Index

_

__init__() (coremltools.converters.mil.input_types.ClassifierConfig method) (coremltools.converters.mil.input_types.EnumeratedShapes method) (coremltools.converters.mil.input_types.ImageType method) (coremltools.converters.mil.input_types.InputType method) (coremltools.converters.mil.input_types.RangeDim method) (coremltools.converters.mil.input_types.Shape method) (coremltools.converters.mil.input_types.StateType method) (coremltools.converters.mil.input_types.TensorType method) (coremltools.models.CompiledMLModel method) (coremltools.models.ml_program.experimental.debugging_utils.MLModelComparator method) (coremltools.models.ml_program.experimental.debugging_utils.MLModelInspector method) (coremltools.models.ml_program.experimental.debugging_utils.MLModelValidator method) (coremltools.models.ml_program.experimental.torch.debugging_utils.TorchExportMLModelComparator method) (coremltools.models.ml_program.experimental.torch.debugging_utils.TorchScriptMLModelComparator method) (coremltools.models.model.MLModel method) (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder method) (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) (coremltools.models.pipeline.Pipeline method) (coremltools.models.pipeline.PipelineClassifier method) (coremltools.models.pipeline.PipelineRegressor method) (coremltools.models.tree_ensemble.TreeEnsembleBase method) (coremltools.models.tree_ensemble.TreeEnsembleClassifier method) (coremltools.models.tree_ensemble.TreeEnsembleRegressor method) (coremltools.models.utils.MultiFunctionDescriptor method)

A

abs (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) acos (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) activate_int8_int8_matrix_multiplications() (in module coremltools.models.neural_network.quantization_utils) AdamParams (class in coremltools.models.neural_network.update_optimizer_utils) add (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) add_acos() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_acosh() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_activation() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_add_broadcastable() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_argmax() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_argmin() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_argsort() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_asin() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_asinh() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_atan() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_atanh() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_batched_mat_mul() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_batchnorm() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_bias() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_bidirlstm() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_branch() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_branch_node() (coremltools.models.tree_ensemble.TreeEnsembleBase method) add_broadcast_to_dynamic() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_broadcast_to_like() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_broadcast_to_static() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_categorical_distribution() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_ceil() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_clamped_relu() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_clip() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_concat_nd() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_constant_pad() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_conv_transpose_output_shape (class in coremltools.converters.mil.mil.passes.defs.optimize_conv) add_convolution() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_convolution3d() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_copy() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_cos() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_cosh() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_crop() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_crop_resize() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_cumsum() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_custom() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_divide_broadcastable() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_elementwise() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_embedding() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_embedding_nd() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_enumerated_image_sizes() (in module coremltools.models.neural_network.flexible_shape_utils) add_enumerated_multiarray_shapes() (in module coremltools.models.neural_network.flexible_shape_utils) add_equal() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_erf() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_exp2() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_expand_dims() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_fill_dynamic() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_fill_like() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_fill_static() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_flatten() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_flatten_to_2d() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_floor() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_floor_div_broadcastable() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_fp16_cast (class in coremltools.converters.mil.mil.passes.defs.quantization) add_function() (coremltools.models.utils.MultiFunctionDescriptor method) add_gather() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_gather_along_axis() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_gather_nd() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_gelu() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_get_shape() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_global_pooling3d() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_greater_than() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_gru() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_inner_product() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_l2_normalize() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_layer_normalization() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_leaf_node() (coremltools.models.tree_ensemble.TreeEnsembleBase method) add_less_than() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_load_constant() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_load_constant_nd() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_logical() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_loop() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_loop_break() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_loop_continue() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_lower_triangular() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_lrn() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_matrix_band_part() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_max_broadcastable() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_min_broadcastable() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_mod_broadcastable() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_model() (coremltools.models.pipeline.Pipeline method) (coremltools.models.pipeline.PipelineClassifier method) (coremltools.models.pipeline.PipelineRegressor method) (coremltools.models.utils.MultiFunctionDescriptor method) add_multiarray_ndshape_enumeration() (in module coremltools.models.neural_network.flexible_shape_utils) add_multiply_broadcastable() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_mvn() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method)

