfo method) align_with() (yobx.torch.input_observer.InputCandidate method) all_float() (in module yobx.xshape._shape_helper) all_int() (in module yobx.xshape._shape_helper) all_int_or_float() (in module yobx.xshape._shape_helper) all_int_or_str() (in module yobx.xshape._shape_helper) anyop (yobx.typing.GraphBuilderTorchProtocol property) append() (yobx.helpers.patch_helper.PatchDetails method) append_output_dict() (yobx.helpers.mini_onnx_builder.MiniOnnxBuilder method) append_output_initializer() (yobx.helpers.mini_onnx_builder.MiniOnnxBuilder method) append_output_sequence() (yobx.helpers.mini_onnx_builder.MiniOnnxBuilder method) apply() (yobx.xoptim.EasyPatternOptimization method) (yobx.xoptim.PatternOptimization method) (yobx.xoptim.patterns.onnx_any.IdentityPattern method) (yobx.xoptim.patterns.onnx_any.NotNotPattern method) (yobx.xoptim.patterns.onnx_any.SameChildrenPattern method) (yobx.xoptim.patterns.onnx_any.ShapeBasedIdentityPattern method) (yobx.xoptim.patterns.onnx_any.ShapeBasedSameChildrenPattern method) (yobx.xoptim.patterns.onnx_any.SwapUnaryPattern method) (yobx.xoptim.patterns.onnx_attention.AttentionGQAPattern method) (yobx.xoptim.patterns.onnx_attention.FunctionAttentionGQAPattern method) (yobx.xoptim.patterns.onnx_attention.FunctionAttentionPattern method) (yobx.xoptim.patterns.onnx_cast.CastCastBinaryPattern method) (yobx.xoptim.patterns.onnx_cast.CastCastPattern method) (yobx.xoptim.patterns.onnx_cast.CastOpCastPattern method) (yobx.xoptim.patterns.onnx_cast.CastPattern method) (yobx.xoptim.patterns.onnx_cast.ComputationCastOpCastPattern method) (yobx.xoptim.patterns.onnx_clip.ClipClipPattern method) (yobx.xoptim.patterns.onnx_concat.ConcatEmptyPattern method) (yobx.xoptim.patterns.onnx_concat.ConcatGatherPattern method) (yobx.xoptim.patterns.onnx_concat.ConcatTwiceUnaryPattern method) (yobx.xoptim.patterns.onnx_constants.ConstantToInitializerPattern method) (yobx.xoptim.patterns.onnx_conv.ConvBiasNullPattern method) (yobx.xoptim.patterns.onnx_dropout.DropoutPattern method) (yobx.xoptim.patterns.onnx_equal.UnsqueezeEqualPattern method) (yobx.xoptim.patterns.onnx_expand.ExpandBroadcastPattern method) (yobx.xoptim.patterns.onnx_expand.ExpandPattern method) (yobx.xoptim.patterns.onnx_expand.ExpandSwapPattern method) (yobx.xoptim.patterns.onnx_expand.ExpandUnsqueezeExpandPattern method) (yobx.xoptim.patterns.onnx_expand.ShapeBasedConcatExpandPattern method) (yobx.xoptim.patterns.onnx_expand.ShapeBasedExpandBroadcastMatMulPattern method) (yobx.xoptim.patterns.onnx_expand.ShapeBasedExpandBroadcastPattern method) (yobx.xoptim.patterns.onnx_expand.ShapeBasedExpandCastWhereSwapPattern method) (yobx.xoptim.patterns.onnx_expand.ShapeBasedExpandSwapPattern method) (yobx.xoptim.patterns.onnx_expand.ShapeBasedStaticExpandPattern method) (yobx.xoptim.patterns.onnx_expand.SwapExpandReshapePattern method) (yobx.xoptim.patterns.onnx_expand.SwapExpandUnsqueezePattern method) (yobx.xoptim.patterns.onnx_functions.MaxReluPattern method) (yobx.xoptim.patterns.onnx_layer_normalization.BatchNormalizationPattern method) (yobx.xoptim.patterns.onnx_layer_normalization.BatchNormalizationTrainingPattern method) (yobx.xoptim.patterns.onnx_layer_normalization.CastLayerNormalizationCastPattern method) (yobx.xoptim.patterns.onnx_layer_normalization.LayerNormalizationPattern method) (yobx.xoptim.patterns.onnx_layer_normalization.LayerNormalizationScalePattern method) (yobx.xoptim.patterns.onnx_layer_normalization.RMSNormalizationMulPattern method) (yobx.xoptim.patterns.onnx_layer_normalization.RMSNormalizationPattern method) (yobx.xoptim.patterns.onnx_matmul.GemmTransposePattern method) (yobx.xoptim.patterns.onnx_matmul.MatMulAddPattern method) (yobx.xoptim.patterns.onnx_matmul.MatMulReshape2Of3Pattern method) (yobx.xoptim.patterns.onnx_matmul.MulMulMatMulPattern method) (yobx.xoptim.patterns.onnx_matmul.ReshapeMatMulReshapePattern method) (yobx.xoptim.patterns.onnx_matmul.ShapeBasedMatMulToMulPattern method) (yobx.xoptim.patterns.onnx_matmul.SwitchReshapeActivationPattern method) (yobx.xoptim.patterns.onnx_matmul.TransposeMatMulPattern method) (yobx.xoptim.patterns.onnx_matmul.TransposeReshapeMatMulPattern method) (yobx.xoptim.patterns.onnx_mul.MulMulMulScalarPattern method) (yobx.xoptim.patterns.onnx_mul.SwitchOrderBinaryPattern method) (yobx.xoptim.patterns.onnx_range.SwapRangeAddScalarPattern method) (yobx.xoptim.patterns.onnx_reduce.ReduceArgTopKPattern method) (yobx.xoptim.patterns.onnx_reduce.ReduceSumNormalizePattern method) (yobx.xoptim.patterns.onnx_reshape.ConcatReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.ReduceReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.Reshape2Of3Pattern method) (yobx.xoptim.patterns.onnx_reshape.ReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.ReshapeReshapeBinaryPattern method) (yobx.xoptim.patterns.onnx_reshape.ReshapeReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.ShapeBasedEditDistanceReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.ShapeBasedReshapeIsSqueezePattern method) (yobx.xoptim.patterns.onnx_reshape.StaticConcatReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.UnsqueezeOrSqueezeReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.UnsqueezeReshapePattern method) (yobx.xoptim.patterns.onnx_rotary.FunctionCausalMaskMulAddPattern method) (yobx.xoptim.patterns.onnx_rotary.FunctionCausalMaskPattern method) (yobx.xoptim.patterns.onnx_rotary.FunctionCosSinCachePattern method) (yobx.xoptim.patterns.onnx_rotary.FunctionHalfRotaryEmbeddingPattern method) (yobx.xoptim.patterns.onnx_rotary.RotaryEmbeddingPattern method) (yobx.xoptim.patterns.onnx_sequence.SequenceConstructAtPattern method) (yobx.xoptim.patterns.onnx_shape.ShapeBasedShapeShapeAddPattern method) (yobx.xoptim.patterns.onnx_slice.SliceSlicePattern method) (yobx.xoptim.patterns.onnx_split.GathersSplitPattern method) (yobx.xoptim.patterns.onnx_split.SlicesSplitPattern method) (yobx.xoptim.patterns.onnx_split.SplitConcatPattern method) (yobx.xoptim.patterns.onnx_sub.Sub1MulPattern method) (yobx.xoptim.patterns.onnx_transpose.SwapUnsqueezeTransposePattern method) (yobx.xoptim.patterns.onnx_transpose.TransposeEqualReshapePattern method) (yobx.xoptim.patterns.onnx_transpose.TransposeGatherPattern method) (yobx.xoptim.patterns.onnx_transpose.TransposeReshapeTransposePattern method) (yobx.xoptim.patterns.onnx_transpose.TransposeTransposePattern method) (yobx.xoptim.patterns.onnx_unsqueeze.MulUnsqueezeUnsqueezePattern method) (yobx.xoptim.patterns.onnx_unsqueeze.SqueezeAddPattern method) (yobx.xoptim.patterns.onnx_unsqueeze.SqueezeBinaryUnsqueezePattern method) (yobx.xoptim.patterns.onnx_unsqueeze.SqueezeUnsqueezePattern method) (yobx.xoptim.patterns.onnx_unsqueeze.UnsqueezeUnsqueezePattern method) (yobx.xoptim.patterns.onnx_where.NotWherePattern method) (yobx.xoptim.patterns.onnx_where.WhereAddPattern method) (yobx.xoptim.patterns_exp.binary_operators.AddAddMulMulPattern method) (yobx.xoptim.patterns_exp.binary_operators.AddMulPattern method) (yobx.xoptim.patterns_exp.binary_operators.AddMulSharedInputPattern method) (yobx.xoptim.patterns_exp.binary_operators.AddMulTransposePattern method) (yobx.xoptim.patterns_exp.binary_operators.MulSigmoidPattern method) (yobx.xoptim.patterns_exp.binary_operators.NegXplus1Pattern method) (yobx.xoptim.patterns_exp.binary_operators.SubMulPattern method) (yobx.xoptim.patterns_exp.constant_of_shape_scatter_nd.ConstantOfShapeScatterNDPattern method) (yobx.xoptim.patterns_exp.constant_of_shape_scatter_nd.MaskedShapeScatterNDPattern method) (yobx.xoptim.patterns_exp.constants.TriMatrixPattern method) (yobx.xoptim.patterns_exp.simple_rotary.SimpleRotaryPattern method) (yobx.xoptim.patterns_exp.unary_operators.TransposeCastPattern method) (yobx.xoptim.patterns_exp.where_replace.ReplaceZeroPattern method) (yobx.xoptim.patterns_fix.add_reduction_scatter_nd.AddReductionScatterND method) (yobx.xoptim.patterns_investigation.llm_patterns.FunctionPackedMatMulPattern method) (yobx.xoptim.patterns_ml.tree_ensemble.TreeEnsembleRegressorConcatPattern method) (yobx.xoptim.patterns_ml.tree_ensemble.TreeEnsembleRegressorMulPattern method) (yobx.xoptim.patterns_ort.activation.BiasGeluPattern method) (yobx.xoptim.patterns_ort.activation.BiasSoftmaxPattern method) (yobx.xoptim.patterns_ort.activation.FastGeluPattern method) (yobx.xoptim.patterns_ort.activation.QuickGeluPattern method) (yobx.xoptim.patterns_ort.fused_conv.FusedConvPattern method) (yobx.xoptim.patterns_ort.fused_matmul.FusedMatMulDivPattern method) (yobx.xoptim.patterns_ort.fused_matmul.FusedMatMulPattern method) (yobx.xoptim.patterns_ort.fused_matmul.FusedMatMulTransposePattern method) (yobx.xoptim.patterns_ort.fused_matmul.FusedMatMulx2Pattern method) (yobx.xoptim.patterns_ort.fused_matmul.ReshapeGemmPattern method) (yobx.xoptim.patterns_ort.fused_matmul.ReshapeGemmReshapePattern method) (yobx.xoptim.patterns_ort.fused_matmul.TransposeFusedMatMulBPattern method) (yobx.xoptim.patterns_ort.llm_optim.Attention3DPattern method) (yobx.xoptim.patterns_ort.llm_optim.ContribRotaryEmbedding3DPattern method) (yobx.xoptim.patterns_ort.llm_optim.ContribRotaryEmbeddingPattern method) (yobx.xoptim.patterns_ort.llm_optim.GroupQueryAttention3DPattern method) (yobx.xoptim.patterns_ort.llm_optim.MultiHeadAttention3DPattern method) (yobx.xoptim.patterns_ort.missing_kernels.MissingCosSinPattern method) (yobx.xoptim.patterns_ort.missing_kernels.MissingRangePattern method) (yobx.xoptim.patterns_ort.missing_kernels.MissingReduceMaxPattern method) (yobx.xoptim.patterns_ort.missing_kernels.MissingTopKPattern method) (yobx.xoptim.patterns_ort.simplified_layer_normalization.SimplifiedLayerNormalizationMulPattern method) (yobx.xoptim.patterns_ort.simplified_layer_normalization.SimplifiedLayerNormalizationPattern method) (yobx.xoptim.patterns_ort.simplified_layer_normalization.SkipLayerNormalizationPattern method) (yobx.xoptim.patterns_ort.simplified_layer_normalization.SkipSimplifiedLayerNormalizationMulPattern method) (yobx.xoptim.patterns_ort.simplified_layer_normalization.SkipSimplifiedLayerNormalizationPattern method) apply_decompositions() (in module yobx.torch.export_options) apply_match() (yobx.xoptim.GraphBuilderPatternOptimization method) apply_patches_for_model() (in module yobx.torch.patch) apply_pattern() (yobx.xoptim.EasyPatternOptimization method) (yobx.xoptim.patterns.onnx_functions.GeluPattern method) (yobx.xoptim.patterns.onnx_functions.LeakyReluPattern method) (yobx.xoptim.patterns.onnx_functions.SoftmaxCrossEntropyLossCastPattern class method) (yobx.xoptim.patterns_investigation.llm_patterns.FunctionPowTanhPattern method) (yobx.xoptim.patterns_investigation.llm_patterns.FunctionSplitRotaryMulPattern method) (yobx.xoptim.patterns_ort.activation.GeluErfPattern method) aslist() (yobx.torch.in_transformers.cache_helper.CacheKeyValue method) assertAlmostEqual() (yobx.ext_test_case.ExtTestCase method) assertEmpty() (yobx.ext_test_case.ExtTestCase method) assertEndsWith() (yobx.ext_test_case.ExtTestCase method) assertEqual() (yobx.ext_test_case.ExtTestCase method) assertEqualArray() (yobx.ext_test_case.ExtTestCase method) assertEqualArrays() (yobx.ext_test_case.ExtTestCase method) assertEqualDataFrame() (yobx.ext_test_case.ExtTestCase method) assertExists() (yobx.ext_test_case.ExtTestCase method) assertFalse() (yobx.ext_test_case.ExtTestCase method) assertGreater() (yobx.ext_test_case.ExtTestCase method) assertGreaterOrEqual() (yobx.ext_test_case.ExtTestCase method) assertIn() (yobx.ext_test_case.ExtTestCase method) assertLess() (yobx.ext_test_case.ExtTestCase method) assertLessOrEqual() (yobx.ext_test_case.ExtTestCase method) assertNotEmpty() (yobx.ext_test_case.ExtTestCase method) assertRaise() (yobx.ext_test_case.ExtTestCase method) assertSetContained() (yobx.ext_test_case.ExtTestCase method) assertStartsWith() (yobx.ext_test_case.ExtTestCase method) assertTrue() (yobx.ext_test_case.ExtTestCase method) astype() (yobx.builder.light.Var method) (yobx.xtracing.numpy_array.NumpyArray method) aten___and___Tensor() (in module yobx.torch.interpreter._aten_functions) aten___or___Tensor() (in module yobx.torch.interpreter._aten_functions) aten__adaptive_avg_pool2d() (in module yobx.torch.interpreter._aten_functions) aten__assert_scalar() (in module yobx.torch.interpreter._aten_functions) aten__assert_tensor_metadata() (in module yobx.torch.interpreter._aten_functions) aten__embedding_bag() (in module yobx.torch.interpreter._aten_functions) aten__enter_autocast() (in module yobx.torch.interpreter._aten_functions) aten__exit_autocast() (in module yobx.torch.interpreter._aten_functions) aten__fft_r2c() (in module yobx.torch.interpreter._aten_functions) aten__fftn_onnx() (in module yobx.torch.interpreter._aten_functions) aten__fused_rms_norm() (in module yobx.torch.interpreter._aten_functions) aten__grouped_mm() (in module yobx.torch.interpreter._aten_functions) aten__log_api_usage_once() (in module yobx.torch.interpreter._aten_functions) aten__log_softmax() (in module yobx.torch.interpreter._aten_functions) aten__log_softmax_backward_data() (in module yobx.torch.interpreter._aten_functions) aten__native_batch_norm() (in module yobx.torch.interpreter._aten_functions) aten__native_batch_norm_legit_no_stats() (in module yobx.torch.interpreter._aten_functions) aten__native_batch_norm_legit_no_training() (in module yobx.torch.interpreter._aten_functions) aten__prelu_kernel() (in module yobx.torch.interpreter._aten_functions) aten__prelu_kernel_backward() (in module yobx.torch.interpreter._aten_functions) aten__scaled_dot_product_efficient_attention() (in module yobx.torch.interpreter._aten_functions_attention) aten__scaled_dot_product_flash_attention() (in module yobx.torch.interpreter._aten_functions_attention) aten__scaled_dot_product_flash_attention_for_cpu() (in module yobx.torch.interpreter._aten_functions_attention) aten__set_grad_enabled() (in module yobx.torch.interpreter._aten_functions) aten__softmax() (in module yobx.torch.interpreter._aten_functions) aten__softmax_backward_data() (in module yobx.torch.interpreter._aten_functions) aten__sym_sqrt() (in module yobx.torch.interpreter._aten_functions) aten__to_copy() (in module yobx.torch.interpreter._aten_functions) aten__unsafe_index_put() (in module yobx.torch.interpreter._aten_functions) aten__unsafe_index_Tensor() (in module yobx.torch.interpreter._aten_functions) aten__unsafe_view() (in module yobx.torch.interpreter._aten_functions) aten_abs() (in module yobx.torch.interpreter._aten_functions) aten_acos() (in module yobx.torch.interpreter._aten_functions) aten_acosh() (in module yobx.torch.interpreter._aten_functions) aten_adaptive_avg_pool1d() (in module yobx.torch.interpreter._aten_functions) aten_adaptive_avg_pool2d() (in module yobx.torch.interpreter._aten_functions) aten_adaptive_avg_pool3d() (in module yobx.torch.interpreter._aten_functions) aten_add() (in module yobx.torch.interpreter._aten_functions) aten_add__Tensor() (in module yobx.torch.interpreter._aten_functions) aten_add_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_add_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_addcmul() (in module yobx.torch.interpreter._aten_functions) aten_addmm() (in module yobx.torch.interpreter._aten_functions) aten_alias() (in module yobx.torch.interpreter._aten_functions) aten_all() (in module yobx.torch.interpreter._aten_functions) aten_all_dim() (in module yobx.torch.interpreter._aten_functions) aten_amax() (in module yobx.torch.interpreter._aten_functions) aten_and() (in module yobx.torch.interpreter._aten_functions) aten_and_() (in module yobx.torch.interpreter._aten_functions) aten_any() (in module yobx.torch.interpreter._aten_functions) aten_any_dim() (in module yobx.torch.interpreter._aten_functions) aten_arange() (in module yobx.torch.interpreter._aten_functions) aten_arange_start() (in module yobx.torch.interpreter._aten_functions) aten_arange_start_step() (in module yobx.torch.interpreter._aten_functions) aten_argmax() (in module yobx.torch.interpreter._aten_functions) aten_argmin() (in module yobx.torch.interpreter._aten_functions) aten_argsort() (in module yobx.torch.interpreter._aten_functions) aten_as_strided() (in module yobx.torch.interpreter._aten_functions) aten_asin() (in module yobx.torch.interpreter._aten_functions) aten_asinh() (in module yobx.torch.interpreter._aten_functions) aten_atan() (in module yobx.torch.interpreter._aten_functions) aten_atanh() (in module yobx.torch.interpreter._aten_functions) aten_auto_functionalized() (in module yobx.torch.interpreter._aten_functions) aten_avg_pool2d() (in module yobx.torch.interpreter._aten_functions) aten_avg_pool2d_backward() (in module yobx.torch.interpreter._aten_functions) aten_avg_pool3d() (in module yobx.torch.interpreter._aten_functions) aten_baddbmm() (in module yobx.torch.interpreter._aten_functions) aten_batch_norm() (in module yobx.torch.interpreter._aten_functions) aten_bitwise_and() (in module yobx.torch.interpreter._aten_functions) aten_bitwise_and_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_bitwise_not() (in module yobx.torch.interpreter._aten_functions) aten_bitwise_or() (in module yobx.torch.interpreter._aten_functions) aten_bitwise_or__Tensor() (in module yobx.torch.interpreter._aten_functions) aten_bitwise_or_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_bmm() (in module yobx.torch.interpreter._aten_functions) aten_broadcast_tensors() (in module yobx.torch.interpreter._aten_functions) aten_bucketize_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_cat() (in module yobx.torch.interpreter._aten_functions) aten_ceil() (in module yobx.torch.interpreter._aten_functions) aten_chunk() (in module yobx.torch.interpreter._aten_functions) aten_clamp() (in module yobx.torch.interpreter._aten_functions) aten_clamp_max() (in module yobx.torch.interpreter._aten_functions) aten_clamp_min() (in module yobx.torch.interpreter._aten_functions) aten_clamp_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_clip() (in module yobx.torch.interpreter._aten_functions) aten_clone() (in module yobx.torch.interpreter._aten_functions) aten_col2im() (in module yobx.torch.interpreter._aten_functions) aten_cond() (in module yobx.torch.interpreter._aten_functions) aten_constant_pad_nd() (in module yobx.torch.interpreter._aten_functions) aten_contiguous() (in module yobx.torch.interpreter._aten_functions) aten_conv1d() (in module yobx.torch.interpreter._aten_functions) aten_conv2d() (in module yobx.torch.interpreter._aten_functions) aten_conv2d_padding() (in module yobx.torch.interpreter._aten_functions) aten_conv3d() (in module yobx.torch.interpreter._aten_functions) aten_conv_transpose2d_input() (in module yobx.torch.interpreter._aten_functions) aten_conv_transpose3d_input() (in module yobx.torch.interpreter._aten_functions) aten_convolution() (in module yobx.torch.interpreter._aten_functions) aten_copy() (in module yobx.torch.interpreter._aten_functions) aten_copy_() (in module yobx.torch.interpreter._aten_functions) aten_cos() (in module yobx.torch.interpreter._aten_functions) aten_cosh() (in module yobx.torch.interpreter._aten_functions) aten_cross_entropy_loss() (in module yobx.torch.interpreter._aten_functions) aten_cudnn_batch_norm() (in module yobx.torch.interpreter._aten_functions) aten_cumsum() (in module yobx.torch.interpreter._aten_functions) aten_detach() (in module yobx.torch.interpreter._aten_functions) aten_detach_() (in module yobx.torch.interpreter._aten_functions) aten_diff() (in module yobx.torch.interpreter._aten_functions) aten_div() (in module yobx.torch.interpreter._aten_functions) aten_div__Tensor() (in module yobx.torch.interpreter._aten_functions)

aten_div_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_div_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_div_Tensor_mode() (in module yobx.torch.interpreter._aten_functions) aten_dropout() (in module yobx.torch.interpreter._aten_functions) aten_dropout_() (in module yobx.torch.interpreter._aten_functions) aten_einsum() (in module yobx.torch.interpreter._aten_functions) aten_elu() (in module yobx.torch.interpreter._aten_functions) aten_elu_() (in module yobx.torch.interpreter._aten_functions) aten_embedding() (in module yobx.torch.interpreter._aten_functions) aten_embedding_bag_padding_idx() (in module yobx.torch.interpreter._aten_functions) aten_empty_like() (in module yobx.torch.interpreter._aten_functions) aten_empty_memory_format() (in module yobx.torch.interpreter._aten_functions) aten_empty_permuted() (in module yobx.torch.interpreter._aten_functions) aten_empty_strided() (in module yobx.torch.interpreter._aten_functions) aten_eq() (in module yobx.torch.interpreter._aten_functions) aten_eq_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_eq_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_erf() (in module yobx.torch.interpreter._aten_functions) aten_exp() (in module yobx.torch.interpreter._aten_functions) aten_expand() (in module yobx.torch.interpreter._aten_functions) aten_expand_as() (in module yobx.torch.interpreter._aten_functions) aten_expm1() (in module yobx.torch.interpreter._aten_functions) aten_feature_dropout() (in module yobx.torch.interpreter._aten_functions) aten_fft_fft() (in module yobx.torch.interpreter._aten_functions) aten_fft_fft2() (in module yobx.torch.interpreter._aten_functions) aten_fft_ifft() (in module yobx.torch.interpreter._aten_functions) aten_fft_ifft2() (in module yobx.torch.interpreter._aten_functions) aten_fill_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_fill_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_flatten() (in module yobx.torch.interpreter._aten_functions) aten_flatten_using_ints() (in module yobx.torch.interpreter._aten_functions) aten_flip() (in module yobx.torch.interpreter._aten_functions) aten_floor() (in module yobx.torch.interpreter._aten_functions) aten_floor_divide() (in module yobx.torch.interpreter._aten_functions) aten_floordiv() (in module yobx.torch.interpreter._aten_functions) aten_fmod_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_full() (in module yobx.torch.interpreter._aten_functions) aten_full_like() (in module yobx.torch.interpreter._aten_functions) aten_FunctionCtx() (in module yobx.torch.interpreter._aten_functions) aten_gather() (in module yobx.torch.interpreter._aten_functions) aten_ge() (in module yobx.torch.interpreter._aten_functions) aten_ge_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_ge_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_gelu() (in module yobx.torch.interpreter._aten_functions) aten_getattr() (in module yobx.torch.interpreter._aten_functions) aten_glu() (in module yobx.torch.interpreter._aten_functions) aten_grid_sampler() (in module yobx.torch.interpreter._aten_functions) aten_grid_sampler_2d() (in module yobx.torch.interpreter._aten_functions) aten_group_norm() (in module yobx.torch.interpreter._aten_functions) aten_gt() (in module yobx.torch.interpreter._aten_functions) aten_gt_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_gt_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_hardsigmoid() (in module yobx.torch.interpreter._aten_functions) aten_hardswish() (in module yobx.torch.interpreter._aten_functions) aten_hardswish_() (in module yobx.torch.interpreter._aten_functions) aten_hardtanh() (in module yobx.torch.interpreter._aten_functions) aten_hardtanh_() (in module yobx.torch.interpreter._aten_functions) aten_hardtanh_backward() (in module yobx.torch.interpreter._aten_functions) aten_histc() (in module yobx.torch.interpreter._aten_functions) aten_iadd() (in module yobx.torch.interpreter._aten_functions) aten_im2col() (in module yobx.torch.interpreter._aten_functions) aten_imul() (in module yobx.torch.interpreter._aten_functions) aten_index_add() (in module yobx.torch.interpreter._aten_functions) aten_index_copy() (in module yobx.torch.interpreter._aten_functions) aten_index_put() (in module yobx.torch.interpreter._aten_functions) aten_index_put_() (in module yobx.torch.interpreter._aten_functions) aten_index_select() (in module yobx.torch.interpreter._aten_functions) aten_index_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_instance_norm() (in module yobx.torch.interpreter._aten_functions) aten_interpolate() (in module yobx.torch.interpreter._aten_functions) aten_isin() (in module yobx.torch.interpreter._aten_functions) aten_isin_Tensor_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_isinf() (in module yobx.torch.interpreter._aten_functions) aten_isnan() (in module yobx.torch.interpreter._aten_functions) aten_item() (in module yobx.torch.interpreter._aten_functions) aten_l1_loss() (in module yobx.torch.interpreter._aten_functions) aten_layer_norm() (in module yobx.torch.interpreter._aten_functions) aten_le() (in module yobx.torch.interpreter._aten_functions) aten_le_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_le_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_leaky_relu() (in module yobx.torch.interpreter._aten_functions) aten_leaky_relu_() (in module yobx.torch.interpreter._aten_functions) aten_leaky_relu_backward() (in module yobx.torch.interpreter._aten_functions) aten_lift_fresh_copy() (in module yobx.torch.interpreter._aten_functions) aten_linalg_vector_norm() (in module yobx.torch.interpreter._aten_functions) aten_linear() (in module yobx.torch.interpreter._aten_functions) aten_linspace() (in module yobx.torch.interpreter._aten_functions) aten_log() (in module yobx.torch.interpreter._aten_functions) aten_log_softmax_int() (in module yobx.torch.interpreter._aten_functions) aten_logical_and() (in module yobx.torch.interpreter._aten_functions) aten_logical_not() (in module yobx.torch.interpreter._aten_functions) aten_logical_or() (in module yobx.torch.interpreter._aten_functions) aten_logsumexp() (in module yobx.torch.interpreter._aten_functions) aten_lt() (in module yobx.torch.interpreter._aten_functions) aten_lt_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_lt_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_masked_fill__Scalar() (in module yobx.torch.interpreter._aten_functions) aten_masked_fill_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_masked_fill_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_masked_scatter() (in module yobx.torch.interpreter._aten_functions) aten_matmul() (in module yobx.torch.interpreter._aten_functions) aten_max() (in module yobx.torch.interpreter._aten_functions) aten_max_dim() (in module yobx.torch.interpreter._aten_functions) aten_max_other() (in module yobx.torch.interpreter._aten_functions) aten_max_pool1d() (in module yobx.torch.interpreter._aten_functions) aten_max_pool2d() (in module yobx.torch.interpreter._aten_functions) aten_max_pool2d_with_indices() (in module yobx.torch.interpreter._aten_functions) aten_max_pool3d() (in module yobx.torch.interpreter._aten_functions) aten_max_pool3d_with_indices() (in module yobx.torch.interpreter._aten_functions) aten_maximum() (in module yobx.torch.interpreter._aten_functions) aten_mean() (in module yobx.torch.interpreter._aten_functions) aten_mean_dim() (in module yobx.torch.interpreter._aten_functions) aten_meshgrid() (in module yobx.torch.interpreter._aten_functions) aten_meshgrid_indexing() (in module yobx.torch.interpreter._aten_functions) aten_meth___eq__() (in module yobx.torch.interpreter._aten_methods) aten_meth_bool() (in module yobx.torch.interpreter._aten_methods) aten_meth_clamp_max() (in module yobx.torch.interpreter._aten_methods) aten_meth_clamp_min() (in module yobx.torch.interpreter._aten_methods) aten_meth_clone() (in module yobx.torch.interpreter._aten_methods) aten_meth_contiguous() (in module yobx.torch.interpreter._aten_methods) aten_meth_cos() (in module yobx.torch.interpreter._aten_methods) aten_meth_cpu() (in module yobx.torch.interpreter._aten_methods) aten_meth_detach() (in module yobx.torch.interpreter._aten_methods) aten_meth_eq() (in module yobx.torch.interpreter._aten_methods) aten_meth_expand() (in module yobx.torch.interpreter._aten_methods) aten_meth_expand_as() (in module yobx.torch.interpreter._aten_methods) aten_meth_float() (in module yobx.torch.interpreter._aten_methods) aten_meth_item() (in module yobx.torch.interpreter._aten_methods) aten_meth_masked_fill() (in module yobx.torch.interpreter._aten_methods) aten_meth_masked_fill_() (in module yobx.torch.interpreter._aten_methods) aten_meth_mean() (in module yobx.torch.interpreter._aten_methods) aten_meth_numel() (in module yobx.torch.interpreter._aten_methods) aten_meth_pow() (in module yobx.torch.interpreter._aten_methods) aten_meth_repeat() (in module yobx.torch.interpreter._aten_methods) aten_meth_reshape() (in module yobx.torch.interpreter._aten_methods) aten_meth_sin() (in module yobx.torch.interpreter._aten_methods) aten_meth_size() (in module yobx.torch.interpreter._aten_methods) aten_meth_sum() (in module yobx.torch.interpreter._aten_methods) aten_meth_t() (in module yobx.torch.interpreter._aten_methods) aten_meth_to() (in module yobx.torch.interpreter._aten_methods) aten_meth_transpose() (in module yobx.torch.interpreter._aten_methods) aten_meth_unsqueeze() (in module yobx.torch.interpreter._aten_methods) aten_meth_view() (in module yobx.torch.interpreter._aten_methods) aten_min() (in module yobx.torch.interpreter._aten_functions) aten_min_other() (in module yobx.torch.interpreter._aten_functions) aten_minimum() (in module yobx.torch.interpreter._aten_functions) aten_mm() (in module yobx.torch.interpreter._aten_functions) aten_mod() (in module yobx.torch.interpreter._aten_functions) aten_movedim_int() (in module yobx.torch.interpreter._aten_functions) aten_movedim_intlist() (in module yobx.torch.interpreter._aten_functions) aten_mse_loss() (in module yobx.torch.interpreter._aten_functions) aten_mul() (in module yobx.torch.interpreter._aten_functions) aten_mul__Tensor() (in module yobx.torch.interpreter._aten_functions) aten_mul_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_mul_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_multinomial() (in module yobx.torch.interpreter._aten_functions) aten_multiply_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_nan_to_num() (in module yobx.torch.interpreter._aten_functions) aten_narrow() (in module yobx.torch.interpreter._aten_functions) aten_native_dropout() (in module yobx.torch.interpreter._aten_functions) aten_native_group_norm() (in module yobx.torch.interpreter._aten_functions) aten_native_layer_norm() (in module yobx.torch.interpreter._aten_functions) aten_ne() (in module yobx.torch.interpreter._aten_functions) aten_ne_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_ne_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_neg() (in module yobx.torch.interpreter._aten_functions) aten_new_ones() (in module yobx.torch.interpreter._aten_functions) aten_new_zeros() (in module yobx.torch.interpreter._aten_functions) aten_nll_loss_forward() (in module yobx.torch.interpreter._aten_functions) aten_nonzero() (in module yobx.torch.interpreter._aten_functions) aten_nonzero_numpy() (in module yobx.torch.interpreter._aten_functions) aten_not() (in module yobx.torch.interpreter._aten_functions) aten_not_() (in module yobx.torch.interpreter._aten_functions) aten_numpy_T() (in module yobx.torch.interpreter._aten_functions) aten_one_hot() (in module yobx.torch.interpreter._aten_functions) aten_ones() (in module yobx.torch.interpreter._aten_functions) aten_ones_like() (in module yobx.torch.interpreter._aten_functions) aten_or() (in module yobx.torch.interpreter._aten_functions) aten_outer() (in module yobx.torch.interpreter._aten_functions) aten_pad() (in module yobx.torch.interpreter._aten_functions) aten_permute() (in module yobx.torch.interpreter._aten_functions) aten_polar() (in module yobx.torch.interpreter._aten_functions) aten_pow() (in module yobx.torch.interpreter._aten_functions) aten_pow__Scalar() (in module yobx.torch.interpreter._aten_functions) aten_pow_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_pow_Tensor_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_pow_Tensor_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_prelu() (in module yobx.torch.interpreter._aten_functions) aten_prod() (in module yobx.torch.interpreter._aten_functions) aten_prod_dim_int() (in module yobx.torch.interpreter._aten_functions) aten_randn() (in module yobx.torch.interpreter._aten_functions) aten_reciprocal() (in module yobx.torch.interpreter._aten_functions) aten_reflection_pad2d() (in module yobx.torch.interpreter._aten_functions) aten_relu() (in module yobx.torch.interpreter._aten_functions) aten_relu_() (in module yobx.torch.interpreter._aten_functions) aten_remainder() (in module yobx.torch.interpreter._aten_functions) aten_remainder_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_remainder_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_repeat() (in module yobx.torch.interpreter._aten_functions) aten_repeat_interleave() (in module yobx.torch.interpreter._aten_functions) aten_repeat_interleave_self_int() (in module yobx.torch.interpreter._aten_functions) aten_repeat_interleave_self_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_repeat_interleave_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_reshape() (in module yobx.torch.interpreter._aten_functions) aten_reshape_as() (in module yobx.torch.interpreter._aten_functions) aten_roll() (in module yobx.torch.interpreter._aten_functions) aten_round() (in module yobx.torch.interpreter._aten_functions) aten_rrelu_with_noise_backward() (in module yobx.torch.interpreter._aten_functions) aten_rsqrt() (in module yobx.torch.interpreter._aten_functions) aten_rsub() (in module yobx.torch.interpreter._aten_functions) aten_rsub_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_scalar_tensor() (in module yobx.torch.interpreter._aten_functions) aten_scaled_dot_product_attention() (in module yobx.torch.interpreter._aten_functions_attention) aten_scan() (in module yobx.torch.interpreter._aten_functions) aten_scatter__src() (in module yobx.torch.interpreter._aten_functions) aten_scatter_add() (in module yobx.torch.interpreter._aten_functions) aten_scatter_add_() (in module yobx.torch.interpreter._aten_functions) aten_scatter_reduce__two() (in module yobx.torch.interpreter._aten_functions) aten_scatter_reduce_two() (in module yobx.torch.interpreter._aten_functions) aten_scatter_src() (in module yobx.torch.interpreter._aten_functions) aten_select_copy_int() (in module yobx.torch.interpreter._aten_functions) aten_select_int() (in module yobx.torch.interpreter._aten_functions) aten_select_scatter() (in module yobx.torch.interpreter._aten_functions) aten_selu() (in module yobx.torch.interpreter._aten_functions) aten_setitem() (in module yobx.torch.interpreter._aten_functions) aten_sigmoid() (in module yobx.torch.interpreter._aten_functions) aten_sigmoid_() (in module yobx.torch.interpreter._aten_functions) aten_sigmoid_backward() (in module yobx.torch.interpreter._aten_functions) aten_sign() (in module yobx.torch.interpreter._aten_functions) aten_silu() (in module yobx.torch.interpreter._aten_functions) aten_silu_() (in module yobx.torch.interpreter._aten_functions) aten_simple_loop_for() (in module yobx.torch.interpreter._aten_functions) aten_sin() (in module yobx.torch.interpreter._aten_functions) aten_sinh() (in module yobx.torch.interpreter._aten_functions) aten_slice_backward() (in module yobx.torch.interpreter._aten_functions) aten_slice_scatter() (in module yobx.torch.interpreter._aten_functions) aten_slice_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_softmax() (in module yobx.torch.interpreter._aten_functions) aten_softmax_int() (in module yobx.torch.interpreter._aten_functions) aten_softplus() (in module yobx.torch.interpreter._aten_functions) aten_split_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_split_with_sizes() (in module yobx.torch.interpreter._aten_functions) aten_sqrt() (in module yobx.torch.interpreter._aten_functions) aten_square() (in module yobx.torch.interpreter._aten_functions) aten_squeeze() (in module yobx.torch.interpreter._aten_functions) aten_squeeze_dim() (in module yobx.torch.interpreter._aten_functions) aten_squeeze_dims() (in module yobx.torch.interpreter._aten_functions) aten_stack() (in module yobx.torch.interpreter._aten_functions) aten_std_dim() (in module yobx.torch.interpreter._aten_functions) aten_sub() (in module yobx.torch.interpreter._aten_functions) aten_sub__Tensor() (in module yobx.torch.interpreter._aten_functions) aten_sub_Tensor() (in module yobx.torch.interpreter._aten_functions) aten_sum() (in module yobx.torch.interpreter._aten_functions) aten_sum_dim_IntList() (in module yobx.torch.interpreter._aten_functions) aten_sym_constrain_range_for_size() (in module yobx.torch.interpreter._aten_functions) aten_sym_float() (in module yobx.torch.interpreter._aten_functions) aten_sym_max() (in module yobx.torch.interpreter._aten_functions) aten_sym_min() (in module yobx.torch.interpreter._aten_functions) aten_sym_not() (in module yobx.torch.interpreter._aten_functions) aten_sym_size_int() (in module yobx.torch.interpreter._aten_functions) aten_sym_sum() (in module yobx.torch.interpreter._aten_functions) aten_t() (in module yobx.torch.interpreter._aten_functions) aten_take() (in module yobx.torch.interpreter._aten_functions) aten_tan() (in module yobx.torch.interpreter._aten_functions) aten_tanh() (in module yobx.torch.interpreter._aten_functions) aten_tanh_backward() (in module yobx.torch.interpreter._aten_functions) aten_tensor() (in module yobx.torch.interpreter._aten_functions) aten_threshold_backward() (in module yobx.torch.interpreter._aten_functions) aten_to() (in module yobx.torch.interpreter._aten_functions) aten_to_device() (in module yobx.torch.interpreter._aten_functions) aten_to_dtype() (in module yobx.torch.interpreter._aten_functions) aten_to_dtype_layout() (in module yobx.torch.interpreter._aten_functions) aten_topk() (in module yobx.torch.interpreter._aten_functions) aten_transpose() (in module yobx.torch.interpreter._aten_functions) aten_transpose_int() (in module yobx.torch.interpreter._aten_functions) aten_tril() (in module yobx.torch.interpreter._aten_functions) aten_triu() (in module yobx.torch.interpreter._aten_functions) aten_truediv() (in module yobx.torch.interpreter._aten_functions) aten_trunc() (in module yobx.torch.interpreter._aten_functions) aten_type_as() (in module yobx.torch.interpreter._aten_functions) aten_unbind_int() (in module yobx.torch.interpreter._aten_functions) aten_unflatten_int() (in module yobx.torch.interpreter._aten_functions) aten_unfold() (in module yobx.torch.interpreter._aten_functions) aten_unique_consecutive() (in module yobx.torch.interpreter._aten_functions) aten_unsqueeze() (in module yobx.torch.interpreter._aten_functions) aten_unsqueeze_() (in module yobx.torch.interpreter._aten_functions) aten_upsample_bicubic2d() (in module yobx.torch.interpreter._aten_functions) aten_upsample_bicubic2d_vec() (in module yobx.torch.interpreter._aten_functions) aten_upsample_bilinear2d() (in module yobx.torch.interpreter._aten_functions) aten_upsample_bilinear2d_vec() (in module yobx.torch.interpreter._aten_functions) aten_upsample_linear1d_vec() (in module yobx.torch.interpreter._aten_functions) aten_upsample_nearest2d() (in module yobx.torch.interpreter._aten_functions) aten_upsample_nearest2d_vec() (in module yobx.torch.interpreter._aten_functions) aten_upsample_nearest3d() (in module yobx.torch.interpreter._aten_functions) aten_upsample_nearest3d_vec() (in module yobx.torch.interpreter._aten_functions) aten_upsample_trilinear3d() (in module yobx.torch.interpreter._aten_functions) aten_upsample_trilinear3d_vec() (in module yobx.torch.interpreter._aten_functions) aten_view() (in module yobx.torch.interpreter._aten_functions) aten_where() (in module yobx.torch.interpreter._aten_functions) aten_where_Scalar() (in module yobx.torch.interpreter._aten_functions) aten_where_ScalarOther() (in module yobx.torch.interpreter._aten_functions) aten_where_ScalarSelf() (in module yobx.torch.interpreter._aten_functions) aten_where_self() (in module yobx.torch.interpreter._aten_functions) aten_wrap_with_autocast() (in module yobx.torch.interpreter._aten_functions) aten_wrap_with_set_grad_enabled() (in module yobx.torch.interpreter._aten_functions) aten_zero() (in module yobx.torch.interpreter._aten_functions) aten_zeros() (in module yobx.torch.interpreter._aten_functions) aten_zeros_like() (in module yobx.torch.interpreter._aten_functions) AtenAsStrided (class in yobx.torch._model_eval_cases) AtenInterpolate (class in yobx.torch._model_eval_cases) AtenNonZero (class in yobx.torch._model_eval_cases) AtenNonZeroTuple (class in yobx.torch._model_eval_cases) AtenRollPos (class in yobx.torch._model_eval_cases) AtenRollRelu (class in yobx.torch._model_eval_cases) Attention3DPattern (class in yobx.xoptim.patterns_ort.llm_optim) attention_mask (yobx.torch.validate.ValidateData attribute) AttentionGQAPattern (class in yobx.xoptim.patterns.onnx_attention) attr_proto_to_python() (in module yobx.helpers.onnx_helper) AVERAGE_POOL_2D (yobx.litert.litert_helper.BuiltinOperator attribute)

B

BaseVar (class in yobx.builder.light._var) BasicShapeBuilder (class in yobx.xshape) BATCH_MATMUL (yobx.litert.litert_helper.BuiltinOperator attribute) BatchNormalizationPattern (class in yobx.xoptim.patterns.onnx_layer_normalization) BatchNormalizationTrainingPattern (class in yobx.xoptim.patterns.onnx_layer_normalization) BiasGeluPattern (class in yobx.xoptim.patterns_ort.activation) BiasSoftmaxPattern (class in yobx.xoptim.patterns_ort.activation) BinaryExpr (class in yobx.sql.parse) BinaryInvestigation (class in yobx.xoptim.patterns_investigation.element_wise) bring() (yobx.builder.light._var.BaseVar method)

broadcast_shape() (in module yobx.xshape.shape_type_compute) build_source_lines() (in module yobx.torch.interpreter.onnx_export) builder (yobx.typing.GraphBuilderPatternOptimizationProtocol property) builder_stats_to_dataframe() (in module yobx.xbuilder.builder_stats_helper) BuilderEmitter (class in yobx.translate.builder_emitter) BuildInIsInstance (class in yobx.torch._model_eval_cases) BuildInLen (class in yobx.torch._model_eval_cases) BuildStats (class in yobx.container.build_stats) builtin_op_name() (in module yobx.litert.litert_helper) BuiltinOperator (class in yobx.litert.litert_helper)