add_nms() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_not_equal() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_one_hot() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_optionals() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_padding() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_permute() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_pooling() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_pooling3d() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_pow_broadcastable() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_random_bernoulli_dynamic() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_random_bernoulli_like() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_random_bernoulli_static() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_random_normal_dynamic() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_random_normal_like() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_random_normal_static() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_random_uniform_dynamic() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_random_uniform_like() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_random_uniform_static() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_range_dynamic() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_range_static() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_rank_preserving_reshape() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reduce() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reduce_l1() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reduce_l2() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reduce_logsum() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reduce_logsumexp() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reduce_max() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reduce_mean() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reduce_min() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reduce_prod() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reduce_sum() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reduce_sumsquare() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reorganize_data() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reshape() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reshape_dynamic() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reshape_like() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reshape_static() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_resize_bilinear() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reverse() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_reverse_sequence() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_round() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_samples() (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder method) add_scale() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_scatter() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_scatter_along_axis() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_scatter_nd() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_sequence_repeat() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_sign() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_simple_rnn() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_sin() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_sinh() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_slice() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_slice_by_size() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_slice_dynamic() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_slice_static() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_sliding_windows() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_softmax() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_softmax_nd() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_split() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_split_nd() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_squeeze() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_stack() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_subtract_broadcastable() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_tan() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_tanh() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_tile() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_topk() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_transpose() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_unary() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_unilstm() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_upper_triangular() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_upsample() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_where_broadcastable() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) add_where_nonzero() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) AdvancedQuantizedLayerSelector (class in coremltools.models.neural_network.quantization_utils) affine (class in coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing) affine_quantize_weights() (in module coremltools.models.ml_program.compression_utils) annotate_module() (coremltools.models.ml_program.experimental.torch.debugging_utils.TorchScriptModuleAnnotator method) apply_compute_plan() (in module coremltools.models.ml_program.experimental.compute_plan_utils) AppSigningCredentials (class in coremltools.models.ml_program.experimental.remote_device) argsort (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) as_dict() (coremltools.optimize.torch.layerwise_compression.LayerwiseCompressorConfig method), [1] (coremltools.optimize.torch.palettization.DKMPalettizerConfig method) (coremltools.optimize.torch.palettization.ModuleDKMPalettizerConfig method) (coremltools.optimize.torch.pruning.MagnitudePrunerConfig method) (coremltools.optimize.torch.pruning.ModuleMagnitudePrunerConfig method) (coremltools.optimize.torch.quantization.LinearQuantizerConfig method) (coremltools.optimize.torch.quantization.ModuleLinearQuantizerConfig method) asin (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) atan (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) atanh (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) author (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder property) avg_pool (class in coremltools.converters.mil.mil.ops.defs.iOS15.pool)

B

band_part (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) Batch (class in coremltools.models.neural_network.update_optimizer_utils) batch_norm (class in coremltools.converters.mil.mil.ops.defs.iOS15.normalization) (class in coremltools.converters.mil.mil.ops.defs.iOS17.normalization) batch_to_space (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) benchmark_load() (coremltools.models.ml_program.experimental.perf_utils.MLModelBenchmarker method)

benchmark_module_execution() (coremltools.models.ml_program.experimental.torch.perf_utils.TorchMLModelBenchmarker method) benchmark_node_execution() (coremltools.models.ml_program.experimental.torch.perf_utils.TorchMLModelBenchmarker method) benchmark_operation_execution() (coremltools.models.ml_program.experimental.perf_utils.MLModelBenchmarker method) benchmark_predict() (coremltools.models.ml_program.experimental.perf_utils.MLModelBenchmarker method) bisect_model() (in module coremltools.models.utils) Builder (class in coremltools.converters.mil.mil)