C

CacheKeyValue (class in yobx.torch.in_transformers.cache_helper) call_function() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) call_method() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) call_module() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) (yobx.torch.tracing.CustomTracer method) can_fuse() (yobx.xoptim.patterns_exp.binary_operators.AddMulSharedInputPattern method) capture() (yobx.ext_test_case.ExtTestCase method) CastCastBinaryPattern (class in yobx.xoptim.patterns.onnx_cast) CastCastPattern (class in yobx.xoptim.patterns.onnx_cast) CastLayerNormalizationCastPattern (class in yobx.xoptim.patterns.onnx_layer_normalization) CastOpCastPattern (class in yobx.xoptim.patterns.onnx_cast) CastPattern (class in yobx.xoptim.patterns.onnx_cast) cat() (yobx.torch.tracing.CustomProxy class method) category_encoders_binary_encoder() (in module yobx.sklearn.category_encoders.binary_encoder) category_encoders_one_hot_encoder() (in module yobx.sklearn.category_encoders.one_hot_encoder) category_encoders_ordinal_encoder() (in module yobx.sklearn.category_encoders.ordinal_encoder) category_encoders_polynomial_encoder() (in module yobx.sklearn.category_encoders.polynomial_encoder) category_encoders_quantile_encoder() (in module yobx.sklearn.category_encoders.quantile_encoder) category_encoders_target_encoder() (in module yobx.sklearn.category_encoders.target_encoder) category_encoders_woe_encoder() (in module yobx.sklearn.category_encoders.woe_encoder) CEIL (yobx.litert.litert_helper.BuiltinOperator attribute) check_discrepancies() (yobx.torch.input_observer.InputObserver method) check_for_non_recursivity() (in module yobx.helpers.onnx_helper) check_model_weights() (in module yobx.torch.interpreter.onnx_export) choose_consistent_domain_opset() (in module yobx.helpers.onnx_helper) clean_code_with_black() (in module yobx.helpers.patch_helper) clean_dump() (yobx.ext_test_case.ExtTestCase method) clean_shapes() (in module yobx.helpers.onnx_helper) clean_value() (yobx.reference.runtime_info.RuntimeValue method) clear() (yobx.reference.report_results_comparison.ReportResultComparison method) clip() (yobx.xtracing.numpy_array.NumpyArray method) ClipClipPattern (class in yobx.xoptim.patterns.onnx_clip) clone() (yobx.helpers.cube_helper.CubeLogs method) (yobx.helpers.cube_helper.CubeLogsPerformance method) (yobx.reference.onnxruntime_evaluator.OnnxList method) (yobx.torch.export_options.ExportOptions method) ColumnRef (class in yobx.sql.parse) columns (yobx.helpers.cube_helper.CubeLogs property) common_RotaryEmbedding (class in yobx.torch.in_transformers._patches_model_rope_utils) CommonTransformer (class in yobx.xexpressions.simplify_expressions) CommonVisitor (class in yobx.xexpressions.simplify_expressions) compare_with_true_inputs() (yobx.xshape.ShapeBuilder method) compatible_dimensions() (in module yobx.xshape._shape_helper) compatible_opsets() (in module yobx.helpers.onnx_helper) compatible_shapes() (in module yobx.xshape._shape_helper) ComplexPolar (class in yobx.torch._model_eval_cases) ComputationCastOpCastPattern (class in yobx.xoptim.patterns.onnx_cast) compute_constant() (yobx.xbuilder.GraphBuilder method) (yobx.xshape._inference_runtime._InferenceRuntime method) ConcatEmptyPattern (class in yobx.xoptim.patterns.onnx_concat) CONCATENATION (yobx.litert.litert_helper.BuiltinOperator attribute) ConcatGatherPattern (class in yobx.xoptim.patterns.onnx_concat) ConcatReshapePattern (class in yobx.xoptim.patterns.onnx_reshape) ConcatTwiceUnaryPattern (class in yobx.xoptim.patterns.onnx_concat) CondCCOp (class in yobx.torch.tracing) Condition (class in yobx.sql.parse) config (yobx.torch.validate.ValidateData attribute) constant_folding() (yobx.xbuilder.GraphBuilder method) ConstantOfShapeScatterNDPattern (class in yobx.xoptim.patterns_exp.constant_of_shape_scatter_nd) ConstantToInitializerPattern (class in yobx.xoptim.patterns.onnx_constants) ContribRotaryEmbedding3DPattern (class in yobx.xoptim.patterns_ort.llm_optim) ContribRotaryEmbeddingPattern (class in yobx.xoptim.patterns_ort.llm_optim) ControlFlowCond (class in yobx.torch._model_eval_cases) ControlFlowCond2Inputs (class in yobx.torch._model_eval_cases) ControlFlowCond2Outputs (class in yobx.torch._model_eval_cases) ControlFlowCondConstant (class in yobx.torch._model_eval_cases) ControlFlowCondIdentity_153832 (class in yobx.torch._model_eval_cases) ControlFlowCondNestedModule (class in yobx.torch._model_eval_cases) ControlFlowCondNestedModule.Submodule (class in yobx.torch._model_eval_cases) ControlFlowCondNonZero (class in yobx.torch._model_eval_cases) ControlFlowNestCond (class in yobx.torch._model_eval_cases) ControlFlowScan (class in yobx.torch._model_eval_cases) ControlFlowScan2Carried (class in yobx.torch._model_eval_cases) ControlFlowScanCDist (class in yobx.torch._model_eval_cases) ControlFlowScanCDist2 (class in yobx.torch._model_eval_cases) ControlFlowScanCDistXY (class in yobx.torch._model_eval_cases) ControlFlowScanDecomposition_151564 (class in yobx.torch._model_eval_cases) ControlFlowScanInplace_153705 (class in yobx.torch._model_eval_cases) ControlFlowWhileDec (class in yobx.torch._model_eval_cases) ControlFlowWhileInc (class in yobx.torch._model_eval_cases) CONV_2D (yobx.litert.litert_helper.BuiltinOperator attribute) ConvBiasNullPattern (class in yobx.xoptim.patterns.onnx_conv) convert_abs() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.unary_ops) convert_acos() (in module yobx.tensorflow.ops.unary_ops) convert_acosh() (in module yobx.tensorflow.ops.unary_ops) convert_add() (in module yobx.litert.ops.elementwise) convert_argmax() (in module yobx.tensorflow.ops.math_ops) convert_argmin() (in module yobx.tensorflow.ops.math_ops) convert_asin() (in module yobx.tensorflow.ops.unary_ops) convert_asinh() (in module yobx.tensorflow.ops.unary_ops) convert_atan() (in module yobx.tensorflow.ops.unary_ops) convert_atanh() (in module yobx.tensorflow.ops.unary_ops) convert_avg_pool() (in module yobx.tensorflow.ops.pooling) convert_avg_pool2d() (in module yobx.litert.ops.nn_ops) convert_batch_matmul() (in module yobx.litert.ops.nn_ops) convert_cast() (in module yobx.tensorflow.ops.shape_ops) convert_ceil() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.unary_ops) convert_concat_v2() (in module yobx.tensorflow.ops.element_wise) convert_concatenation() (in module yobx.litert.ops.reshape_ops) convert_const() (in module yobx.tensorflow.ops.const) convert_conv2d() (in module yobx.litert.ops.nn_ops) (in module yobx.tensorflow.ops.conv) convert_cos() (in module yobx.tensorflow.ops.unary_ops) convert_cosh() (in module yobx.tensorflow.ops.unary_ops) convert_cumsum() (in module yobx.tensorflow.ops.reduction_ops) convert_depthwise_conv2d() (in module yobx.litert.ops.nn_ops) convert_div() (in module yobx.litert.ops.elementwise) convert_element_wise() (in module yobx.tensorflow.ops.element_wise) convert_elu() (in module yobx.litert.ops.activations) (in module yobx.tensorflow.ops.nn_ops) convert_equal() (in module yobx.tensorflow.ops.binary_ops) convert_erf() (in module yobx.tensorflow.ops.unary_ops) convert_erfc() (in module yobx.tensorflow.ops.unary_ops) convert_exp() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.special_ops) (in module yobx.tensorflow.ops.unary_ops) (in module yobx.tensorflow.ops.xla_call_module) convert_expand_dims() (in module yobx.litert.ops.reshape_ops) (in module yobx.tensorflow.ops.shape_ops) convert_expm1() (in module yobx.tensorflow.ops.unary_ops) convert_filter_op() (in module yobx.sql.ops.filter_op) convert_floor() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.unary_ops) convert_floor_div() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.binary_ops)

convert_floor_mod() (in module yobx.tensorflow.ops.binary_ops) convert_fully_connected() (in module yobx.litert.ops.nn_ops) convert_gather_v2() (in module yobx.tensorflow.ops.gather_ops) convert_gelu() (in module yobx.litert.ops.activations) convert_greater() (in module yobx.tensorflow.ops.binary_ops) convert_greater_equal() (in module yobx.tensorflow.ops.binary_ops) convert_hard_swish() (in module yobx.litert.ops.activations) convert_identity() (in module yobx.tensorflow.ops.const) convert_isfinite() (in module yobx.tensorflow.ops.math_ops) convert_isinf() (in module yobx.tensorflow.ops.math_ops) convert_isnan() (in module yobx.tensorflow.ops.math_ops) convert_join_op() (in module yobx.sql.ops.join_op) convert_leaky_relu() (in module yobx.litert.ops.activations) (in module yobx.tensorflow.ops.nn_ops) convert_less() (in module yobx.tensorflow.ops.binary_ops) convert_less_equal() (in module yobx.tensorflow.ops.binary_ops) convert_log() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.unary_ops) convert_log1p() (in module yobx.tensorflow.ops.unary_ops) convert_log_softmax() (in module yobx.litert.ops.activations) (in module yobx.tensorflow.ops.nn_ops) convert_logical_and() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.binary_ops) convert_logical_not() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.binary_ops) convert_logical_or() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.binary_ops) convert_logical_xor() (in module yobx.tensorflow.ops.binary_ops) convert_matmul() (in module yobx.tensorflow.ops.matmul) convert_max_pool() (in module yobx.tensorflow.ops.pooling) convert_max_pool2d() (in module yobx.litert.ops.nn_ops) convert_maximum() (in module yobx.tensorflow.ops.binary_ops) convert_mean() (in module yobx.litert.ops.reshape_ops) convert_minimum() (in module yobx.tensorflow.ops.binary_ops) convert_mirror_pad() (in module yobx.tensorflow.ops.padding) convert_mul() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.binary_ops) convert_neg() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.unary_ops) convert_noop() (in module yobx.tensorflow.ops.const) convert_not_equal() (in module yobx.tensorflow.ops.binary_ops) convert_options (yobx.typing.GraphBuilderProtocol property) (yobx.xbuilder.GraphBuilder property) convert_pack() (in module yobx.tensorflow.ops.shape_ops) convert_pad() (in module yobx.tensorflow.ops.padding) convert_pow() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.binary_ops) convert_random_standard_normal() (in module yobx.tensorflow.ops.random_ops) convert_read_variable_op() (in module yobx.tensorflow.ops.const) convert_real_div() (in module yobx.tensorflow.ops.binary_ops) convert_reciprocal() (in module yobx.tensorflow.ops.unary_ops) convert_reduce_max() (in module yobx.litert.ops.reshape_ops) (in module yobx.tensorflow.ops.reduction_ops) convert_reduce_mean() (in module yobx.tensorflow.ops.reduction_ops) convert_reduce_min() (in module yobx.litert.ops.reshape_ops) (in module yobx.tensorflow.ops.reduction_ops) convert_reduce_prod() (in module yobx.tensorflow.ops.reduction_ops) convert_reduce_sum() (in module yobx.tensorflow.ops.reduction_ops) convert_relu() (in module yobx.litert.ops.activations) (in module yobx.tensorflow.ops.activations) convert_relu6() (in module yobx.tensorflow.ops.activations) convert_relu_n1_to1() (in module yobx.litert.ops.activations) convert_reshape() (in module yobx.litert.ops.reshape_ops) (in module yobx.tensorflow.ops.shape_ops) convert_rint() (in module yobx.tensorflow.ops.unary_ops) convert_round() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.unary_ops) convert_rsqrt() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.unary_ops) convert_select_v2() (in module yobx.tensorflow.ops.element_wise) convert_selu() (in module yobx.tensorflow.ops.nn_ops) convert_shape() (in module yobx.tensorflow.ops.shape_ops) convert_sigmoid() (in module yobx.tensorflow.ops.activations) convert_sign() (in module yobx.tensorflow.ops.unary_ops) convert_sin() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.unary_ops) convert_sinh() (in module yobx.tensorflow.ops.unary_ops) convert_softmax() (in module yobx.litert.ops.activations) (in module yobx.tensorflow.ops.activations) convert_softplus() (in module yobx.tensorflow.ops.unary_ops) convert_softsign() (in module yobx.tensorflow.ops.unary_ops) convert_sqrt() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.unary_ops) convert_square() (in module yobx.tensorflow.ops.unary_ops) convert_squared_difference() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.binary_ops) convert_squeeze() (in module yobx.litert.ops.reshape_ops) (in module yobx.tensorflow.ops.shape_ops) convert_strided_slice() (in module yobx.tensorflow.ops.shape_ops) convert_sub() (in module yobx.litert.ops.elementwise) (in module yobx.tensorflow.ops.binary_ops) convert_sum() (in module yobx.litert.ops.reshape_ops) convert_tan() (in module yobx.tensorflow.ops.unary_ops) convert_tanh() (in module yobx.litert.ops.activations) (in module yobx.tensorflow.ops.activations) convert_topk() (in module yobx.tensorflow.ops.math_ops) convert_transpose() (in module yobx.litert.ops.reshape_ops) (in module yobx.tensorflow.ops.shape_ops) convert_truncate_mod() (in module yobx.tensorflow.ops.binary_ops) ConvertOptions (class in yobx.sklearn) ConvertOptionsProtocol (class in yobx.typing) create_arg() (yobx.torch.tracing.CustomTracer method) create_args_for_root() (yobx.torch.tracing.CustomTracer method) create_input_tensors_from_onnx_model() (in module yobx.helpers.mini_onnx_builder) create_onnx_model_from_input_tensors() (in module yobx.helpers.mini_onnx_builder) CreateFromShape (class in yobx.torch._model_eval_cases) CreateFromShapeThroughFunction (class in yobx.torch._model_eval_cases) CropLastDimensionWithTensorContent (class in yobx.torch._model_eval_cases) CropLastDimensionWithTensorShape (class in yobx.torch._model_eval_cases) cst() (yobx.builder.light._var.BaseVar method) (yobx.builder.light.OnnxGraph method) cube_time() (yobx.helpers.cube_helper.CubeLogs method) CubeLogs (class in yobx.helpers.cube_helper) CubeLogsPerformance (class in yobx.helpers.cube_helper) CubePlot (class in yobx.helpers.cube_helper) CubeViewDef (class in yobx.helpers.cube_helper) CubeViewDef.HighLightKind (class in yobx.helpers.cube_helper) CUSTOM (yobx.litert.litert_helper.BuiltinOperator attribute) CustomAttribute (class in yobx.torch.tracing) CustomBuilderEmitter (class in yobx.translate.reverse_graph_builder) CustomParameterProxy (class in yobx.torch.tracing) CustomProxy (class in yobx.torch.tracing) CustomProxyFloat (class in yobx.torch.tracing) CustomProxyInt (class in yobx.torch.tracing) CustomTracer (class in yobx.torch.tracing)

D

data (yobx.reference.report_results_comparison.ReportResultComparison property) data() (yobx.helpers.patch_helper.PatchDetails method) debug_string() (yobx.xoptim.MatchResult method) DEFAULT_PROMPT (in module yobx.torch.validate) DefaultConvertOptions (class in yobx.typing) demo_mlp_model() (in module yobx.doc) DEPTHWISE_CONV_2D (yobx.litert.litert_helper.BuiltinOperator attribute) DEQUANTIZE (yobx.litert.litert_helper.BuiltinOperator attribute) describe() (yobx.helpers.cube_helper.CubeLogs method) discover() (in module yobx.torch.model_eval_cases) discrepancies (yobx.torch.validate.ValidateData attribute) Dispatcher (class in yobx.torch.interpreter.dispatcher) display_pattern() (yobx.xoptim.EasyPatternOptimization method) DIV (yobx.litert.litert_helper.BuiltinOperator attribute)

do() (yobx.helpers.patch_helper.PatchInfo method) do_not_remove() (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) do_not_turn_constant_initializers_maybe_because_of_showing() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xbuilder.GraphBuilder method) draw_graph_graphviz() (in module yobx.doc) DropoutPattern (class in yobx.xoptim.patterns.onnx_dropout) dtype (yobx.xtracing.numpy_array.NumpyArray property) dtype_to_tensor_dtype() (in module yobx.helpers.onnx_helper) dump_data_and_model() (in module yobx.sklearn.tests_helper) dump_onnx() (yobx.ext_test_case.ExtTestCase method) dump_text() (yobx.ext_test_case.ExtTestCase method) dynamic_shapes (yobx.torch.validate.ValidateData attribute) dynamic_shapes_for_torch_export_export (yobx.torch.tiny_models.ModelData property) DynamoInterpreter (class in yobx.torch.interpreter.interpreter)

E

EasyPatternOptimization (class in yobx.xoptim) elem_size() (yobx.xbuilder.GraphBuilder method) element_wise_binary_op_types() (in module yobx.helpers.onnx_helper) element_wise_op_cmp_types() (in module yobx.helpers.onnx_helper) ELU (yobx.litert.litert_helper.BuiltinOperator attribute) empty_copy() (yobx.xbuilder.GraphBuilder method) enumerate_matches() (yobx.xoptim.PatternOptimization method) enumerate_nodes() (in module yobx.helpers.onnx_helper) (yobx.reference.onnxruntime_evaluator.OnnxruntimeEvaluator method) enumerate_results() (in module yobx.helpers.onnx_helper) enumerate_subgraphs() (in module yobx.helpers.onnx_helper) enumerate_subgraphs_builder() (in module yobx.helpers.onnx_helper) evaluate_dimension_equality_with_constraints() (yobx.xbuilder.GraphBuilder method) (yobx.xshape.ShapeBuilder method) evaluate_expression() (in module yobx.xexpressions) evaluation() (in module yobx.torch.model_eval_cases) EventType (class in yobx.translate.base_emitter) ExactMulDivConstantFolderTransformer (class in yobx.xexpressions.simplify_expressions) EXP (yobx.litert.litert_helper.BuiltinOperator attribute) EXPAND_DIMS (yobx.litert.litert_helper.BuiltinOperator attribute)

expand_dims() (yobx.xtracing.numpy_array.NumpyArray method) ExpandBroadcastPattern (class in yobx.xoptim.patterns.onnx_expand) ExpandPattern (class in yobx.xoptim.patterns.onnx_expand) ExpandSwapPattern (class in yobx.xoptim.patterns.onnx_expand) ExpandUnsqueezeExpandPattern (class in yobx.xoptim.patterns.onnx_expand) export() (yobx.torch.export_options.ExportOptions method) (yobx.translate.translator.Translator method) ExportArtifact (class in yobx.container) ExportArtifactProtocol (class in yobx.typing) ExportOptions (class in yobx.torch.export_options) ExportReport (class in yobx.container) ExportWithDimension0 (class in yobx.torch._model_eval_cases) ExportWithDimension1 (class in yobx.torch._model_eval_cases) Expression (class in yobx.xexpressions.expressions_torch) ExpressionSimplifierAddVisitor (class in yobx.xexpressions.simplify_expressions) extend() (yobx.helpers.patch_helper.PatchDetails method) ExtendedModelContainer (class in yobx.container) ExtendedReferenceEvaluator (class in yobx.reference) extract_attributes() (yobx.translate.translator.Translator method) extract_input_names_from_args() (yobx.typing.GraphBuilderTorchProtocol method) ExtTestCase (class in yobx.ext_test_case)

F

fake_reshape() (yobx.torch.fake_tensor_helper.FakeTensorContext method) FakeTensorContext (class in yobx.torch.fake_tensor_helper) fallback() (yobx.torch.interpreter.dispatcher.Dispatcher method) (yobx.torch.interpreter.dispatcher.ForceDispatcher method) FastGeluPattern (class in yobx.xoptim.patterns_ort.activation) filename (yobx.torch.validate.ValidateData attribute) FilterOp (class in yobx.sql.parse) finalize_cache() (in module yobx.torch.in_transformers.cache_helper) find() (yobx.helpers.patch_helper.PatchDetails method) find_function() (yobx.torch.interpreter.dispatcher.Dispatcher method) find_largest_repeated_pattern() (in module yobx.xoptim.repeated_optim) find_method() (yobx.torch.interpreter.dispatcher.Dispatcher method) first_used_last_used() (in module yobx.reference.runtime_info) fit_classification_model() (in module yobx.sklearn.tests_helper) fit_clustering_model() (in module yobx.sklearn.tests_helper) fit_multi_output_classification_model() (in module yobx.sklearn.tests_helper) fit_multilabel_classification_model() (in module yobx.sklearn.tests_helper) fit_regression_model() (in module yobx.sklearn.tests_helper) flatten() (yobx.xtracing.numpy_array.NumpyArray method) flatten_dynamic_cache() (in module yobx.torch.in_transformers.flatten_class) flatten_encoder_decoder_cache() (in module yobx.torch.in_transformers.flatten_class) flatten_inputs() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) flatten_object() (in module yobx.helpers.helper) flatten_static_cache() (in module yobx.torch.in_transformers.flatten_class) flatten_unflatten_for_dynamic_shapes() (in module yobx.torch.in_transformers.cache_helper) flatten_with_keys_dynamic_cache() (in module yobx.torch.in_transformers.flatten_class) flatten_with_keys_encoder_decoder_cache() (in module yobx.torch.in_transformers.flatten_class) flatten_with_keys_static_cache() (in module yobx.torch.in_transformers.flatten_class) flattening_functions() (in module yobx.torch.flatten) FLOOR (yobx.litert.litert_helper.BuiltinOperator attribute) FLOOR_DIV (yobx.litert.litert_helper.BuiltinOperator attribute) ForceDispatcher (class in yobx.torch.interpreter.dispatcher) format_diff() (yobx.helpers.patch_helper.PatchInfo method) forward() (yobx.torch._model_eval_cases.AtenAsStrided method) (yobx.torch._model_eval_cases.AtenInterpolate method) (yobx.torch._model_eval_cases.AtenNonZero method) (yobx.torch._model_eval_cases.AtenNonZeroTuple method) (yobx.torch._model_eval_cases.AtenRollPos method) (yobx.torch._model_eval_cases.AtenRollRelu method) (yobx.torch._model_eval_cases.BuildInIsInstance method) (yobx.torch._model_eval_cases.BuildInLen method) (yobx.torch._model_eval_cases.ComplexPolar method) (yobx.torch._model_eval_cases.ControlFlowCond method) (yobx.torch._model_eval_cases.ControlFlowCond2Inputs method) (yobx.torch._model_eval_cases.ControlFlowCond2Outputs method) (yobx.torch._model_eval_cases.ControlFlowCondConstant method) (yobx.torch._model_eval_cases.ControlFlowCondIdentity_153832 method) (yobx.torch._model_eval_cases.ControlFlowCondNestedModule method) (yobx.torch._model_eval_cases.ControlFlowCondNestedModule.Submodule method) (yobx.torch._model_eval_cases.ControlFlowCondNonZero method) (yobx.torch._model_eval_cases.ControlFlowNestCond method) (yobx.torch._model_eval_cases.ControlFlowScan method) (yobx.torch._model_eval_cases.ControlFlowScan2Carried method) (yobx.torch._model_eval_cases.ControlFlowScanCDist method) (yobx.torch._model_eval_cases.ControlFlowScanCDist2 method) (yobx.torch._model_eval_cases.ControlFlowScanCDistXY method) (yobx.torch._model_eval_cases.ControlFlowScanDecomposition_151564 method) (yobx.torch._model_eval_cases.ControlFlowScanInplace_153705 method) (yobx.torch._model_eval_cases.ControlFlowWhileDec method) (yobx.torch._model_eval_cases.ControlFlowWhileInc method) (yobx.torch._model_eval_cases.CreateFromShape method) (yobx.torch._model_eval_cases.CreateFromShapeThroughFunction method) (yobx.torch._model_eval_cases.CropLastDimensionWithTensorContent method) (yobx.torch._model_eval_cases.CropLastDimensionWithTensorShape method) (yobx.torch._model_eval_cases.ExportWithDimension0 method) (yobx.torch._model_eval_cases.ExportWithDimension1 method) (yobx.torch._model_eval_cases.InplaceAdd method) (yobx.torch._model_eval_cases.InplaceAdd2 method) (yobx.torch._model_eval_cases.InplaceAdd_Mul method) (yobx.torch._model_eval_cases.InplaceCloneAdd_ method) (yobx.torch._model_eval_cases.InplaceSetItemEllipsis_1 method) (yobx.torch._model_eval_cases.InplaceSetItemEllipsis_2 method) (yobx.torch._model_eval_cases.InplaceSetItemMask method) (yobx.torch._model_eval_cases.InplaceSetItemSquare method) (yobx.torch._model_eval_cases.InplaceSetItemSquareAdd method) (yobx.torch._model_eval_cases.InplaceSetItemSquareAdd2 method) (yobx.torch._model_eval_cases.SignatureFloat1 method) (yobx.torch._model_eval_cases.SignatureInt1 method) (yobx.torch._model_eval_cases.SignatureInt2 method) (yobx.torch._model_eval_cases.SignatureListFixedLength method) (yobx.torch._model_eval_cases.SignatureListFixedWithNone method) (yobx.torch._model_eval_cases.SignatureListVariableLength method) (yobx.torch._model_eval_cases.SignatureShapeAsIndex method) (yobx.torch._model_eval_cases.TypeBFloat16 method) (yobx.torch._model_eval_cases.Vmap method) (yobx.torch._model_eval_cases.VmapPython method) (yobx.torch.in_transformers._patches_model_rope_utils.common_RotaryEmbedding method) (yobx.torch.tiny_models.TinyBroadcastAddModel method)