C

canonicalize_inplace_pattern (class in coremltools.converters.mil.mil.passes.defs.optimize_state) cast (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) (class in coremltools.converters.mil.mil.ops.defs.iOS17.elementwise_unary) cast_optimization (class in coremltools.converters.mil.mil.passes.defs.optimize_repeat_ops) ceil (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) change_input_output_tensor_type() (in module coremltools.models.utils) clamped_relu (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.activation) ClassifierConfig (class in coremltools.converters.mil.input_types) classify (class in coremltools.converters.mil.mil.ops.defs.iOS15.classify) clear_cached_models() (coremltools.models.ml_program.experimental.debugging_utils.MLModelInspector method) clip (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) (class in coremltools.converters.mil.mil.ops.defs.iOS17.elementwise_unary) compare_models() (in module coremltools.models.neural_network.quantization_utils) compile_model() (in module coremltools.models.utils) CompiledMLModel (class in coremltools.models) compose_conv1d (class in coremltools.converters.mil.mil.passes.defs.optimize_conv) compress() (coremltools.optimize.torch.layerwise_compression.LayerwiseCompressor method), [1] compute_snr_and_psnr() (in module coremltools.models.ml_program.experimental.debugging_utils) compute_sparsity() (coremltools.optimize.torch.pruning.pruning_scheduler.ConstantSparsityScheduler method) (coremltools.optimize.torch.pruning.pruning_scheduler.PolynomialDecayScheduler method) ComputePlan (class in coremltools.models.ml_program.experimental.remote_device) ComputePlan.CPUDevice (class in coremltools.models.ml_program.experimental.remote_device) ComputePlan.DeviceUsage (class in coremltools.models.ml_program.experimental.remote_device) ComputePlan.GPUDevice (class in coremltools.models.ml_program.experimental.remote_device) ComputePlan.NeuralEngineDevice (class in coremltools.models.ml_program.experimental.remote_device) ComputePlan.OperationOrLayerInfo (class in coremltools.models.ml_program.experimental.remote_device) concat (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) concat_to_pixel_shuffle (class in coremltools.converters.mil.mil.passes.defs.optimize_tensor_operation) cond (class in coremltools.converters.mil.mil.ops.defs.iOS15.control_flow) Const (class in coremltools.converters.mil.mil.ops.defs.iOS15.control_flow) const_deduplication (class in coremltools.converters.mil.mil.passes.defs.cleanup) const_elimination (class in coremltools.converters.mil.mil.passes.defs.cleanup) ConstantSparsityScheduler (class in coremltools.optimize.torch.pruning.pruning_scheduler) constexpr_affine_dequantize (class in coremltools.converters.mil.mil.ops.defs.iOS16.constexpr_ops) constexpr_blockwise_shift_scale (class in coremltools.converters.mil.mil.ops.defs.iOS18.compression) constexpr_cast (class in coremltools.converters.mil.mil.ops.defs.iOS16.constexpr_ops) (class in coremltools.converters.mil.mil.ops.defs.iOS18.compression) constexpr_lut_to_dense (class in coremltools.converters.mil.mil.ops.defs.iOS16.constexpr_ops) (class in coremltools.converters.mil.mil.ops.defs.iOS18.compression) constexpr_lut_to_sparse (class in coremltools.converters.mil.mil.ops.defs.iOS18.compression) constexpr_sparse_blockwise_shift_scale (class in coremltools.converters.mil.mil.ops.defs.iOS18.compression) constexpr_sparse_to_dense (class in coremltools.converters.mil.mil.ops.defs.iOS16.constexpr_ops) (class in coremltools.converters.mil.mil.ops.defs.iOS18.compression) conv (class in coremltools.converters.mil.mil.ops.defs.iOS15.conv) (class in coremltools.converters.mil.mil.ops.defs.iOS17.conv) conv_transpose (class in coremltools.converters.mil.mil.ops.defs.iOS15.conv) (class in coremltools.converters.mil.mil.ops.defs.iOS17.conv) convert() (in module coremltools.converters._converters_entry) (in module coremltools.converters.libsvm._libsvm_converter) (in module coremltools.converters.sklearn._converter) (in module coremltools.converters.xgboost._tree) convert_and_retrieve_op_mapping() (in module coremltools.models.ml_program.experimental.torch.debugging_utils) convert_double_to_float_multiarray_type() (in module coremltools.models.utils) coreml_update_state (class in coremltools.converters.mil.mil.ops.defs.coreml_dialect.ops) CoreMLOpMetaData (class in coremltools.optimize.coreml), [1] coremltools.converters._converters_entry module coremltools.converters.libsvm._libsvm_converter module coremltools.converters.mil.debugging_utils module coremltools.converters.mil.input_types module coremltools.converters.mil.mil module coremltools.converters.mil.mil.ops.defs.coreml_dialect.ops module coremltools.converters.mil.mil.ops.defs.iOS15.activation module coremltools.converters.mil.mil.ops.defs.iOS15.classify module coremltools.converters.mil.mil.ops.defs.iOS15.control_flow module coremltools.converters.mil.mil.ops.defs.iOS15.conv module coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary module coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary module coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing module coremltools.converters.mil.mil.ops.defs.iOS15.linear module coremltools.converters.mil.mil.ops.defs.iOS15.normalization module coremltools.converters.mil.mil.ops.defs.iOS15.pool module coremltools.converters.mil.mil.ops.defs.iOS15.random module coremltools.converters.mil.mil.ops.defs.iOS15.recurrent module coremltools.converters.mil.mil.ops.defs.iOS15.reduction module coremltools.converters.mil.mil.ops.defs.iOS15.scatter_gather module coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation module coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation module coremltools.converters.mil.mil.ops.defs.iOS16.constexpr_ops module coremltools.converters.mil.mil.ops.defs.iOS16.image_resizing module coremltools.converters.mil.mil.ops.defs.iOS16.scatter_gather module coremltools.converters.mil.mil.ops.defs.iOS16.tensor_operation module coremltools.converters.mil.mil.ops.defs.iOS16.tensor_transformation module coremltools.converters.mil.mil.ops.defs.iOS17.activation module coremltools.converters.mil.mil.ops.defs.iOS17.conv module coremltools.converters.mil.mil.ops.defs.iOS17.elementwise_unary module