from_tensor() (yobx.torch.fake_tensor_helper.FakeTensorContext method) FULLY_CONNECTED (yobx.litert.litert_helper.BuiltinOperator attribute) FuncCallExpr (class in yobx.sql.parse) FunctionAttentionGQAPattern (class in yobx.xoptim.patterns.onnx_attention) FunctionAttentionPattern (class in yobx.xoptim.patterns.onnx_attention) FunctionCausalMaskMulAddPattern (class in yobx.xoptim.patterns.onnx_rotary) FunctionCausalMaskPattern (class in yobx.xoptim.patterns.onnx_rotary) FunctionCosSinCachePattern (class in yobx.xoptim.patterns.onnx_rotary) FunctionHalfRotaryEmbeddingPattern (class in yobx.xoptim.patterns.onnx_rotary) FunctionNotFoundError FunctionOptions (class in yobx.xbuilder) (class in yobx.xbuilder.function_options) FunctionPackedMatMulPattern (class in yobx.xoptim.patterns_investigation.llm_patterns) FunctionPowTanhPattern (class in yobx.xoptim.patterns_investigation.llm_patterns) functions (yobx.container.ExportArtifact property) FunctionSplitRotaryMulPattern (class in yobx.xoptim.patterns_investigation.llm_patterns) FusedConvPattern (class in yobx.xoptim.patterns_ort.fused_conv) FusedMatMulDivPattern (class in yobx.xoptim.patterns_ort.fused_matmul) FusedMatMulPattern (class in yobx.xoptim.patterns_ort.fused_matmul) FusedMatMulTransposePattern (class in yobx.xoptim.patterns_ort.fused_matmul) FusedMatMulx2Pattern (class in yobx.xoptim.patterns_ort.fused_matmul)

G

g() (in module yobx.builder.light) Gather (class in yobx.reference.ops.op__overwrite_gather) GathersSplitPattern (class in yobx.xoptim.patterns.onnx_split) GELU (yobx.litert.litert_helper.BuiltinOperator attribute) GeluErfPattern (class in yobx.xoptim.patterns_ort.activation) GeluOrtPattern (class in yobx.xoptim.patterns_ort.activation) GeluPattern (class in yobx.xoptim.patterns.onnx_functions) GemmTransposePattern (class in yobx.xoptim.patterns.onnx_matmul) generic_visit() (yobx.xexpressions.simplify_expressions.ExpressionSimplifierAddVisitor method) get() (yobx.torch.validate.ValidateSummary method) get_attr() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) get_attribute() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) (yobx.xshape.ShapeBuilder method) get_attribute_with_default() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) (yobx.xshape.ShapeBuilder method) get_attributes_with_default() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) (yobx.xshape.ShapeBuilder method) get_axis() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) get_cached_configuration() (in module yobx.torch.in_transformers.models.configs) get_computed_constant() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) get_constant() (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) get_constant_from_parent() (yobx.xbuilder.GraphBuilder method) get_constant_or_attribute() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) get_constant_scalar() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) get_constant_shape() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) get_debug_msg() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderExtendedProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) get_decomposition_table() (yobx.torch.export_options.ExportOptions method) get_default_aten_as_function() (in module yobx.torch.interpreter.onnx_export) get_default_patterns() (in module yobx.xoptim.patterns) get_device() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.reference.onnxruntime_evaluator.OnnxList method) (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder._virtual_tensor.VirtualTensor method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) get_dump_file() (yobx.ext_test_case.ExtTestCase method) get_dump_folder() (yobx.ext_test_case.ExtTestCase method) get_dynamic_dimension() (yobx.xbuilder.GraphBuilder method) get_experimental_patterns() (in module yobx.xoptim.patterns_exp) get_figure() (in module yobx.ext_test_case) get_fix_patterns() (in module yobx.xoptim.patterns_fix) get_hidden_inputs() (in module yobx.helpers.onnx_helper) get_initializer_size() (yobx.xbuilder.GraphBuilder method) get_input_dynamic_shape() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) get_inputs() (yobx.reference.torch_evaluator.TorchReferenceEvaluator method) get_investigation_patterns() (in module yobx.xoptim.patterns_investigation) get_is_dimension() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) get_jax_cvt() (in module yobx.tensorflow.ops.jax_ops) get_kernels() (in module yobx.reference.torch_evaluator) get_latest_pypi_version() (in module yobx.doc) get_litert_op_converter() (in module yobx.litert.register) get_litert_op_converters() (in module yobx.litert.register) get_local_function() (yobx.xbuilder.GraphBuilder method) get_local_function_outputs() (yobx.xbuilder.GraphBuilder method) get_ml_patterns() (in module yobx.xoptim.patterns_ml) get_n_expected_outputs() (in module yobx.sklearn.sklearn_helper) get_onnx_signature() (in module yobx.helpers.onnx_helper)

get_onnxruntime_patterns() (in module yobx.xoptim.patterns_ort) get_opset() (yobx.builder.light.OnnxGraph method) (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) get_output_names() (in module yobx.sklearn.sklearn_helper) (in module yobx.tensorflow.tensorflow_helper) get_outputs() (yobx.reference.torch_evaluator.TorchReferenceEvaluator method) get_patches_for() (in module yobx.torch.in_transformers.patches) get_pattern() (in module yobx.xoptim) get_pattern_list() (in module yobx.xoptim) get_position() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) get_proto() (yobx.container.ExportArtifact method) (yobx.typing.ExportArtifactProtocol method) get_rank() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) get_registered_constraints() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) get_sequence() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) get_shape() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) get_shape_renamed() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) get_sig_kwargs() (in module yobx.helpers.helper) get_sklearn_converter() (in module yobx.sklearn.register) get_sklearn_converters() (in module yobx.sklearn.register) get_sklearn_estimator_coverage() (in module yobx.sklearn.register) get_sql_op_converter() (in module yobx.sql.ops.register) get_sql_op_converters() (in module yobx.sql.ops.register) get_submodule_name() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) get_tf_op_converter() (in module yobx.tensorflow.register) get_tf_op_converters() (in module yobx.tensorflow.register) get_tiny_model() (in module yobx.torch.tiny_models) get_transformer_converter() (in module yobx.torch.in_transformers.register) get_transformer_converters() (in module yobx.torch.in_transformers.register) get_type() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) get_type_known() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) get_value() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) get_var() (yobx.builder.light.OnnxGraph method) getattr() (yobx.torch.tracing.CustomTracer method) getitem() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) GRAPH (yobx.builder.light.ProtoType attribute) graph (yobx.container.ExportArtifact property) graph_erase_node() (yobx.torch.tracing.CustomTracer class method) GraphBuilder (class in yobx.xbuilder) GraphBuilder.InitializerInfo (class in yobx.xbuilder) GraphBuilderExtendedProtocol (class in yobx.typing) GraphBuilderPatternOptimization (class in yobx.xoptim) GraphBuilderPatternOptimizationProtocol (class in yobx.typing) GraphBuilderProtocol (class in yobx.typing) GraphBuilderTorchProtocol (class in yobx.typing) group_columns() (yobx.helpers.cube_helper.CubePlot class method) GroupByOp (class in yobx.sql.parse) GroupQueryAttention3DPattern (class in yobx.xoptim.patterns_ort.llm_optim)

H

HARD_SWISH (yobx.litert.litert_helper.BuiltinOperator attribute) has() (yobx.sklearn.ConvertOptions method) (yobx.typing.ConvertOptionsProtocol method) (yobx.typing.DefaultConvertOptions method) has_category_encoders() (in module yobx.ext_test_case) has_cuda() (in module yobx.ext_test_case) has_device() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) has_dynamic_object() (yobx.xbuilder.GraphBuilder method) has_exact_same_constant_in_context() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xbuilder.GraphBuilder method) has_jax() (in module yobx.ext_test_case) has_lightgbm() (in module yobx.ext_test_case) has_litert() (in module yobx.ext_test_case) has_local_function() (yobx.xbuilder.GraphBuilder method) has_name() (yobx.builder.light.OnnxGraph method) (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) has_onnxruntime() (in module yobx.ext_test_case) has_onnxruntime_genai() (in module yobx.ext_test_case) has_onnxruntime_training() (in module yobx.ext_test_case) has_onnxscript() (in module yobx.ext_test_case) has_opset() (yobx.builder.light.OnnxGraph method) (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method)

has_processor() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) has_rank() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) has_shape() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) has_sklearn() (in module yobx.ext_test_case) has_sklearn_converter() (in module yobx.sklearn.register) has_sksurv() (in module yobx.ext_test_case) has_spox() (in module yobx.ext_test_case) has_tensorflow() (in module yobx.ext_test_case) has_torch() (in module yobx.ext_test_case) has_transformers() (in module yobx.ext_test_case) has_type() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) has_value (yobx.reference.runtime_info.RuntimeValue property) has_xgboost() (in module yobx.ext_test_case) hide_stdout() (in module yobx.ext_test_case)

I

IdentityPattern (class in yobx.xoptim.patterns.onnx_any) ignore_errors() (in module yobx.ext_test_case) ignore_warnings() (in module yobx.ext_test_case) imblearn_pipeline() (in module yobx.sklearn.imblearn.easy_ensemble) infer_arguments() (yobx.torch.input_observer.InputObserver method) (yobx.torch.input_observer.InputObserverInfo method) infer_dynamic_shapes() (yobx.torch.input_observer.InputObserver method) (yobx.torch.input_observer.InputObserverInfo method) infer_shapes() (yobx.xbuilder.GraphBuilder method) infer_types() (in module yobx.xshape.type_inference) InferenceSessionLike (class in yobx.typing) InferShapesOptions (class in yobx.xbuilder) InitializerInfo (class in yobx.xbuilder._initializer_info) inline_functions() (yobx.xbuilder.GraphBuilder method) inner_builder (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder property) InnerEmitter (class in yobx.translate.inner_emitter) InnerEmitterCompact (class in yobx.translate.inner_emitter) InnerEmitterShortInitializer (class in yobx.translate.inner_emitter) InplaceAdd (class in yobx.torch._model_eval_cases) InplaceAdd2 (class in yobx.torch._model_eval_cases) InplaceAdd_Mul (class in yobx.torch._model_eval_cases) InplaceCloneAdd_ (class in yobx.torch._model_eval_cases) InplaceSetItemEllipsis_1 (class in yobx.torch._model_eval_cases) InplaceSetItemEllipsis_2 (class in yobx.torch._model_eval_cases) InplaceSetItemMask (class in yobx.torch._model_eval_cases) InplaceSetItemSquare (class in yobx.torch._model_eval_cases) InplaceSetItemSquareAdd (class in yobx.torch._model_eval_cases) InplaceSetItemSquareAdd2 (class in yobx.torch._model_eval_cases) input_ids (yobx.torch.validate.ValidateData attribute) input_names (yobx.builder.light.OnnxGraph property) (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder property) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder property) (yobx.reference.onnxruntime_evaluator.OnnxruntimeEvaluator property) (yobx.typing.GraphBuilderPatternOptimizationProtocol property) (yobx.typing.GraphBuilderProtocol property) (yobx.xoptim.GraphBuilderPatternOptimization property) (yobx.xshape.BasicShapeBuilder property) (yobx.xshape.ShapeBuilder property) input_types (yobx.reference.onnxruntime_evaluator.OnnxruntimeEvaluator property) InputCandidate (class in yobx.torch.input_observer) InputObserver (class in yobx.torch.input_observer) InputObserverInfo (class in yobx.torch.input_observer) inputs (yobx.typing.GraphBuilderPatternOptimizationProtocol property) (yobx.xoptim.GraphBuilderPatternOptimization property)

insert_and_remove_nodes() (yobx.xbuilder.GraphBuilder method) insert_contiguous_between_transpose_and_view() (in module yobx.torch.export_options) instanceof() (yobx.torch.tracing.CustomProxy method) (yobx.torch.tracing.CustomProxyFloat method) (yobx.torch.tracing.CustomProxyInt method) io_names() (yobx.xbuilder.GraphBuilder method) ir_version (yobx.container.ExportArtifact property) is_constant() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) (yobx.xshape.BasicShapeBuilder method) is_constant_or_attribute() (yobx.xbuilder.GraphBuilder method) is_constant_part_of_previous_context() (yobx.xbuilder.GraphBuilder method) is_constant_scalar() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) is_dynamic_shape() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) is_empty() (yobx.torch.input_observer.InputObserver method) is_exact_same_constant() (yobx.xbuilder.GraphBuilder method) is_float_type() (in module yobx.helpers.onnx_helper) is_initializer (yobx.reference.runtime_info.RuntimeValue property) is_input (yobx.reference.runtime_info.RuntimeValue property) is_leaf_module() (yobx.torch.tracing.CustomTracer method) is_output (yobx.reference.runtime_info.RuntimeValue property) is_output() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) is_sequence() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) is_static_dimension() (in module yobx.xshape._shape_helper) is_static_shape() (in module yobx.xshape._shape_helper) is_used() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) is_used_by_subgraph() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) is_used_more_than_once() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) is_used_only_by() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) is_wrapped() (in module yobx.torch.interpreter.onnx_export) isidentifier() (yobx.xexpressions.expressions_torch.Expression method) items() (yobx.torch.validate.ValidateData method) (yobx.torch.validate.ValidateSummary method) iter_nodes() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method)

J

jax_to_concrete_function() (in module yobx.tensorflow.tensorflow_helper) join() (yobx.translate.builder_emitter.BuilderEmitter method) (yobx.translate.inner_emitter.InnerEmitter method) (yobx.translate.light_emitter.LightEmitter method) (yobx.translate.mermaid_emitter.MermaidEmitter method)

JoinOp (class in yobx.sql.parse)

K

key() (yobx.reference.report_results_comparison.ReportResultComparison method)

keys() (yobx.torch.validate.ValidateSummary method) kwargs (yobx.torch.validate.ValidateData attribute)

L

last_added_node (yobx.typing.GraphBuilderTorchProtocol property) LayerNormalizationPattern (class in yobx.xoptim.patterns.onnx_layer_normalization) LayerNormalizationScalePattern (class in yobx.xoptim.patterns.onnx_layer_normalization) LEAKY_RELU (yobx.litert.litert_helper.BuiltinOperator attribute) LeakyReluPattern (class in yobx.xoptim.patterns.onnx_functions) LEAVE_INPLACE (class in yobx.torch.tracing) left_bring() (yobx.builder.light._var.BaseVar method) length() (yobx.torch.tracing.CustomProxy method) LightEmitter (class in yobx.translate.light_emitter) Literal (class in yobx.sql.parse) litert_dtype_to_np_dtype() (in module yobx.litert.litert_helper)

llama_attention_to_onnx() (in module yobx.torch.in_transformers.classes.llama_attention) load() (yobx.container.ExportArtifact class method) (yobx.container.ExtendedModelContainer method) (yobx.helpers.cube_helper.CubeLogs method) (yobx.typing.ExportArtifactProtocol class method) LOG (yobx.litert.litert_helper.BuiltinOperator attribute) LOG_SOFTMAX (yobx.litert.litert_helper.BuiltinOperator attribute) LOGICAL_AND (yobx.litert.litert_helper.BuiltinOperator attribute) LOGICAL_NOT (yobx.litert.litert_helper.BuiltinOperator attribute) LOGICAL_OR (yobx.litert.litert_helper.BuiltinOperator attribute) long_test() (in module yobx.ext_test_case) longest_prefix() (in module yobx.sklearn.sklearn_helper)

M

main_opset (yobx.builder.light.OnnxGraph property) (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder property) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder property) (yobx.typing.GraphBuilderExtendedProtocol property) (yobx.typing.GraphBuilderPatternOptimizationProtocol property) (yobx.xbuilder.GraphBuilder property) (yobx.xoptim.GraphBuilderPatternOptimization property) make() (yobx.helpers.patch_helper.PatchInfo class method) make_constant() (yobx.builder.light.OnnxGraph method) make_diff() (yobx.helpers.patch_helper.PatchInfo method) make_diff_code() (in module yobx.helpers.patch_helper) make_dimension_name_if_necessary() (yobx.xshape._inference_runtime._InferenceRuntime method) make_dynamic_cache() (in module yobx.torch.in_transformers.cache_helper) (yobx.torch.in_transformers.cache_helper.CacheKeyValue method) make_dynamic_object() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) make_dynamic_shapes_kv_cache() (in module yobx.torch.in_transformers.cache_helper) make_encoder_decoder_cache() (in module yobx.torch.in_transformers.cache_helper) make_fake() (in module yobx.torch.fake_tensor_helper) (yobx.torch.fake_tensor_helper.FakeTensorContext method) make_fake_with_dynamic_dimensions() (in module yobx.torch.fake_tensor_helper) (yobx.torch.fake_tensor_helper.FakeTensorContext method) make_feeds() (in module yobx.helpers.rt_helper) make_flattening_function_for_dataclass() (in module yobx.torch.flatten) make_function_from_nodes() (in module yobx.xoptim.repeated_optim) make_hash() (in module yobx.helpers.helper) (in module yobx.xshape.shape_builder) make_idg() (in module yobx.helpers.onnx_helper) make_idn() (in module yobx.helpers.onnx_helper) make_initializer() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) make_input() (yobx.builder.light.OnnxGraph method) make_key() (yobx.xbuilder.GraphBuilder method) make_local_function() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) make_model_with_local_functions() (in module yobx.helpers.onnx_helper) make_new_dynamic_name() (yobx.xbuilder.GraphBuilder method) make_new_dynamic_shape() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) make_nn_module_with_callable() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) make_node() (yobx.builder.light._var.BaseVar method) (yobx.builder.light.OnnxGraph method) (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) make_node_check_opset() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) make_nodes() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) make_output() (yobx.builder.light.OnnxGraph method) make_pattern_from_onnx() (in module yobx.xoptim.patterns_api) make_ref_attribute() (in module yobx.translate.make_helper) make_report() (yobx.helpers.patch_helper.PatchDetails method) make_shape_from_results() (yobx.xbuilder.GraphBuilder method) make_static_cache() (in module yobx.torch.in_transformers.cache_helper) make_subfunction() (in module yobx.helpers.onnx_helper) make_subset_builder() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) make_tensor_input() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) make_tensor_output() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) make_tensor_sequence_input() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) make_tensor_value_info_from_name() (yobx.xbuilder.GraphBuilder method) make_torch_tensor_from_np_array() (yobx.xbuilder.GraphBuilder method) (yobx.xshape._builder_runtime._BuilderRuntime method) make_undefined_dimension() (in module yobx.torch.interpreter) make_view_def() (yobx.helpers.cube_helper.CubeLogs method) (yobx.helpers.cube_helper.CubeLogsPerformance method) MaskedShapeScatterNDPattern (class in yobx.xoptim.patterns_exp.constant_of_shape_scatter_nd) match() (yobx.xoptim.EasyPatternOptimization method) (yobx.xoptim.PatternOptimization method) (yobx.xoptim.patterns.onnx_any.IdentityPattern method) (yobx.xoptim.patterns.onnx_any.NotNotPattern method) (yobx.xoptim.patterns.onnx_any.SameChildrenFromInputPattern method) (yobx.xoptim.patterns.onnx_any.SameChildrenPattern method) (yobx.xoptim.patterns.onnx_any.ShapeBasedIdentityPattern method) (yobx.xoptim.patterns.onnx_any.ShapeBasedSameChildrenPattern method) (yobx.xoptim.patterns.onnx_any.SwapUnaryPattern method) (yobx.xoptim.patterns.onnx_attention.AttentionGQAPattern method) (yobx.xoptim.patterns.onnx_attention.FunctionAttentionGQAPattern method) (yobx.xoptim.patterns.onnx_attention.FunctionAttentionPattern method) (yobx.xoptim.patterns.onnx_cast.CastCastBinaryPattern method) (yobx.xoptim.patterns.onnx_cast.CastCastPattern method) (yobx.xoptim.patterns.onnx_cast.CastOpCastPattern method) (yobx.xoptim.patterns.onnx_cast.CastPattern method) (yobx.xoptim.patterns.onnx_cast.ComputationCastOpCastPattern method) (yobx.xoptim.patterns.onnx_clip.ClipClipPattern method) (yobx.xoptim.patterns.onnx_concat.ConcatEmptyPattern method) (yobx.xoptim.patterns.onnx_concat.ConcatGatherPattern method) (yobx.xoptim.patterns.onnx_concat.ConcatTwiceUnaryPattern method) (yobx.xoptim.patterns.onnx_constants.ConstantToInitializerPattern method) (yobx.xoptim.patterns.onnx_conv.ConvBiasNullPattern method) (yobx.xoptim.patterns.onnx_dropout.DropoutPattern method) (yobx.xoptim.patterns.onnx_equal.UnsqueezeEqualPattern method) (yobx.xoptim.patterns.onnx_expand.ExpandBroadcastPattern method) (yobx.xoptim.patterns.onnx_expand.ExpandPattern method) (yobx.xoptim.patterns.onnx_expand.ExpandSwapPattern method) (yobx.xoptim.patterns.onnx_expand.ExpandUnsqueezeExpandPattern method) (yobx.xoptim.patterns.onnx_expand.ShapeBasedConcatExpandPattern method) (yobx.xoptim.patterns.onnx_expand.ShapeBasedExpandBroadcastMatMulPattern method) (yobx.xoptim.patterns.onnx_expand.ShapeBasedExpandBroadcastPattern method) (yobx.xoptim.patterns.onnx_expand.ShapeBasedExpandCastWhereSwapPattern method) (yobx.xoptim.patterns.onnx_expand.ShapeBasedExpandSwapPattern method) (yobx.xoptim.patterns.onnx_expand.ShapeBasedStaticExpandPattern method) (yobx.xoptim.patterns.onnx_expand.SwapExpandReshapePattern method) (yobx.xoptim.patterns.onnx_expand.SwapExpandUnsqueezePattern method) (yobx.xoptim.patterns.onnx_functions.MaxReluPattern method) (yobx.xoptim.patterns.onnx_layer_normalization.BatchNormalizationPattern method) (yobx.xoptim.patterns.onnx_layer_normalization.BatchNormalizationTrainingPattern method) (yobx.xoptim.patterns.onnx_layer_normalization.CastLayerNormalizationCastPattern method) (yobx.xoptim.patterns.onnx_layer_normalization.LayerNormalizationPattern method) (yobx.xoptim.patterns.onnx_layer_normalization.LayerNormalizationScalePattern method) (yobx.xoptim.patterns.onnx_layer_normalization.RMSNormalizationMulPattern method) (yobx.xoptim.patterns.onnx_layer_normalization.RMSNormalizationPattern method) (yobx.xoptim.patterns.onnx_matmul.GemmTransposePattern method) (yobx.xoptim.patterns.onnx_matmul.MatMulAddPattern method) (yobx.xoptim.patterns.onnx_matmul.MatMulReshape2Of3Pattern method) (yobx.xoptim.patterns.onnx_matmul.MulMulMatMulPattern method) (yobx.xoptim.patterns.onnx_matmul.ReshapeMatMulReshapePattern method) (yobx.xoptim.patterns.onnx_matmul.ShapeBasedMatMulToMulPattern method) (yobx.xoptim.patterns.onnx_matmul.SwitchReshapeActivationPattern method) (yobx.xoptim.patterns.onnx_matmul.TransposeMatMulPattern method) (yobx.xoptim.patterns.onnx_matmul.TransposeReshapeMatMulPattern method) (yobx.xoptim.patterns.onnx_mul.MulMulMulScalarPattern method) (yobx.xoptim.patterns.onnx_mul.SwitchOrderBinaryPattern method) (yobx.xoptim.patterns.onnx_range.SwapRangeAddScalarPattern method) (yobx.xoptim.patterns.onnx_reduce.ReduceArgTopKPattern method) (yobx.xoptim.patterns.onnx_reduce.ReduceSumNormalizePattern method) (yobx.xoptim.patterns.onnx_reshape.ConcatReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.ReduceReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.Reshape2Of3Pattern method) (yobx.xoptim.patterns.onnx_reshape.ReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.ReshapeReshapeBinaryPattern method) (yobx.xoptim.patterns.onnx_reshape.ReshapeReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.ShapeBasedEditDistanceReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.ShapeBasedReshapeIsSqueezePattern method) (yobx.xoptim.patterns.onnx_reshape.ShapedBasedReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.StaticConcatReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.UnsqueezeOrSqueezeReshapePattern method) (yobx.xoptim.patterns.onnx_reshape.UnsqueezeReshapePattern method) (yobx.xoptim.patterns.onnx_rotary.FunctionCausalMaskMulAddPattern method) (yobx.xoptim.patterns.onnx_rotary.FunctionCausalMaskPattern method) (yobx.xoptim.patterns.onnx_rotary.FunctionCosSinCachePattern method) (yobx.xoptim.patterns.onnx_rotary.FunctionHalfRotaryEmbeddingPattern method) (yobx.xoptim.patterns.onnx_rotary.RotaryConcatPartPattern method) (yobx.xoptim.patterns.onnx_rotary.RotaryEmbeddingPattern method) (yobx.xoptim.patterns.onnx_sequence.SequenceConstructAtPattern method) (yobx.xoptim.patterns.onnx_shape.ShapeBasedShapeShapeAddPattern method) (yobx.xoptim.patterns.onnx_slice.SliceSlicePattern method) (yobx.xoptim.patterns.onnx_split.GathersSplitPattern method) (yobx.xoptim.patterns.onnx_split.SlicesSplitPattern method) (yobx.xoptim.patterns.onnx_split.SplitConcatPattern method) (yobx.xoptim.patterns.onnx_sub.Sub1MulPattern method) (yobx.xoptim.patterns.onnx_transpose.SwapUnsqueezeTransposePattern method) (yobx.xoptim.patterns.onnx_transpose.TransposeEqualReshapePattern method) (yobx.xoptim.patterns.onnx_transpose.TransposeGatherPattern method) (yobx.xoptim.patterns.onnx_transpose.TransposeReshapeTransposePattern method) (yobx.xoptim.patterns.onnx_transpose.TransposeTransposePattern method) (yobx.xoptim.patterns.onnx_unsqueeze.MulUnsqueezeUnsqueezePattern method) (yobx.xoptim.patterns.onnx_unsqueeze.SqueezeAddPattern method) (yobx.xoptim.patterns.onnx_unsqueeze.SqueezeBinaryUnsqueezePattern method) (yobx.xoptim.patterns.onnx_unsqueeze.SqueezeUnsqueezePattern method) (yobx.xoptim.patterns.onnx_unsqueeze.UnsqueezeUnsqueezePattern method) (yobx.xoptim.patterns.onnx_where.NotWherePattern method) (yobx.xoptim.patterns.onnx_where.WhereAddPattern method) (yobx.xoptim.patterns_exp.binary_operators.AddAddMulMulPattern method) (yobx.xoptim.patterns_exp.binary_operators.AddMulPattern method) (yobx.xoptim.patterns_exp.binary_operators.AddMulSharedInputPattern method) (yobx.xoptim.patterns_exp.binary_operators.AddMulTransposePattern method) (yobx.xoptim.patterns_exp.binary_operators.MulSigmoidPattern method) (yobx.xoptim.patterns_exp.binary_operators.NegXplus1Pattern method) (yobx.xoptim.patterns_exp.binary_operators.SubMulPattern method) (yobx.xoptim.patterns_exp.constant_of_shape_scatter_nd.ConstantOfShapeScatterNDPattern method) (yobx.xoptim.patterns_exp.constant_of_shape_scatter_nd.MaskedShapeScatterNDPattern method) (yobx.xoptim.patterns_exp.constants.TriMatrixPattern method) (yobx.xoptim.patterns_exp.simple_rotary.SimpleRotaryPattern method) (yobx.xoptim.patterns_exp.unary_operators.TransposeCastPattern method) (yobx.xoptim.patterns_exp.where_replace.ReplaceZeroPattern method) (yobx.xoptim.patterns_fix.add_reduction_scatter_nd.AddReductionScatterND method) (yobx.xoptim.patterns_investigation.element_wise.BinaryInvestigation method) (yobx.xoptim.patterns_investigation.llm_patterns.FunctionPackedMatMulPattern method) (yobx.xoptim.patterns_ml.tree_ensemble.TreeEnsembleRegressorConcatPattern method) (yobx.xoptim.patterns_ml.tree_ensemble.TreeEnsembleRegressorMulPattern method) (yobx.xoptim.patterns_ort.activation.BiasGeluPattern method) (yobx.xoptim.patterns_ort.activation.BiasSoftmaxPattern method) (yobx.xoptim.patterns_ort.activation.FastGeluPattern method) (yobx.xoptim.patterns_ort.activation.QuickGeluPattern method) (yobx.xoptim.patterns_ort.fused_conv.FusedConvPattern method) (yobx.xoptim.patterns_ort.fused_matmul.FusedMatMulDivPattern method) (yobx.xoptim.patterns_ort.fused_matmul.FusedMatMulPattern method) (yobx.xoptim.patterns_ort.fused_matmul.FusedMatMulTransposePattern method) (yobx.xoptim.patterns_ort.fused_matmul.FusedMatMulx2Pattern method) (yobx.xoptim.patterns_ort.fused_matmul.ReshapeGemmPattern method) (yobx.xoptim.patterns_ort.fused_matmul.ReshapeGemmReshapePattern method) (yobx.xoptim.patterns_ort.fused_matmul.TransposeFusedMatMulBPattern method) (yobx.xoptim.patterns_ort.llm_optim.Attention3DPattern method) (yobx.xoptim.patterns_ort.llm_optim.ContribRotaryEmbedding3DPattern method) (yobx.xoptim.patterns_ort.llm_optim.ContribRotaryEmbeddingPattern method) (yobx.xoptim.patterns_ort.llm_optim.GroupQueryAttention3DPattern method) (yobx.xoptim.patterns_ort.llm_optim.MultiHeadAttention3DPattern method) (yobx.xoptim.patterns_ort.missing_kernels.MissingCosSinPattern method) (yobx.xoptim.patterns_ort.missing_kernels.MissingRangePattern method) (yobx.xoptim.patterns_ort.missing_kernels.MissingReduceMaxPattern method) (yobx.xoptim.patterns_ort.missing_kernels.MissingTopKPattern method) (yobx.xoptim.patterns_ort.simplified_layer_normalization.SimplifiedLayerNormalizationMulPattern method) (yobx.xoptim.patterns_ort.simplified_layer_normalization.SimplifiedLayerNormalizationPattern method) (yobx.xoptim.patterns_ort.simplified_layer_normalization.SkipLayerNormalizationPattern method) (yobx.xoptim.patterns_ort.simplified_layer_normalization.SkipSimplifiedLayerNormalizationMulPattern method) (yobx.xoptim.patterns_ort.simplified_layer_normalization.SkipSimplifiedLayerNormalizationPattern method) match_input_parameters() (in module yobx.torch.interpreter.onnx_export) match_pattern() (yobx.xoptim.EasyPatternOptimization method) (yobx.xoptim.patterns.onnx_functions.GeluPattern method) (yobx.xoptim.patterns.onnx_functions.LeakyReluPattern method) (yobx.xoptim.patterns.onnx_functions.SoftmaxCrossEntropyLossCastPattern method) (yobx.xoptim.patterns_investigation.llm_patterns.FunctionPowTanhPattern method) (yobx.xoptim.patterns_investigation.llm_patterns.FunctionSplitRotaryMulPattern method) (yobx.xoptim.patterns_ort.activation.GeluErfPattern method) matching_pair() (yobx.helpers.patch_helper.PatchDetails method) MatchResult (class in yobx.xoptim) math_ceil() (in module yobx.torch.interpreter._math_functions) math_trunc() (in module yobx.torch.interpreter._math_functions) MatMulAddPattern (class in yobx.xoptim.patterns.onnx_matmul) MatMulReshape2Of3Pattern (class in yobx.xoptim.patterns.onnx_matmul) max() (yobx.xtracing.numpy_array.NumpyArray method) max_diff() (in module yobx.helpers) (in module yobx.helpers.helper) MAX_POOL_2D (yobx.litert.litert_helper.BuiltinOperator attribute) MaxReluPattern (class in yobx.xoptim.patterns.onnx_functions) MaxToXorTransformer (class in yobx.xexpressions.simplify_expressions) MEAN (yobx.litert.litert_helper.BuiltinOperator attribute) mean() (yobx.xtracing.numpy_array.NumpyArray method) measure_time() (in module yobx.ext_test_case) merge() (yobx.torch.interpreter.dispatcher.Dispatcher method) MermaidEmitter (class in yobx.translate.mermaid_emitter) metadata_props (yobx.container.ExportArtifact property) min() (yobx.xtracing.numpy_array.NumpyArray method) MiniOnnxBuilder (class in yobx.helpers.mini_onnx_builder) MissingCosSinPattern (class in yobx.xoptim.patterns_ort.missing_kernels) MissingRangePattern (class in yobx.xoptim.patterns_ort.missing_kernels) MissingReduceMaxPattern (class in yobx.xoptim.patterns_ort.missing_kernels) MissingTopKPattern (class in yobx.xoptim.patterns_ort.missing_kernels) MODEL (yobx.builder.light.ProtoType attribute) model (yobx.torch.validate.ValidateData attribute) ModelData (class in yobx.torch.tiny_models) module yobx.builder.light._op_var yobx.builder.light._op_vars yobx.builder.onnxscript.bridge_graph_builder yobx.builder.spox.bridge_graph_builder yobx.container.build_stats yobx.container.export_artifact yobx.container.model_container yobx.doc yobx.ext_test_case yobx.helpers yobx.helpers.cube_helper yobx.helpers.dot_helper yobx.helpers.helper yobx.helpers.mini_onnx_builder yobx.helpers.onnx_helper yobx.helpers.patch_helper yobx.helpers.rt_helper yobx.litert.convert yobx.litert.litert_helper yobx.litert.ops.activations yobx.litert.ops.elementwise yobx.litert.ops.nn_ops yobx.litert.ops.reshape_ops yobx.litert.register yobx.pv_version yobx.reference.evaluator yobx.reference.onnxruntime_evaluator yobx.reference.ops yobx.reference.ops.op__overwrite_gather yobx.reference.report_results_comparison yobx.reference.runtime_info yobx.reference.torch_evaluator yobx.reference.torch_ops yobx.sklearn.calibration.calibrated_classifier yobx.sklearn.category_encoders.binary_encoder yobx.sklearn.category_encoders.one_hot_encoder yobx.sklearn.category_encoders.ordinal_encoder yobx.sklearn.category_encoders.polynomial_encoder yobx.sklearn.category_encoders.quantile_encoder yobx.sklearn.category_encoders.target_encoder yobx.sklearn.category_encoders.woe_encoder yobx.sklearn.cluster.affinity_propagation yobx.sklearn.cluster.birch yobx.sklearn.cluster.bisecting_kmeans yobx.sklearn.cluster.feature_agglomeration yobx.sklearn.cluster.kmeans yobx.sklearn.cluster.mean_shift yobx.sklearn.cluster.mini_batch_kmeans yobx.sklearn.compose.column_transformer yobx.sklearn.convert yobx.sklearn.covariance.elliptic_envelope yobx.sklearn.covariance.empirical_covariance yobx.sklearn.covariance.graphical_lasso yobx.sklearn.covariance.ledoit_wolf yobx.sklearn.covariance.min_cov_det yobx.sklearn.covariance.oas yobx.sklearn.covariance.shrunk_covariance yobx.sklearn.cross_decomposition.cca yobx.sklearn.decomposition.factor_analysis yobx.sklearn.decomposition.fast_ica yobx.sklearn.decomposition.gaussian_random_projection yobx.sklearn.decomposition.incremental_pca yobx.sklearn.decomposition.kernel_pca yobx.sklearn.decomposition.latent_dirichlet_allocation yobx.sklearn.decomposition.nmf yobx.sklearn.decomposition.pca yobx.sklearn.decomposition.pls_regression yobx.sklearn.decomposition.pls_svd yobx.sklearn.decomposition.sparse_pca yobx.sklearn.decomposition.truncated_svd yobx.sklearn.discriminant_analysis.lda yobx.sklearn.discriminant_analysis.qda yobx.sklearn.dummy.dummy yobx.sklearn.ensemble.adaboost yobx.sklearn.ensemble.bagging yobx.sklearn.ensemble.gradient_boosting yobx.sklearn.ensemble.hist_gradient_boosting yobx.sklearn.ensemble.isolation_forest yobx.sklearn.ensemble.random_forest yobx.sklearn.ensemble.stacking yobx.sklearn.ensemble.voting yobx.sklearn.feature_extraction.count_vectorizer yobx.sklearn.feature_extraction.feature_hasher yobx.sklearn.feature_extraction.patch_extractor yobx.sklearn.feature_extraction.tfidf_transformer yobx.sklearn.feature_extraction.tfidf_vectorizer yobx.sklearn.feature_selection.rfe yobx.sklearn.feature_selection.select_fdr yobx.sklearn.feature_selection.select_fpr yobx.sklearn.feature_selection.select_from_model yobx.sklearn.feature_selection.select_fwe yobx.sklearn.feature_selection.select_k_best yobx.sklearn.feature_selection.select_percentile yobx.sklearn.feature_selection.variance_threshold yobx.sklearn.gaussian_process.gp yobx.sklearn.imblearn.balanced_bagging yobx.sklearn.imblearn.balanced_random_forest yobx.sklearn.imblearn.easy_ensemble yobx.sklearn.imblearn.rus_boost yobx.sklearn.impute.knn_imputer yobx.sklearn.impute.missing_indicator yobx.sklearn.impute.simple_imputer yobx.sklearn.isotonic.isotonic_regression yobx.sklearn.kernel_approximation.additive_chi2_sampler yobx.sklearn.kernel_approximation.nystroem yobx.sklearn.kernel_approximation.rbf_sampler yobx.sklearn.kernel_ridge.kernel_ridge yobx.sklearn.lightgbm.lgbm yobx.sklearn.lightgbm.lgbm_model yobx.sklearn.linear_model.glm yobx.sklearn.linear_model.linear_classifier yobx.sklearn.linear_model.linear_regressor yobx.sklearn.linear_model.logistic_regression yobx.sklearn.linear_model.ransac yobx.sklearn.linear_model.sgd_one_class_svm yobx.sklearn.manifold.isomap yobx.sklearn.manifold.locally_linear_embedding yobx.sklearn.mixture.bayesian_gaussian_mixture yobx.sklearn.mixture.gaussian_mixture yobx.sklearn.model_selection.grid_search yobx.sklearn.model_selection.halving_search yobx.sklearn.model_selection.random_search yobx.sklearn.model_selection.tuned_threshold_classifier_cv yobx.sklearn.multiclass.one_vs_one yobx.sklearn.multiclass.one_vs_rest yobx.sklearn.multiclass.output_code yobx.sklearn.multioutput.classifier_chain yobx.sklearn.multioutput.multioutput yobx.sklearn.multioutput.regressor_chain yobx.sklearn.naive_bayes.categorical_nb yobx.sklearn.naive_bayes.nb yobx.sklearn.neighbors.kernel_density yobx.sklearn.neighbors.kneighbors yobx.sklearn.neighbors.kneighbors_transformer yobx.sklearn.neighbors.local_outlier_factor yobx.sklearn.neighbors.nearest_centroid yobx.sklearn.neighbors.neighborhood_components_analysis yobx.sklearn.neighbors.radiusneighbors yobx.sklearn.neighbors.radiusneighbors_transformer yobx.sklearn.neural_network.bernoulli_rbm yobx.sklearn.neural_network.mlp yobx.sklearn.pipeline.feature_union yobx.sklearn.pipeline.pipeline yobx.sklearn.preprocessing.binarizer yobx.sklearn.preprocessing.function_transformer yobx.sklearn.preprocessing.kbins_discretizer yobx.sklearn.preprocessing.kernel_centerer yobx.sklearn.preprocessing.max_abs_scaler yobx.sklearn.preprocessing.min_max_scaler yobx.sklearn.preprocessing.normalizer yobx.sklearn.preprocessing.one_hot_encoder yobx.sklearn.preprocessing.ordinal_encoder yobx.sklearn.preprocessing.polynomial_features yobx.sklearn.preprocessing.power_transformer yobx.sklearn.preprocessing.quantile_transformer yobx.sklearn.preprocessing.robust_scaler yobx.sklearn.preprocessing.spline_transformer yobx.sklearn.preprocessing.standard_scaler yobx.sklearn.register yobx.sklearn.sklearn_helper yobx.sklearn.sksurv.ensemble yobx.sklearn.sksurv.linear_model yobx.sklearn.svm.linear_svm yobx.sklearn.svm.one_class_svm yobx.sklearn.svm.svm yobx.sklearn.tests_helper yobx.sklearn.tree.decision_tree yobx.sklearn.tree.extra_tree yobx.sklearn.xgboost.xgb yobx.sql._expr yobx.sql.convert yobx.sql.ops.filter_op yobx.sql.ops.join_op yobx.sql.ops.register yobx.sql.parse yobx.tensorflow.convert yobx.tensorflow.ops.activations yobx.tensorflow.ops.binary_ops yobx.tensorflow.ops.const yobx.tensorflow.ops.conv yobx.tensorflow.ops.element_wise yobx.tensorflow.ops.gather_ops yobx.tensorflow.ops.jax_ops yobx.tensorflow.ops.math_ops yobx.tensorflow.ops.matmul yobx.tensorflow.ops.nn_ops yobx.tensorflow.ops.padding yobx.tensorflow.ops.pooling yobx.tensorflow.ops.random_ops yobx.tensorflow.ops.reduction_ops yobx.tensorflow.ops.shape_ops yobx.tensorflow.ops.special_ops yobx.tensorflow.ops.unary_ops yobx.tensorflow.ops.xla_call_module yobx.tensorflow.ops.xla_call_module_helper yobx.tensorflow.ops.xla_call_module_parsing yobx.tensorflow.register yobx.tensorflow.tensorflow_helper yobx.torch._model_eval_cases yobx.torch.export_helper yobx.torch.export_options yobx.torch.fake_tensor_helper yobx.torch.flatten yobx.torch.flatten_helper yobx.torch.in_torch.patches yobx.torch.in_transformers._patches_model_rope_utils yobx.torch.in_transformers.cache_helper yobx.torch.in_transformers.classes.llama_attention yobx.torch.in_transformers.flatten_class yobx.torch.in_transformers.models.configs yobx.torch.in_transformers.patches yobx.torch.in_transformers.register yobx.torch.input_observer yobx.torch.interpreter yobx.torch.interpreter._aten_functions yobx.torch.interpreter._aten_functions_attention yobx.torch.interpreter._aten_functions_transformers yobx.torch.interpreter._aten_methods yobx.torch.interpreter._doc_ yobx.torch.interpreter._exceptions yobx.torch.interpreter._math_functions yobx.torch.interpreter._non_aten_functions yobx.torch.interpreter._prims_functions yobx.torch.interpreter._torch_helper yobx.torch.interpreter.aten_functions yobx.torch.interpreter.aten_functions_transformers yobx.torch.interpreter.aten_methods yobx.torch.interpreter.dispatcher yobx.torch.interpreter.interpreter yobx.torch.interpreter.onnx_export yobx.torch.model_eval_cases yobx.torch.patch yobx.torch.tiny_models yobx.torch.torch_helper yobx.torch.tracing yobx.torch.validate yobx.translate yobx.translate.base_emitter yobx.translate.builder_emitter yobx.translate.inner_emitter yobx.translate.light_emitter yobx.translate.make_helper yobx.translate.mermaid_emitter yobx.translate.reverse_graph_builder yobx.translate.translator yobx.typing yobx.xbuilder.builder_stats_helper yobx.xbuilder.function_options yobx.xbuilder.graph_builder yobx.xbuilder.graph_builder_opset yobx.xbuilder.infer_shapes_options yobx.xbuilder.optimization_options yobx.xbuilder.order_optim yobx.xexpressions.evaluate_expressions yobx.xexpressions.expressions_torch yobx.xexpressions.rename_expressions yobx.xexpressions.simplify_expressions yobx.xoptim.graph_builder_optim yobx.xoptim.patterns.onnx_any yobx.xoptim.patterns.onnx_attention yobx.xoptim.patterns.onnx_cast yobx.xoptim.patterns.onnx_clip yobx.xoptim.patterns.onnx_concat yobx.xoptim.patterns.onnx_constants yobx.xoptim.patterns.onnx_conv yobx.xoptim.patterns.onnx_dropout yobx.xoptim.patterns.onnx_equal yobx.xoptim.patterns.onnx_expand yobx.xoptim.patterns.onnx_functions yobx.xoptim.patterns.onnx_layer_normalization yobx.xoptim.patterns.onnx_matmul yobx.xoptim.patterns.onnx_mul yobx.xoptim.patterns.onnx_range yobx.xoptim.patterns.onnx_reduce yobx.xoptim.patterns.onnx_reshape yobx.xoptim.patterns.onnx_rotary yobx.xoptim.patterns.onnx_sequence yobx.xoptim.patterns.onnx_shape yobx.xoptim.patterns.onnx_slice yobx.xoptim.patterns.onnx_split yobx.xoptim.patterns.onnx_sub yobx.xoptim.patterns.onnx_transpose yobx.xoptim.patterns.onnx_unsqueeze yobx.xoptim.patterns.onnx_where yobx.xoptim.patterns_api yobx.xoptim.patterns_exp.binary_operators yobx.xoptim.patterns_exp.constant_of_shape_scatter_nd yobx.xoptim.patterns_exp.constants yobx.xoptim.patterns_exp.simple_rotary yobx.xoptim.patterns_exp.unary_operators yobx.xoptim.patterns_exp.where_replace yobx.xoptim.patterns_fix.add_reduction_scatter_nd yobx.xoptim.patterns_investigation.element_wise yobx.xoptim.patterns_investigation.llm_patterns yobx.xoptim.patterns_ml.tree_ensemble yobx.xoptim.patterns_ort.activation yobx.xoptim.patterns_ort.fused_conv yobx.xoptim.patterns_ort.fused_matmul yobx.xoptim.patterns_ort.llm_optim yobx.xoptim.patterns_ort.missing_kernels yobx.xoptim.patterns_ort.simplified_layer_normalization yobx.xoptim.repeated_optim yobx.xoptim.unfused yobx.xshape._builder_runtime yobx.xshape._inference_runtime yobx.xshape._shape_helper yobx.xshape._shape_runtime yobx.xshape.shape_builder yobx.xshape.shape_builder_impl yobx.xshape.shape_type_compute yobx.xshape.type_inference yobx.xtracing.numpy_array yobx.xtracing.tracing

move_initializers_to_constant() (yobx.xbuilder.GraphBuilder method) MUL (yobx.litert.litert_helper.BuiltinOperator attribute) MulDivCancellerTransformer (class in yobx.xexpressions.simplify_expressions) MulMulMatMulPattern (class in yobx.xoptim.patterns.onnx_matmul) MulMulMulScalarPattern (class in yobx.xoptim.patterns.onnx_mul) MulSigmoidPattern (class in yobx.xoptim.patterns_exp.binary_operators) MultiHeadAttention3DPattern (class in yobx.xoptim.patterns_ort.llm_optim) MulUnsqueezeUnsqueezePattern (class in yobx.xoptim.patterns.onnx_unsqueeze)

N

n_layers (yobx.torch.in_transformers.cache_helper.CacheKeyValue property) n_patches (yobx.helpers.patch_helper.PatchDetails property) n_tensors_for_args_kwargs (yobx.torch.input_observer.InputCandidate property) name (yobx.builder.light.Var property) (yobx.helpers.patch_helper.PatchInfo property) (yobx.litert.litert_helper.TFLiteOperator property) (yobx.xbuilder._wrap_sym.WrapSym property) (yobx.xtracing.numpy_array.NumpyArray property) name_as_string (yobx.xbuilder._wrap_dim.WrapDim property) need_run_decompositions() (yobx.torch.export_options.ExportOptions method) needs_backed_size_oblivious() (yobx.torch.input_observer.InputCandidate method) NEG (yobx.litert.litert_helper.BuiltinOperator attribute) NegXplus1Pattern (class in yobx.xoptim.patterns_exp.binary_operators) never_test() (in module yobx.ext_test_case) next_node() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method)

next_nodes() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) node_before() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) node_type_frequency() (in module yobx.xoptim.repeated_optim) NodeCoordinates (class in yobx.helpers.onnx_helper) nodes (yobx.typing.GraphBuilderPatternOptimizationProtocol property) (yobx.xoptim.GraphBuilderPatternOptimization property) NONE (yobx.litert.litert_helper.ActivationFunctionType attribute) none() (yobx.xoptim.PatternOptimization method) NotNotPattern (class in yobx.xoptim.patterns.onnx_any) NotWherePattern (class in yobx.xoptim.patterns.onnx_where) np_dtype_to_tensor_dtype() (in module yobx.helpers.onnx_helper) num_obs() (yobx.torch.input_observer.InputObserver method) numpy() (yobx.reference.onnxruntime_evaluator.OnnxList method) NumpyArray (class in yobx.xtracing.numpy_array)

O

observer (yobx.torch.validate.ValidateData attribute) on_cuda (yobx.reference.torch_evaluator.TorchReferenceEvaluator property) onnx_dtype_name() (in module yobx.helpers.onnx_helper) onnx_dtype_to_np_dtype() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.xshape._builder_runtime._BuilderRuntime method) onnx_dtype_to_torch_dtype() (in module yobx.torch.torch_helper) (yobx.xshape._builder_runtime._BuilderRuntime method) onnx_find() (in module yobx.helpers.onnx_helper) onnx_generate() (in module yobx.helpers.rt_helper) onnx_symbolic__symbolic_default() (in module yobx.torch.interpreter._non_aten_functions) OnnxEasyPatternOptimization (class in yobx.xoptim.patterns_api) OnnxGraph (class in yobx.builder.light) OnnxList (class in yobx.reference.onnxruntime_evaluator) OnnxruntimeEvaluator (class in yobx.reference.onnxruntime_evaluator) OnnxScriptGraphBuilder (class in yobx.builder.onnxscript.bridge_graph_builder) OnnxScriptGraphBuilderOpset (class in yobx.builder.onnxscript.bridge_graph_builder) op (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder property) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder property) (yobx.typing.GraphBuilderExtendedProtocol property) Opset (class in yobx.xbuilder.graph_builder_opset) opset_import (yobx.container.ExportArtifact property) OpsetProtocol (class in yobx.typing) opsets (yobx.typing.GraphBuilderPatternOptimizationProtocol property) (yobx.xoptim.GraphBuilderPatternOptimization property) OpsVar (class in yobx.builder.light._op_var)

OpsVars (class in yobx.builder.light._op_vars) OptimizationOptions (class in yobx.xbuilder) optimize() (yobx.xbuilder.GraphBuilder method) (yobx.xbuilder.order_optim.OrderOptimization method) (yobx.xoptim.GraphBuilderPatternOptimization method) optimize_node_subgraphs_inplace() (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) optimize_with_patterns() (yobx.xbuilder.GraphBuilder method) OPTIONS (yobx.sklearn.ConvertOptions attribute) OrderAlgorithm (class in yobx.xbuilder) OrderOptimization (class in yobx.xbuilder.order_optim) output() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) output_name() (yobx.sql.parse.SelectItem method) output_names (yobx.builder.light.OnnxGraph property) (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder property) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder property) (yobx.reference.onnxruntime_evaluator.OnnxruntimeEvaluator property) (yobx.typing.GraphBuilderPatternOptimizationProtocol property) (yobx.typing.GraphBuilderProtocol property) (yobx.xoptim.GraphBuilderPatternOptimization property) (yobx.xshape.BasicShapeBuilder property) (yobx.xshape.ShapeBuilder property) output_types (yobx.reference.onnxruntime_evaluator.OnnxruntimeEvaluator property) outputs (yobx.typing.GraphBuilderPatternOptimizationProtocol property) (yobx.xoptim.GraphBuilderPatternOptimization property) overwrite_shape_in_model_proto() (in module yobx.helpers.onnx_helper)

P

PAD (yobx.litert.litert_helper.BuiltinOperator attribute) Padding (class in yobx.litert.litert_helper) ParameterNaming (class in yobx.torch.interpreter.onnx_export) parse_dimension_expression() (yobx.xbuilder.GraphBuilder method) parse_expression() (in module yobx.xexpressions.expressions_torch) parse_expression_tokens() (in module yobx.xexpressions.rename_expressions) parse_mlir() (in module yobx.tensorflow.ops.xla_call_module_parsing) parse_sql() (in module yobx.sql.parse) parse_tflite_model() (in module yobx.litert.litert_helper) ParsedQuery (class in yobx.sql.parse) PatchDetails (class in yobx.helpers.patch_helper) patched__broadcast_shapes() (in module yobx.torch.in_torch.patches) patched__compute_dynamic_ntk_parameters() (in module yobx.torch.in_transformers._patches_model_rope_utils) patched__get_range_constraints() (in module yobx.torch.in_torch.patches) patched__maybe_broadcast() (in module yobx.torch.in_torch.patches) patched_dynamic_rope_update() (in module yobx.torch.in_transformers._patches_model_rope_utils) patched_DynamicDimConstraintPrinter (class in yobx.torch.in_torch.patches) patched_infer_size() (in module yobx.torch.in_torch.patches) patched_vmap() (in module yobx.torch._model_eval_cases) patches_involved_in_graph() (yobx.helpers.patch_helper.PatchDetails method) PatchInfo (class in yobx.helpers.patch_helper) path_to_str() (yobx.helpers.onnx_helper.NodeCoordinates method) pattern_table_doc() (in module yobx.xoptim.patterns_api) PatternOptimization (class in yobx.xoptim) placeholder() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) plot_dot() (in module yobx.doc) plot_histogram() (in module yobx.doc) plot_legend() (in module yobx.doc) plot_text() (in module yobx.doc) position_to_args_kwargs (yobx.torch.input_observer.InputCandidate property) post_apply_pattern() (yobx.xoptim.EasyPatternOptimization method) (yobx.xoptim.patterns_investigation.SimplifyingEasyPatternFunction method) post_load_process_piece() (yobx.helpers.cube_helper.CubeLogs method) (yobx.helpers.cube_helper.CubeLogsPerformance method) post_process_exported_program() (yobx.torch.export_options.ExportOptions method) post_process_output_names() (in module yobx.sklearn.sklearn_helper) POW (yobx.litert.litert_helper.BuiltinOperator attribute) prepare_inputs_homogeneous_operator() (in module yobx.torch.interpreter._aten_functions) pretty_matched_pairs() (yobx.xoptim.EasyPatternOptimization method) pretty_node() (yobx.xbuilder.GraphBuilder method) (yobx.xshape.ShapeBuilder method)

pretty_onnx() (in module yobx.helpers.onnx_helper) pretty_text() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) prims_add() (in module yobx.torch.interpreter._prims_functions) prims_amax() (in module yobx.torch.interpreter._prims_functions) prims_broadcast_in_dim() (in module yobx.torch.interpreter._prims_functions) prims_cat() (in module yobx.torch.interpreter._prims_functions) prims_clone() (in module yobx.torch.interpreter._prims_functions) prims_collapse_view() (in module yobx.torch.interpreter._prims_functions) prims_convert_element_type() (in module yobx.torch.interpreter._prims_functions) prims_cos() (in module yobx.torch.interpreter._prims_functions) prims_div() (in module yobx.torch.interpreter._prims_functions) prims_empty_strided() (in module yobx.torch.interpreter._prims_functions) prims_eq() (in module yobx.torch.interpreter._prims_functions) prims_exp() (in module yobx.torch.interpreter._prims_functions) prims_ge() (in module yobx.torch.interpreter._prims_functions) prims_gt() (in module yobx.torch.interpreter._prims_functions) prims_iota() (in module yobx.torch.interpreter._prims_functions) prims_lt() (in module yobx.torch.interpreter._prims_functions) prims_mul() (in module yobx.torch.interpreter._prims_functions) prims_neg() (in module yobx.torch.interpreter._prims_functions) prims_pow() (in module yobx.torch.interpreter._prims_functions) prims_rsqrt() (in module yobx.torch.interpreter._prims_functions) prims_sin() (in module yobx.torch.interpreter._prims_functions) prims_split_dim() (in module yobx.torch.interpreter._prims_functions) prims_sub() (in module yobx.torch.interpreter._prims_functions) prims_sum() (in module yobx.torch.interpreter._prims_functions) prims_transpose() (in module yobx.torch.interpreter._prims_functions) prims_view_of() (in module yobx.torch.interpreter._prims_functions) prims_where() (in module yobx.torch.interpreter._prims_functions) print_model() (yobx.ext_test_case.ExtTestCase method) print_onnx() (yobx.ext_test_case.ExtTestCase method) process() (yobx.xbuilder.GraphBuilder method) processor (yobx.typing.GraphBuilderPatternOptimizationProtocol property) prod() (yobx.xtracing.numpy_array.NumpyArray method) proto_from_array() (in module yobx.helpers.mini_onnx_builder) ProtoType (class in yobx.builder.light) proxy() (yobx.torch.tracing.CustomTracer method) PvVersion (class in yobx.pv_version)

Q

QuickGeluPattern (class in yobx.xoptim.patterns_ort.activation)

R

random_order() (yobx.xbuilder.order_optim.OrderOptimization method) rank() (yobx.xbuilder.GraphBuilder method) REDUCE_MAX (yobx.litert.litert_helper.BuiltinOperator attribute) REDUCE_MIN (yobx.litert.litert_helper.BuiltinOperator attribute) ReduceArgTopKPattern (class in yobx.xoptim.patterns.onnx_reduce) ReduceReshapePattern (class in yobx.xoptim.patterns.onnx_reshape) ReduceSumNormalizePattern (class in yobx.xoptim.patterns.onnx_reduce) Reduction (class in yobx.torch.interpreter._aten_functions) register_cache_flattening() (in module yobx.torch.flatten) register_callable() (yobx.torch.tracing.CustomTracer method) register_class_flattening() (in module yobx.torch.flatten) register_constraint_dimension() (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) register_dynamic_objects_from_dim() (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) register_dynamic_objects_from_shape() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) register_flattening_functions() (in module yobx.torch) (in module yobx.torch.flatten) register_litert_op_converter() (in module yobx.litert.register) register_named_modules() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) register_sklearn_converter() (in module yobx.sklearn.register) register_sql_op_converter() (in module yobx.sql.ops.register) register_tf_op_converter() (in module yobx.tensorflow.register) register_transformer_converter() (in module yobx.torch.in_transformers.register) register_users() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) RELU (yobx.litert.litert_helper.ActivationFunctionType attribute) (yobx.litert.litert_helper.BuiltinOperator attribute) RELU6 (yobx.litert.litert_helper.ActivationFunctionType attribute) RELU_N1_TO_1 (yobx.litert.litert_helper.ActivationFunctionType attribute) (yobx.litert.litert_helper.BuiltinOperator attribute) remove_constants_for_initializers() (in module yobx.xoptim) remove_duplicated_initializer() (yobx.xbuilder.GraphBuilder method) remove_duplicated_shape_nodes() (yobx.xbuilder.GraphBuilder method) remove_identity_nodes() (yobx.xbuilder.GraphBuilder method) remove_inplace() (yobx.torch.tracing.CustomTracer class method) remove_inplace_nodes() (yobx.torch.export_options.ExportOptions method) remove_inputs() (yobx.torch.input_observer.InputCandidate method) (yobx.torch.input_observer.InputObserver method) (yobx.torch.input_observer.InputObserverInfo method) remove_unnecessary_slices() (yobx.torch.tracing.CustomTracer class method) remove_unused() (yobx.xbuilder.GraphBuilder method) rename() (yobx.builder.light.OnnxGraph method) (yobx.builder.light.Var method) (yobx.builder.light.Vars method) rename_dynamic_dimensions() (in module yobx.xexpressions.rename_expressions) rename_dynamic_expression() (in module yobx.xexpressions.rename_expressions) rename_expression() (in module yobx.xexpressions) rename_in_local_functions() (yobx.xbuilder.GraphBuilder method) rename_local_functions() (yobx.xbuilder.GraphBuilder method) rename_names() (yobx.xbuilder.GraphBuilder method) RenameTransformer (class in yobx.xexpressions.rename_expressions) render_attribute_value() (yobx.translate.inner_emitter.InnerEmitter method) (yobx.translate.inner_emitter.InnerEmitterCompact method) ReorderCommutativeOpsTransformer (class in yobx.xexpressions.simplify_expressions) replace_problematic_function_before_tracing() (in module yobx.torch.tracing) replace_static_dimensions_by_strings() (in module yobx.helpers.onnx_helper) replacement_before_exporting() (in module yobx.torch.flatten)

ReplaceZeroPattern (class in yobx.xoptim.patterns_exp.where_replace) report() (yobx.reference.report_results_comparison.ReportResultComparison method) ReportResultComparison (class in yobx.reference.report_results_comparison) requires_category_encoders() (in module yobx.ext_test_case) requires_cuda() (in module yobx.ext_test_case) requires_diffusers() (in module yobx.ext_test_case) requires_jax() (in module yobx.ext_test_case) requires_lightgbm() (in module yobx.ext_test_case) requires_litert() (in module yobx.ext_test_case) requires_matplotlib() (in module yobx.ext_test_case) requires_numpy() (in module yobx.ext_test_case) requires_onnx() (in module yobx.ext_test_case) requires_onnx_diagnostic() (in module yobx.ext_test_case) requires_onnxir() (in module yobx.ext_test_case) requires_onnxruntime() (in module yobx.ext_test_case) requires_onnxruntime_training() (in module yobx.ext_test_case) requires_onnxscript() (in module yobx.ext_test_case) requires_python() (in module yobx.ext_test_case) requires_sklearn() (in module yobx.ext_test_case) requires_sksurv() (in module yobx.ext_test_case) requires_spox() (in module yobx.ext_test_case) requires_tensorflow() (in module yobx.ext_test_case) requires_torch() (in module yobx.ext_test_case) requires_transformers() (in module yobx.ext_test_case) requires_xgboost() (in module yobx.ext_test_case) reset_torch_transformers() (in module yobx.doc) reset_types_and_shapes() (yobx.xbuilder.GraphBuilder method) RESHAPE (yobx.litert.litert_helper.BuiltinOperator attribute) reshape() (yobx.builder.light.Var method) (yobx.xtracing.numpy_array.NumpyArray method) Reshape2Of3Pattern (class in yobx.xoptim.patterns.onnx_reshape) reshape_implementation_with_zero() (in module yobx.xshape._shape_helper) ReshapeGemmPattern (class in yobx.xoptim.patterns_ort.fused_matmul) ReshapeGemmReshapePattern (class in yobx.xoptim.patterns_ort.fused_matmul) ReshapeMatMulReshapePattern (class in yobx.xoptim.patterns.onnx_matmul) ReshapePattern (class in yobx.xoptim.patterns.onnx_reshape) ReshapeReshapeBinaryPattern (class in yobx.xoptim.patterns.onnx_reshape) ReshapeReshapePattern (class in yobx.xoptim.patterns.onnx_reshape) ResultFound (class in yobx.helpers.onnx_helper) retrieve_stacktrace() (in module yobx.torch.patch) right_bring() (yobx.builder.light._var.BaseVar method) RMSNormalizationMulPattern (class in yobx.xoptim.patterns.onnx_layer_normalization) RMSNormalizationPattern (class in yobx.xoptim.patterns.onnx_layer_normalization) RotaryConcatPartPattern (class in yobx.xoptim.patterns.onnx_rotary) RotaryEmbeddingPattern (class in yobx.xoptim.patterns.onnx_rotary) rotate_align() (in module yobx.doc) ROUND (yobx.litert.litert_helper.BuiltinOperator attribute) RSQRT (yobx.litert.litert_helper.BuiltinOperator attribute) run() (yobx.reference.ExtendedReferenceEvaluator method) (yobx.reference.onnxruntime_evaluator.OnnxruntimeEvaluator method) (yobx.reference.torch_evaluator.TorchReferenceEvaluator method) run_exporter() (in module yobx.torch.model_eval_cases) run_model() (yobx.xshape.BasicShapeBuilder method) run_node() (yobx.torch.interpreter.interpreter.DynamoInterpreter method) (yobx.xshape.BasicShapeBuilder method) run_value_info() (yobx.xshape.BasicShapeBuilder method) run_with_values() (yobx.reference.torch_evaluator.TorchReferenceEvaluator method) RuntimeDevice (class in yobx.reference.runtime_info) RuntimeValue (class in yobx.reference.runtime_info) RuntimeValueKind (class in yobx.reference.runtime_info)

S

SAME (yobx.litert.litert_helper.Padding attribute) same_dimension() (yobx.xbuilder.GraphBuilder method) same_function_proto() (in module yobx.helpers.onnx_helper) same_shape() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method) SameChildrenFromInputPattern (class in yobx.xoptim.patterns.onnx_any) SameChildrenPattern (class in yobx.xoptim.patterns.onnx_any) save() (yobx.container.ExportArtifact method) (yobx.container.ExtendedModelContainer method) (yobx.typing.ExportArtifactProtocol method) save_fig() (in module yobx.doc) sbs() (yobx.helpers.cube_helper.CubeLogs method) select_outputs() (yobx.xbuilder.GraphBuilder method) SelectItem (class in yobx.sql.parse) SelectOp (class in yobx.sql.parse) SequenceConstructAtPattern (class in yobx.xoptim.patterns.onnx_sequence) SerializeToString() (yobx.container.ExportArtifact method) set_constant() (yobx.xshape.BasicShapeBuilder method) set_device() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) set_env() (yobx.ext_test_case.ExtTestCase method) set_is_shape() (in module yobx.reference.runtime_info) set_name() (yobx.xbuilder.GraphBuilder method) set_opset() (yobx.builder.light.OnnxGraph method) (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) set_rank() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) set_sequence() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) set_shape() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) set_shape_type_custom() (in module yobx.xshape.shape_type_compute) set_shape_type_op_any() (in module yobx.xshape.shape_type_compute) set_shapes_types() (yobx.typing.GraphBuilderTorchProtocol method) set_type() (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) (yobx.xshape.ShapeBuilder method) set_type_shape_binary_op() (in module yobx.xshape.shape_type_compute) set_type_shape_complex_module() (in module yobx.xshape.shape_type_compute) set_type_shape_fused_matmul() (in module yobx.xshape.shape_type_compute) set_type_shape_gemm() (in module yobx.xshape.shape_type_compute) set_type_shape_matmul() (in module yobx.xshape.shape_type_compute) set_type_shape_multi_head_attention() (in module yobx.xshape.shape_type_compute) set_type_shape_or_rank() (yobx.xbuilder.GraphBuilder method) set_type_shape_reduce_op() (in module yobx.xshape.shape_type_compute) set_type_shape_reshape() (in module yobx.xshape.shape_type_compute) set_type_shape_scatter_nd_of_shape() (in module yobx.xshape.shape_type_compute) set_type_shape_shared_input() (in module yobx.xshape.shape_type_compute) set_type_shape_to_complex() (in module yobx.xshape.shape_type_compute) set_type_shape_transpose_2d_cast_fp16() (in module yobx.xshape.shape_type_compute) set_type_shape_transpose_2d_cast_fp32() (in module yobx.xshape.shape_type_compute) set_type_shape_tree_ensemble() (in module yobx.xshape.shape_type_compute) set_type_shape_tri_matrix() (in module yobx.xshape.shape_type_compute) set_type_shape_unary_op() (in module yobx.xshape.shape_type_compute) (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderExtendedProtocol method) set_type_shape_unary_op_abs() (in module yobx.xshape.shape_type_compute) set_value() (yobx.reference.runtime_info.RuntimeValue method) set_value_shape() (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) setitem_with_transformation() (in module yobx.torch.tracing) setUpClass() (yobx.ext_test_case.ExtTestCase class method) shadowing_names() (in module yobx.helpers.onnx_helper) (yobx.xbuilder.GraphBuilder method) shape (yobx.helpers.cube_helper.CubeLogs property) (yobx.xtracing.numpy_array.NumpyArray property) shape_order() (yobx.xbuilder.order_optim.OrderOptimization method) ShapeBasedConcatExpandPattern (class in yobx.xoptim.patterns.onnx_expand) ShapeBasedEditDistanceReshapePattern (class in yobx.xoptim.patterns.onnx_reshape) ShapeBasedExpandBroadcastMatMulPattern (class in yobx.xoptim.patterns.onnx_expand) ShapeBasedExpandBroadcastPattern (class in yobx.xoptim.patterns.onnx_expand) ShapeBasedExpandCastWhereSwapPattern (class in yobx.xoptim.patterns.onnx_expand) ShapeBasedExpandSwapPattern (class in yobx.xoptim.patterns.onnx_expand) ShapeBasedIdentityPattern (class in yobx.xoptim.patterns.onnx_any) ShapeBasedMatMulToMulPattern (class in yobx.xoptim.patterns.onnx_matmul) ShapeBasedReshapeIsSqueezePattern (class in yobx.xoptim.patterns.onnx_reshape) ShapeBasedSameChildrenPattern (class in yobx.xoptim.patterns.onnx_any) ShapeBasedShapeShapeAddPattern (class in yobx.xoptim.patterns.onnx_shape) ShapeBasedStaticExpandPattern (class in yobx.xoptim.patterns.onnx_expand) ShapeBuilder (class in yobx.xshape) ShapedBasedReshapePattern (class in yobx.xoptim.patterns.onnx_reshape) shortDescription() (yobx.ext_test_case.ExtTestCase method) SIGN_BIT (yobx.litert.litert_helper.ActivationFunctionType attribute) SignatureFloat1 (class in yobx.torch._model_eval_cases) SignatureInt1 (class in yobx.torch._model_eval_cases) SignatureInt2 (class in yobx.torch._model_eval_cases) SignatureListFixedLength (class in yobx.torch._model_eval_cases) SignatureListFixedWithNone (class in yobx.torch._model_eval_cases) SignatureListVariableLength (class in yobx.torch._model_eval_cases) SignatureShapeAsIndex (class in yobx.torch._model_eval_cases) simple_update_value_shape_with_node() (yobx.xshape._shape_runtime._ShapeRuntime method) SimpleRotaryPattern (class in yobx.xoptim.patterns_exp.simple_rotary) SimpleSimpliflyTransformer (class in yobx.xexpressions.simplify_expressions) SimplifiedLayerNormalizationMulPattern (class in yobx.xoptim.patterns_ort.simplified_layer_normalization) SimplifiedLayerNormalizationPattern (class in yobx.xoptim.patterns_ort.simplified_layer_normalization) simplify_expression() (in module yobx.xexpressions) simplify_two_expressions() (in module yobx.xexpressions.simplify_expressions) SimplifyingEasyPatternFunction (class in yobx.xoptim.patterns_investigation) SimplifyParensTransformer (class in yobx.xexpressions.simplify_expressions) SIN (yobx.litert.litert_helper.BuiltinOperator attribute) size_type() (in module yobx.helpers.helper) skipif_ci_apple() (in module yobx.ext_test_case) skipif_ci_linux() (in module yobx.ext_test_case) skipif_ci_windows() (in module yobx.ext_test_case) SkipLayerNormalizationPattern (class in yobx.xoptim.patterns_ort.simplified_layer_normalization) SkipSimplifiedLayerNormalizationMulPattern (class in yobx.xoptim.patterns_ort.simplified_layer_normalization) SkipSimplifiedLayerNormalizationPattern (class in yobx.xoptim.patterns_ort.simplified_layer_normalization) sklearn_adaboost_classifier() (in module yobx.sklearn.ensemble.adaboost) sklearn_adaboost_regressor() (in module yobx.sklearn.ensemble.adaboost) sklearn_additive_chi2_sampler() (in module yobx.sklearn.kernel_approximation.additive_chi2_sampler) sklearn_affinity_propagation() (in module yobx.sklearn.cluster.affinity_propagation) sklearn_bagging_classifier() (in module yobx.sklearn.ensemble.bagging) sklearn_bagging_regressor() (in module yobx.sklearn.ensemble.bagging) sklearn_balanced_bagging_classifier() (in module yobx.sklearn.imblearn.balanced_bagging) sklearn_balanced_random_forest_classifier() (in module yobx.sklearn.imblearn.balanced_random_forest) sklearn_bayesian_gaussian_mixture() (in module yobx.sklearn.mixture.bayesian_gaussian_mixture) sklearn_bernoulli_nb() (in module yobx.sklearn.naive_bayes.nb) sklearn_bernoulli_rbm() (in module yobx.sklearn.neural_network.bernoulli_rbm) sklearn_binarizer() (in module yobx.sklearn.preprocessing.binarizer) sklearn_birch() (in module yobx.sklearn.cluster.birch) sklearn_bisecting_kmeans() (in module yobx.sklearn.cluster.bisecting_kmeans) sklearn_calibrated_classifier_cv() (in module yobx.sklearn.calibration.calibrated_classifier) sklearn_categorical_nb() (in module yobx.sklearn.naive_bayes.categorical_nb) sklearn_cca() (in module yobx.sklearn.cross_decomposition.cca) sklearn_classifier_chain() (in module yobx.sklearn.multioutput.classifier_chain) sklearn_column_transformer() (in module yobx.sklearn.compose.column_transformer) sklearn_count_vectorizer() (in module yobx.sklearn.feature_extraction.count_vectorizer) sklearn_decision_tree_classifier() (in module yobx.sklearn.tree.decision_tree) sklearn_decision_tree_regressor() (in module yobx.sklearn.tree.decision_tree) sklearn_dummy_classifier() (in module yobx.sklearn.dummy.dummy) sklearn_dummy_regressor() (in module yobx.sklearn.dummy.dummy) sklearn_easy_ensemble_classifier() (in module yobx.sklearn.imblearn.easy_ensemble) sklearn_elliptic_envelope() (in module yobx.sklearn.covariance.elliptic_envelope) sklearn_empirical_covariance() (in module yobx.sklearn.covariance.empirical_covariance) sklearn_exportable_methods() (in module yobx.sklearn.register) sklearn_extra_tree_classifier() (in module yobx.sklearn.tree.extra_tree) sklearn_extra_tree_regressor() (in module yobx.sklearn.tree.extra_tree) sklearn_extra_trees_classifier() (in module yobx.sklearn.ensemble.random_forest) sklearn_extra_trees_regressor() (in module yobx.sklearn.ensemble.random_forest) sklearn_factor_analysis() (in module yobx.sklearn.decomposition.factor_analysis) sklearn_fast_ica() (in module yobx.sklearn.decomposition.fast_ica) sklearn_feature_agglomeration() (in module yobx.sklearn.cluster.feature_agglomeration) sklearn_feature_hasher() (in module yobx.sklearn.feature_extraction.feature_hasher) sklearn_feature_union() (in module yobx.sklearn.pipeline.feature_union) sklearn_function_transformer() (in module yobx.sklearn.preprocessing.function_transformer)

sklearn_gaussian_mixture() (in module yobx.sklearn.mixture.gaussian_mixture) sklearn_gaussian_nb() (in module yobx.sklearn.naive_bayes.nb) sklearn_gaussian_process_classifier() (in module yobx.sklearn.gaussian_process.gp) sklearn_gaussian_process_regressor() (in module yobx.sklearn.gaussian_process.gp) sklearn_gaussian_random_projection() (in module yobx.sklearn.decomposition.gaussian_random_projection) sklearn_glm_regressor() (in module yobx.sklearn.linear_model.glm) sklearn_gradient_boosting_classifier() (in module yobx.sklearn.ensemble.gradient_boosting) sklearn_gradient_boosting_regressor() (in module yobx.sklearn.ensemble.gradient_boosting) sklearn_graphical_lasso() (in module yobx.sklearn.covariance.graphical_lasso) sklearn_grid_search_cv() (in module yobx.sklearn.model_selection.grid_search) sklearn_halving_grid_search_cv() (in module yobx.sklearn.model_selection.halving_search) sklearn_halving_random_search_cv() (in module yobx.sklearn.model_selection.halving_search) sklearn_hgb_classifier() (in module yobx.sklearn.ensemble.hist_gradient_boosting) sklearn_hgb_regressor() (in module yobx.sklearn.ensemble.hist_gradient_boosting) sklearn_incremental_pca() (in module yobx.sklearn.decomposition.incremental_pca) sklearn_ipc_ridge() (in module yobx.sklearn.sksurv.linear_model) sklearn_isolation_forest() (in module yobx.sklearn.ensemble.isolation_forest) sklearn_isomap() (in module yobx.sklearn.manifold.isomap) sklearn_isotonic_regression() (in module yobx.sklearn.isotonic.isotonic_regression) sklearn_kbins_discretizer() (in module yobx.sklearn.preprocessing.kbins_discretizer) sklearn_kernel_centerer() (in module yobx.sklearn.preprocessing.kernel_centerer) sklearn_kernel_density() (in module yobx.sklearn.neighbors.kernel_density) sklearn_kernel_pca() (in module yobx.sklearn.decomposition.kernel_pca) sklearn_kernel_ridge() (in module yobx.sklearn.kernel_ridge.kernel_ridge) sklearn_kmeans() (in module yobx.sklearn.cluster.kmeans) sklearn_kneighbors_transformer() (in module yobx.sklearn.neighbors.kneighbors_transformer) sklearn_knn_classifier() (in module yobx.sklearn.neighbors.kneighbors) sklearn_knn_imputer() (in module yobx.sklearn.impute.knn_imputer) sklearn_knn_regressor() (in module yobx.sklearn.neighbors.kneighbors) sklearn_latent_dirichlet_allocation() (in module yobx.sklearn.decomposition.latent_dirichlet_allocation) sklearn_ledoit_wolf() (in module yobx.sklearn.covariance.ledoit_wolf) sklearn_lgbm_classifier() (in module yobx.sklearn.lightgbm.lgbm) sklearn_lgbm_model() (in module yobx.sklearn.lightgbm.lgbm_model) sklearn_lgbm_ranker() (in module yobx.sklearn.lightgbm.lgbm) sklearn_lgbm_regressor() (in module yobx.sklearn.lightgbm.lgbm) sklearn_linear_classifier() (in module yobx.sklearn.linear_model.linear_classifier) sklearn_linear_discriminant_analysis() (in module yobx.sklearn.discriminant_analysis.lda) sklearn_linear_regressor() (in module yobx.sklearn.linear_model.linear_regressor) sklearn_linear_svc() (in module yobx.sklearn.svm.linear_svm) sklearn_linear_svr() (in module yobx.sklearn.svm.linear_svm) sklearn_local_outlier_factor() (in module yobx.sklearn.neighbors.local_outlier_factor) sklearn_locally_linear_embedding() (in module yobx.sklearn.manifold.locally_linear_embedding) sklearn_logistic_regression() (in module yobx.sklearn.linear_model.logistic_regression) sklearn_max_abs_scaler() (in module yobx.sklearn.preprocessing.max_abs_scaler) sklearn_mean_shift() (in module yobx.sklearn.cluster.mean_shift) sklearn_min_cov_det() (in module yobx.sklearn.covariance.min_cov_det) sklearn_min_max_scaler() (in module yobx.sklearn.preprocessing.min_max_scaler) sklearn_mini_batch_kmeans() (in module yobx.sklearn.cluster.mini_batch_kmeans) sklearn_missing_indicator() (in module yobx.sklearn.impute.missing_indicator) sklearn_mlp_classifier() (in module yobx.sklearn.neural_network.mlp) sklearn_mlp_regressor() (in module yobx.sklearn.neural_network.mlp) sklearn_multi_output_classifier() (in module yobx.sklearn.multioutput.multioutput) sklearn_multi_output_regressor() (in module yobx.sklearn.multioutput.multioutput) sklearn_multinomial_nb() (in module yobx.sklearn.naive_bayes.nb) sklearn_nearest_centroid() (in module yobx.sklearn.neighbors.nearest_centroid) sklearn_neighborhood_components_analysis() (in module yobx.sklearn.neighbors.neighborhood_components_analysis) sklearn_nmf() (in module yobx.sklearn.decomposition.nmf) sklearn_normalizer() (in module yobx.sklearn.preprocessing.normalizer) sklearn_nystroem() (in module yobx.sklearn.kernel_approximation.nystroem) sklearn_oas() (in module yobx.sklearn.covariance.oas) sklearn_one_class_svm() (in module yobx.sklearn.svm.one_class_svm) sklearn_one_hot_encoder() (in module yobx.sklearn.preprocessing.one_hot_encoder) sklearn_one_vs_one_classifier() (in module yobx.sklearn.multiclass.one_vs_one) sklearn_one_vs_rest_classifier() (in module yobx.sklearn.multiclass.one_vs_rest) sklearn_ordinal_encoder() (in module yobx.sklearn.preprocessing.ordinal_encoder) sklearn_output_code_classifier() (in module yobx.sklearn.multiclass.output_code) sklearn_patch_extractor() (in module yobx.sklearn.feature_extraction.patch_extractor) sklearn_pca() (in module yobx.sklearn.decomposition.pca) sklearn_pipeline() (in module yobx.sklearn.pipeline.pipeline) sklearn_pls_regression() (in module yobx.sklearn.decomposition.pls_regression) sklearn_pls_svd() (in module yobx.sklearn.decomposition.pls_svd) sklearn_polynomial_features() (in module yobx.sklearn.preprocessing.polynomial_features) sklearn_power_transformer() (in module yobx.sklearn.preprocessing.power_transformer) sklearn_quadratic_discriminant_analysis() (in module yobx.sklearn.discriminant_analysis.qda) sklearn_quantile_transformer() (in module yobx.sklearn.preprocessing.quantile_transformer) sklearn_radius_neighbors_classifier() (in module yobx.sklearn.neighbors.radiusneighbors) sklearn_radius_neighbors_regressor() (in module yobx.sklearn.neighbors.radiusneighbors) sklearn_radius_neighbors_transformer() (in module yobx.sklearn.neighbors.radiusneighbors_transformer) sklearn_random_forest_classifier() (in module yobx.sklearn.ensemble.random_forest) sklearn_random_forest_regressor() (in module yobx.sklearn.ensemble.random_forest) sklearn_random_survival_forest() (in module yobx.sklearn.sksurv.ensemble) sklearn_randomized_search_cv() (in module yobx.sklearn.model_selection.random_search) sklearn_ransac_regressor() (in module yobx.sklearn.linear_model.ransac) sklearn_rbf_sampler() (in module yobx.sklearn.kernel_approximation.rbf_sampler) sklearn_regressor_chain() (in module yobx.sklearn.multioutput.regressor_chain) sklearn_rfe() (in module yobx.sklearn.feature_selection.rfe) sklearn_rfecv() (in module yobx.sklearn.feature_selection.rfe) sklearn_robust_scaler() (in module yobx.sklearn.preprocessing.robust_scaler) sklearn_rus_boost_classifier() (in module yobx.sklearn.imblearn.rus_boost) sklearn_select_fdr() (in module yobx.sklearn.feature_selection.select_fdr) sklearn_select_fpr() (in module yobx.sklearn.feature_selection.select_fpr) sklearn_select_from_model() (in module yobx.sklearn.feature_selection.select_from_model) sklearn_select_fwe() (in module yobx.sklearn.feature_selection.select_fwe) sklearn_select_k_best() (in module yobx.sklearn.feature_selection.select_k_best) sklearn_select_percentile() (in module yobx.sklearn.feature_selection.select_percentile) sklearn_sgd_one_class_svm() (in module yobx.sklearn.linear_model.sgd_one_class_svm) sklearn_shrunk_covariance() (in module yobx.sklearn.covariance.shrunk_covariance) sklearn_simple_imputer() (in module yobx.sklearn.impute.simple_imputer) sklearn_sparse_pca() (in module yobx.sklearn.decomposition.sparse_pca) sklearn_spline_transformer() (in module yobx.sklearn.preprocessing.spline_transformer) sklearn_stacking_classifier() (in module yobx.sklearn.ensemble.stacking) sklearn_stacking_regressor() (in module yobx.sklearn.ensemble.stacking) sklearn_standard_scaler() (in module yobx.sklearn.preprocessing.standard_scaler) sklearn_svc() (in module yobx.sklearn.svm.svm) sklearn_svr() (in module yobx.sklearn.svm.svm) sklearn_tfidf_transformer() (in module yobx.sklearn.feature_extraction.tfidf_transformer) sklearn_tfidf_vectorizer() (in module yobx.sklearn.feature_extraction.tfidf_vectorizer) sklearn_truncated_svd() (in module yobx.sklearn.decomposition.truncated_svd) sklearn_tuned_threshold_classifier_cv() (in module yobx.sklearn.model_selection.tuned_threshold_classifier_cv) sklearn_variance_threshold() (in module yobx.sklearn.feature_selection.variance_threshold) sklearn_voting_classifier() (in module yobx.sklearn.ensemble.voting) sklearn_voting_regressor() (in module yobx.sklearn.ensemble.voting) sklearn_xgb_classifier() (in module yobx.sklearn.xgboost.xgb) sklearn_xgb_ranker() (in module yobx.sklearn.xgboost.xgb) sklearn_xgb_regressor() (in module yobx.sklearn.xgboost.xgb) SliceSlicePattern (class in yobx.xoptim.patterns.onnx_slice) SlicesSplitPattern (class in yobx.xoptim.patterns.onnx_split) SOFTMAX (yobx.litert.litert_helper.BuiltinOperator attribute) SoftmaxCrossEntropyLossCastPattern (class in yobx.xoptim.patterns.onnx_functions) SplitConcatPattern (class in yobx.xoptim.patterns.onnx_split) SpoxGraphBuilder (class in yobx.builder.spox.bridge_graph_builder) SpoxGraphBuilderOpset (class in yobx.builder.spox.bridge_graph_builder) sql_to_onnx() (in module yobx.sql) sql_to_onnx_graph() (in module yobx.sql) SqlOperation (class in yobx.sql.parse) SQRT (yobx.litert.litert_helper.BuiltinOperator attribute) SQUARED_DIFFERENCE (yobx.litert.litert_helper.BuiltinOperator attribute) SQUEEZE (yobx.litert.litert_helper.BuiltinOperator attribute) squeeze() (yobx.xtracing.numpy_array.NumpyArray method) SqueezeAddPattern (class in yobx.xoptim.patterns.onnx_unsqueeze) SqueezeBinaryUnsqueezePattern (class in yobx.xoptim.patterns.onnx_unsqueeze) SqueezeUnsqueezePattern (class in yobx.xoptim.patterns.onnx_unsqueeze) start() (in module yobx.builder.light) StaticConcatReshapePattern (class in yobx.xoptim.patterns.onnx_reshape) statistics_on_file() (in module yobx.ext_test_case) statistics_on_folder() (in module yobx.ext_test_case) str_obs() (yobx.torch.input_observer.InputCandidate method) str_tensor_proto_type() (in module yobx.helpers.onnx_helper) string_diff() (in module yobx.helpers.helper) string_sig() (in module yobx.helpers.helper) string_signature() (in module yobx.helpers.helper) string_to_elem_type() (in module yobx.xoptim.patterns_api) string_type() (in module yobx.helpers) (in module yobx.helpers.helper) (yobx.reference.runtime_info.RuntimeValue method) SUB (yobx.litert.litert_helper.BuiltinOperator attribute) Sub1MulPattern (class in yobx.xoptim.patterns.onnx_sub) subloop() (yobx.ext_test_case.ExtTestCase method) SubModuleNaming (class in yobx.torch.interpreter.onnx_export) SubMulBroadcastPattern (class in yobx.xoptim.patterns_exp.binary_operators) SubMulPattern (class in yobx.xoptim.patterns_exp.binary_operators) SUM (yobx.litert.litert_helper.BuiltinOperator attribute) sum() (yobx.xtracing.numpy_array.NumpyArray method) supported (yobx.torch.interpreter.dispatcher.Dispatcher property) SwapExpandReshapePattern (class in yobx.xoptim.patterns.onnx_expand) SwapExpandUnsqueezePattern (class in yobx.xoptim.patterns.onnx_expand) SwapRangeAddScalarPattern (class in yobx.xoptim.patterns.onnx_range) SwapUnaryPattern (class in yobx.xoptim.patterns.onnx_any) SwapUnsqueezeTransposePattern (class in yobx.xoptim.patterns.onnx_transpose) switch_order() (yobx.xoptim.patterns.onnx_mul.SwitchOrderBinaryPattern method) SwitchOrderBinaryPattern (class in yobx.xoptim.patterns.onnx_mul) SwitchOrderBinaryPattern.BroadcastType (class in yobx.xoptim.patterns.onnx_mul) SwitchReshapeActivationPattern (class in yobx.xoptim.patterns.onnx_matmul)

T

T (yobx.xtracing.numpy_array.NumpyArray property) TANH (yobx.litert.litert_helper.ActivationFunctionType attribute) (yobx.litert.litert_helper.BuiltinOperator attribute) tearDownClass() (yobx.ext_test_case.ExtTestCase class method) tensor_dtype_to_np_dtype() (in module yobx.helpers.onnx_helper) TensorLike (class in yobx.typing) tf_dtype_to_np_dtype() (in module yobx.tensorflow.tensorflow_helper) TFLiteModel (class in yobx.litert.litert_helper) TFLiteOperator (class in yobx.litert.litert_helper) TFLiteSubgraph (class in yobx.litert.litert_helper) TFLiteTensor (class in yobx.litert.litert_helper) TinyBroadcastAddModel (class in yobx.torch.tiny_models) title() (in module yobx.doc) to() (yobx.builder.light.Var method) (yobx.reference.onnxruntime_evaluator.OnnxList method) to_dict() (yobx.container.build_stats.BuildStats method) (yobx.container.ExportReport method) (yobx.helpers.patch_helper.PatchInfo method) to_dot() (in module yobx.helpers.dot_helper) to_excel() (yobx.helpers.cube_helper.CubeLogs method) to_graph_builder_code() (in module yobx.translate.reverse_graph_builder) to_graph_pattern_matching() (in module yobx.translate.reverse_graph_builder) to_images() (yobx.helpers.cube_helper.CubePlot method) to_ir() (yobx.container.ExtendedModelContainer method) to_ir_dtype() (in module yobx.builder.onnxscript.bridge_graph_builder) to_ir_shape() (in module yobx.builder.onnxscript.bridge_graph_builder) to_numpy() (in module yobx.torch.torch_helper) (yobx.ext_test_case.ExtTestCase method) to_onnx() (in module yobx.litert) (in module yobx.sklearn) (in module yobx.tensorflow) (in module yobx.torch) (yobx.builder.light._var.BaseVar method) (yobx.builder.light.OnnxGraph method) (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.helpers.mini_onnx_builder.MiniOnnxBuilder method) (yobx.typing.GraphBuilderProtocol method) (yobx.xbuilder.GraphBuilder method) to_svg() (in module yobx.helpers.dot_helper)

to_tensor() (in module yobx.torch.torch_helper) todo() (yobx.ext_test_case.ExtTestCase class method) topological_sort() (yobx.xbuilder.GraphBuilder method) torch_deepcopy() (in module yobx.torch.torch_helper) torch_dtype_to_onnx_dtype() (in module yobx.torch.torch_helper) torch_export() (in module yobx.torch.export_helper) TorchOpOverload (class in yobx.torch.interpreter) (class in yobx.torch.interpreter._doc_) TorchReferenceEvaluator (class in yobx.reference.torch_evaluator) TorchReferenceEvaluator.IO (class in yobx.reference.torch_evaluator) trace() (yobx.torch.tracing.CustomTracer method) trace_numpy_function() (in module yobx.xtracing) trace_numpy_to_onnx() (in module yobx.xtracing) TRANSFORMER_CONVERTERS (in module yobx.torch.in_transformers.register) transformers_grouped_mm_fallback() (in module yobx.torch.interpreter._aten_functions_transformers) translate() (in module yobx.translate) translate_header() (in module yobx.translate) Translator (class in yobx.translate.translator) TRANSPOSE (yobx.litert.litert_helper.BuiltinOperator attribute) transpose() (yobx.xtracing.numpy_array.NumpyArray method) TRANSPOSE_CONV (yobx.litert.litert_helper.BuiltinOperator attribute) TransposeCastPattern (class in yobx.xoptim.patterns_exp.unary_operators) TransposeEqualReshapePattern (class in yobx.xoptim.patterns.onnx_transpose) TransposeFusedMatMulBPattern (class in yobx.xoptim.patterns_ort.fused_matmul) TransposeGatherPattern (class in yobx.xoptim.patterns.onnx_transpose) TransposeMatMulPattern (class in yobx.xoptim.patterns.onnx_matmul) TransposeReshapeMatMulPattern (class in yobx.xoptim.patterns.onnx_matmul) TransposeReshapeTransposePattern (class in yobx.xoptim.patterns.onnx_transpose) TransposeTransposePattern (class in yobx.xoptim.patterns.onnx_transpose) tree_unflatten_with_proxy() (in module yobx.torch.tracing) TreeEnsembleRegressorConcatPattern (class in yobx.xoptim.patterns_ml.tree_ensemble) TreeEnsembleRegressorMulPattern (class in yobx.xoptim.patterns_ml.tree_ensemble) TriMatrixPattern (class in yobx.xoptim.patterns_exp.constants) true_name() (yobx.builder.light.OnnxGraph method) try_infer_shape() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) try_infer_type() (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xoptim.GraphBuilderPatternOptimization method) tryCall() (yobx.ext_test_case.ExtTestCase method) type_info() (in module yobx.helpers.onnx_helper) TypeBFloat16 (class in yobx.torch._model_eval_cases)

U

unary_like_op_types() (in module yobx.helpers.onnx_helper) undo() (yobx.helpers.patch_helper.PatchInfo method) unflatten_dynamic_cache() (in module yobx.torch.in_transformers.flatten_class) unflatten_encoder_decoder_cache() (in module yobx.torch.in_transformers.flatten_class) unflatten_static_cache() (in module yobx.torch.in_transformers.flatten_class) unfused_nodes() (in module yobx.xoptim.unfused) unique_dimension_name() (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method) unique_function_name() (yobx.xbuilder.GraphBuilder method) unique_name() (yobx.builder.light.OnnxGraph method) (yobx.builder.onnxscript.bridge_graph_builder.OnnxScriptGraphBuilder method) (yobx.builder.spox.bridge_graph_builder.SpoxGraphBuilder method) (yobx.typing.GraphBuilderExtendedProtocol method) (yobx.typing.GraphBuilderPatternOptimizationProtocol method) (yobx.xbuilder.GraphBuilder method) (yobx.xoptim.GraphBuilderPatternOptimization method)

unique_node_name() (yobx.xbuilder.GraphBuilder method) unit_test_going() (in module yobx.ext_test_case) (yobx.ext_test_case.ExtTestCase method) unknown_names_within_nodes() (in module yobx.helpers.onnx_helper) unregister_cache_flattening() (in module yobx.torch.flatten) unregister_class_flattening() (in module yobx.torch.flatten) UnsqueezeEqualPattern (class in yobx.xoptim.patterns.onnx_equal) UnsqueezeOrSqueezeReshapePattern (class in yobx.xoptim.patterns.onnx_reshape) UnsqueezeReshapePattern (class in yobx.xoptim.patterns.onnx_reshape) UnsqueezeUnsqueezePattern (class in yobx.xoptim.patterns.onnx_unsqueeze) update() (yobx.container.ExportArtifact method) (yobx.container.ExportReport method) update_node_constant() (yobx.xshape._inference_runtime._InferenceRuntime method) update_shapes() (yobx.xshape.ShapeBuilder method) update_version_package() (in module yobx.doc)

V

v() (yobx.builder.light._var.BaseVar method) VALID (yobx.litert.litert_helper.Padding attribute) validate() (yobx.container.build_stats.BuildStats method) validate_attribute_mapping() (yobx.xoptim.EasyPatternOptimization method) validate_exported_onnx() (in module yobx.torch.interpreter.onnx_export) validate_exported_program() (yobx.torch.export_options.ExportOptions method) validate_mapping() (yobx.xoptim.EasyPatternOptimization method) (yobx.xoptim.patterns.onnx_functions.GeluPattern method) (yobx.xoptim.patterns.onnx_functions.LeakyReluPattern method) (yobx.xoptim.patterns.onnx_functions.SoftmaxCrossEntropyLossCastPattern method) (yobx.xoptim.patterns_ort.activation.GeluErfPattern method) validate_model() (in module yobx.torch.validate) ValidateData (class in yobx.torch.validate) ValidateSummary (class in yobx.torch.validate) value (yobx.reference.report_results_comparison.ReportResultComparison property) value_as_shape() (yobx.xbuilder.GraphBuilder method) (yobx.xshape.BasicShapeBuilder method)

value_to_ir_tensor() (in module yobx.builder.onnxscript.bridge_graph_builder) Var (class in yobx.builder.light) Vars (class in yobx.builder.light) verbose (yobx.ext_test_case.ExtTestCase property) (yobx.typing.GraphBuilderPatternOptimizationProtocol property) verify_dynamic_shape() (yobx.typing.GraphBuilderTorchProtocol method) (yobx.xbuilder.GraphBuilder method) view() (yobx.helpers.cube_helper.CubeLogs method) (yobx.helpers.cube_helper.CubeLogsPerformance method) vin() (yobx.builder.light._var.BaseVar method) (yobx.builder.light.OnnxGraph method) VirtualTensor (class in yobx.xbuilder._virtual_tensor) Vmap (class in yobx.torch._model_eval_cases) VmapPython (class in yobx.torch._model_eval_cases) vout() (yobx.builder.light._var.BaseVar method) (yobx.builder.light.Var method) (yobx.builder.light.Vars method)

W

WhereAddPattern (class in yobx.xoptim.patterns.onnx_where)

WrapDim (class in yobx.xbuilder._wrap_dim) WrapSym (class in yobx.xbuilder._wrap_sym)

Y

yobx.builder.light._op_var module yobx.builder.light._op_vars module yobx.builder.onnxscript.bridge_graph_builder module yobx.builder.spox.bridge_graph_builder module yobx.container.build_stats module yobx.container.export_artifact module yobx.container.model_container module yobx.doc module yobx.ext_test_case module yobx.helpers module yobx.helpers.cube_helper module yobx.helpers.dot_helper module yobx.helpers.helper module yobx.helpers.mini_onnx_builder module yobx.helpers.onnx_helper module yobx.helpers.patch_helper module yobx.helpers.rt_helper module yobx.litert.convert module yobx.litert.litert_helper module yobx.litert.ops.activations module yobx.litert.ops.elementwise module yobx.litert.ops.nn_ops module yobx.litert.ops.reshape_ops module yobx.litert.register module yobx.pv_version module yobx.reference.evaluator module yobx.reference.onnxruntime_evaluator module yobx.reference.ops module yobx.reference.ops.op__overwrite_gather module yobx.reference.report_results_comparison module yobx.reference.runtime_info module yobx.reference.torch_evaluator module yobx.reference.torch_ops module yobx.sklearn.calibration.calibrated_classifier module yobx.sklearn.category_encoders.binary_encoder module yobx.sklearn.category_encoders.one_hot_encoder module yobx.sklearn.category_encoders.ordinal_encoder module yobx.sklearn.category_encoders.polynomial_encoder module yobx.sklearn.category_encoders.quantile_encoder module yobx.sklearn.category_encoders.target_encoder module yobx.sklearn.category_encoders.woe_encoder module yobx.sklearn.cluster.affinity_propagation module yobx.sklearn.cluster.birch module yobx.sklearn.cluster.bisecting_kmeans module yobx.sklearn.cluster.feature_agglomeration module yobx.sklearn.cluster.kmeans module yobx.sklearn.cluster.mean_shift module yobx.sklearn.cluster.mini_batch_kmeans module yobx.sklearn.compose.column_transformer module yobx.sklearn.convert module yobx.sklearn.covariance.elliptic_envelope module yobx.sklearn.covariance.empirical_covariance module yobx.sklearn.covariance.graphical_lasso module yobx.sklearn.covariance.ledoit_wolf module yobx.sklearn.covariance.min_cov_det module yobx.sklearn.covariance.oas module yobx.sklearn.covariance.shrunk_covariance module yobx.sklearn.cross_decomposition.cca module yobx.sklearn.decomposition.factor_analysis module yobx.sklearn.decomposition.fast_ica module yobx.sklearn.decomposition.gaussian_random_projection module yobx.sklearn.decomposition.incremental_pca module yobx.sklearn.decomposition.kernel_pca module yobx.sklearn.decomposition.latent_dirichlet_allocation module yobx.sklearn.decomposition.nmf module yobx.sklearn.decomposition.pca module yobx.sklearn.decomposition.pls_regression module yobx.sklearn.decomposition.pls_svd module yobx.sklearn.decomposition.sparse_pca module yobx.sklearn.decomposition.truncated_svd module yobx.sklearn.discriminant_analysis.lda module yobx.sklearn.discriminant_analysis.qda module yobx.sklearn.dummy.dummy module yobx.sklearn.ensemble.adaboost module yobx.sklearn.ensemble.bagging module yobx.sklearn.ensemble.gradient_boosting module yobx.sklearn.ensemble.hist_gradient_boosting module yobx.sklearn.ensemble.isolation_forest module yobx.sklearn.ensemble.random_forest module yobx.sklearn.ensemble.stacking module yobx.sklearn.ensemble.voting module yobx.sklearn.feature_extraction.count_vectorizer module yobx.sklearn.feature_extraction.feature_hasher module yobx.sklearn.feature_extraction.patch_extractor module yobx.sklearn.feature_extraction.tfidf_transformer module yobx.sklearn.feature_extraction.tfidf_vectorizer module yobx.sklearn.feature_selection.rfe module yobx.sklearn.feature_selection.select_fdr module yobx.sklearn.feature_selection.select_fpr module yobx.sklearn.feature_selection.select_from_model module yobx.sklearn.feature_selection.select_fwe module yobx.sklearn.feature_selection.select_k_best module yobx.sklearn.feature_selection.select_percentile module yobx.sklearn.feature_selection.variance_threshold module yobx.sklearn.gaussian_process.gp module yobx.sklearn.imblearn.balanced_bagging module yobx.sklearn.imblearn.balanced_random_forest module yobx.sklearn.imblearn.easy_ensemble module yobx.sklearn.imblearn.rus_boost module yobx.sklearn.impute.knn_imputer module yobx.sklearn.impute.missing_indicator module yobx.sklearn.impute.simple_imputer module yobx.sklearn.isotonic.isotonic_regression module yobx.sklearn.kernel_approximation.additive_chi2_sampler module yobx.sklearn.kernel_approximation.nystroem module yobx.sklearn.kernel_approximation.rbf_sampler module yobx.sklearn.kernel_ridge.kernel_ridge module yobx.sklearn.lightgbm.lgbm module yobx.sklearn.lightgbm.lgbm_model module yobx.sklearn.linear_model.glm module yobx.sklearn.linear_model.linear_classifier module yobx.sklearn.linear_model.linear_regressor module yobx.sklearn.linear_model.logistic_regression module yobx.sklearn.linear_model.ransac module yobx.sklearn.linear_model.sgd_one_class_svm module yobx.sklearn.manifold.isomap module yobx.sklearn.manifold.locally_linear_embedding module yobx.sklearn.mixture.bayesian_gaussian_mixture module yobx.sklearn.mixture.gaussian_mixture module yobx.sklearn.model_selection.grid_search module yobx.sklearn.model_selection.halving_search module yobx.sklearn.model_selection.random_search module yobx.sklearn.model_selection.tuned_threshold_classifier_cv module yobx.sklearn.multiclass.one_vs_one module yobx.sklearn.multiclass.one_vs_rest module yobx.sklearn.multiclass.output_code module yobx.sklearn.multioutput.classifier_chain module yobx.sklearn.multioutput.multioutput module yobx.sklearn.multioutput.regressor_chain module yobx.sklearn.naive_bayes.categorical_nb module yobx.sklearn.naive_bayes.nb module yobx.sklearn.neighbors.kernel_density module yobx.sklearn.neighbors.kneighbors module yobx.sklearn.neighbors.kneighbors_transformer module yobx.sklearn.neighbors.local_outlier_factor module yobx.sklearn.neighbors.nearest_centroid module yobx.sklearn.neighbors.neighborhood_components_analysis module yobx.sklearn.neighbors.radiusneighbors module yobx.sklearn.neighbors.radiusneighbors_transformer module yobx.sklearn.neural_network.bernoulli_rbm module yobx.sklearn.neural_network.mlp module yobx.sklearn.pipeline.feature_union module yobx.sklearn.pipeline.pipeline module yobx.sklearn.preprocessing.binarizer module yobx.sklearn.preprocessing.function_transformer module yobx.sklearn.preprocessing.kbins_discretizer module yobx.sklearn.preprocessing.kernel_centerer module yobx.sklearn.preprocessing.max_abs_scaler module yobx.sklearn.preprocessing.min_max_scaler module yobx.sklearn.preprocessing.normalizer module yobx.sklearn.preprocessing.one_hot_encoder module yobx.sklearn.preprocessing.ordinal_encoder module yobx.sklearn.preprocessing.polynomial_features module yobx.sklearn.preprocessing.power_transformer module yobx.sklearn.preprocessing.quantile_transformer module yobx.sklearn.preprocessing.robust_scaler module yobx.sklearn.preprocessing.spline_transformer module

yobx.sklearn.preprocessing.standard_scaler module yobx.sklearn.register module yobx.sklearn.sklearn_helper module yobx.sklearn.sksurv.ensemble module yobx.sklearn.sksurv.linear_model module yobx.sklearn.svm.linear_svm module yobx.sklearn.svm.one_class_svm module yobx.sklearn.svm.svm module yobx.sklearn.tests_helper module yobx.sklearn.tree.decision_tree module yobx.sklearn.tree.extra_tree module yobx.sklearn.xgboost.xgb module yobx.sql._expr module yobx.sql.convert module yobx.sql.ops.filter_op module yobx.sql.ops.join_op module yobx.sql.ops.register module yobx.sql.parse module yobx.tensorflow.convert module yobx.tensorflow.ops.activations module yobx.tensorflow.ops.binary_ops module yobx.tensorflow.ops.const module yobx.tensorflow.ops.conv module yobx.tensorflow.ops.element_wise module yobx.tensorflow.ops.gather_ops module yobx.tensorflow.ops.jax_ops module yobx.tensorflow.ops.math_ops module yobx.tensorflow.ops.matmul module yobx.tensorflow.ops.nn_ops module yobx.tensorflow.ops.padding module yobx.tensorflow.ops.pooling module yobx.tensorflow.ops.random_ops module yobx.tensorflow.ops.reduction_ops module yobx.tensorflow.ops.shape_ops module yobx.tensorflow.ops.special_ops module yobx.tensorflow.ops.unary_ops module yobx.tensorflow.ops.xla_call_module module yobx.tensorflow.ops.xla_call_module_helper module yobx.tensorflow.ops.xla_call_module_parsing module yobx.tensorflow.register module yobx.tensorflow.tensorflow_helper module yobx.torch._model_eval_cases module yobx.torch.export_helper module yobx.torch.export_options module yobx.torch.fake_tensor_helper module yobx.torch.flatten module yobx.torch.flatten_helper module yobx.torch.in_torch.patches module yobx.torch.in_transformers._patches_model_rope_utils module yobx.torch.in_transformers.cache_helper module yobx.torch.in_transformers.classes.llama_attention module yobx.torch.in_transformers.flatten_class module yobx.torch.in_transformers.models.configs module yobx.torch.in_transformers.patches module yobx.torch.in_transformers.register module yobx.torch.input_observer module yobx.torch.interpreter module yobx.torch.interpreter._aten_functions module yobx.torch.interpreter._aten_functions_attention module yobx.torch.interpreter._aten_functions_transformers module yobx.torch.interpreter._aten_methods module yobx.torch.interpreter._doc_ module yobx.torch.interpreter._exceptions module yobx.torch.interpreter._math_functions module yobx.torch.interpreter._non_aten_functions module yobx.torch.interpreter._prims_functions module yobx.torch.interpreter._torch_helper module yobx.torch.interpreter.aten_functions module yobx.torch.interpreter.aten_functions_transformers module yobx.torch.interpreter.aten_methods module yobx.torch.interpreter.dispatcher module yobx.torch.interpreter.interpreter module yobx.torch.interpreter.onnx_export module yobx.torch.model_eval_cases module yobx.torch.patch module yobx.torch.tiny_models module yobx.torch.torch_helper module yobx.torch.tracing module yobx.torch.validate module yobx.translate module yobx.translate.base_emitter module yobx.translate.builder_emitter module yobx.translate.inner_emitter module yobx.translate.light_emitter module yobx.translate.make_helper module yobx.translate.mermaid_emitter module yobx.translate.reverse_graph_builder module yobx.translate.translator module yobx.typing module yobx.xbuilder.builder_stats_helper module yobx.xbuilder.function_options module yobx.xbuilder.graph_builder module yobx.xbuilder.graph_builder_opset module yobx.xbuilder.infer_shapes_options module yobx.xbuilder.optimization_options module yobx.xbuilder.order_optim module yobx.xexpressions.evaluate_expressions module yobx.xexpressions.expressions_torch module yobx.xexpressions.rename_expressions module yobx.xexpressions.simplify_expressions module yobx.xoptim.graph_builder_optim module yobx.xoptim.patterns.onnx_any module yobx.xoptim.patterns.onnx_attention module yobx.xoptim.patterns.onnx_cast module yobx.xoptim.patterns.onnx_clip module yobx.xoptim.patterns.onnx_concat module yobx.xoptim.patterns.onnx_constants module yobx.xoptim.patterns.onnx_conv module yobx.xoptim.patterns.onnx_dropout module yobx.xoptim.patterns.onnx_equal module yobx.xoptim.patterns.onnx_expand module yobx.xoptim.patterns.onnx_functions module yobx.xoptim.patterns.onnx_layer_normalization module yobx.xoptim.patterns.onnx_matmul module yobx.xoptim.patterns.onnx_mul module yobx.xoptim.patterns.onnx_range module yobx.xoptim.patterns.onnx_reduce module yobx.xoptim.patterns.onnx_reshape module yobx.xoptim.patterns.onnx_rotary module yobx.xoptim.patterns.onnx_sequence module yobx.xoptim.patterns.onnx_shape module yobx.xoptim.patterns.onnx_slice module yobx.xoptim.patterns.onnx_split module yobx.xoptim.patterns.onnx_sub module yobx.xoptim.patterns.onnx_transpose module yobx.xoptim.patterns.onnx_unsqueeze module yobx.xoptim.patterns.onnx_where module yobx.xoptim.patterns_api module yobx.xoptim.patterns_exp.binary_operators module yobx.xoptim.patterns_exp.constant_of_shape_scatter_nd module yobx.xoptim.patterns_exp.constants module yobx.xoptim.patterns_exp.simple_rotary module yobx.xoptim.patterns_exp.unary_operators module yobx.xoptim.patterns_exp.where_replace module yobx.xoptim.patterns_fix.add_reduction_scatter_nd module yobx.xoptim.patterns_investigation.element_wise module yobx.xoptim.patterns_investigation.llm_patterns module yobx.xoptim.patterns_ml.tree_ensemble module yobx.xoptim.patterns_ort.activation module yobx.xoptim.patterns_ort.fused_conv module yobx.xoptim.patterns_ort.fused_matmul module yobx.xoptim.patterns_ort.llm_optim module yobx.xoptim.patterns_ort.missing_kernels module yobx.xoptim.patterns_ort.simplified_layer_normalization module yobx.xoptim.repeated_optim module yobx.xoptim.unfused module yobx.xshape._builder_runtime module yobx.xshape._inference_runtime module yobx.xshape._shape_helper module yobx.xshape._shape_runtime module yobx.xshape.shape_builder module yobx.xshape.shape_builder_impl module yobx.xshape.shape_type_compute module yobx.xshape.type_inference module yobx.xtracing.numpy_array module yobx.xtracing.tracing module