coremltools.converters.mil.mil.ops.defs.iOS17.image_resizing module coremltools.converters.mil.mil.ops.defs.iOS17.linear module coremltools.converters.mil.mil.ops.defs.iOS17.normalization module coremltools.converters.mil.mil.ops.defs.iOS17.quantization_ops module coremltools.converters.mil.mil.ops.defs.iOS17.recurrent module coremltools.converters.mil.mil.ops.defs.iOS17.reduction module coremltools.converters.mil.mil.ops.defs.iOS17.scatter_gather module coremltools.converters.mil.mil.ops.defs.iOS17.tensor_operation module coremltools.converters.mil.mil.ops.defs.iOS17.tensor_transformation module coremltools.converters.mil.mil.ops.defs.iOS18.compression module coremltools.converters.mil.mil.ops.defs.iOS18.recurrent module coremltools.converters.mil.mil.ops.defs.iOS18.states module coremltools.converters.mil.mil.ops.defs.iOS18.tensor_transformation module coremltools.converters.mil.mil.ops.defs.iOS18.transformers module coremltools.converters.mil.mil.passes.defs.cleanup module coremltools.converters.mil.mil.passes.defs.optimize_activation module coremltools.converters.mil.mil.passes.defs.optimize_conv module coremltools.converters.mil.mil.passes.defs.optimize_elementwise_binary module coremltools.converters.mil.mil.passes.defs.optimize_linear module coremltools.converters.mil.mil.passes.defs.optimize_normalization module coremltools.converters.mil.mil.passes.defs.optimize_quantization module coremltools.converters.mil.mil.passes.defs.optimize_repeat_ops module coremltools.converters.mil.mil.passes.defs.optimize_state module coremltools.converters.mil.mil.passes.defs.optimize_tensor_operation module coremltools.converters.mil.mil.passes.defs.preprocess module coremltools.converters.mil.mil.passes.defs.quantization module coremltools.converters.mil.mil.passes.defs.symbol_transform module coremltools.converters.mil.mil.passes.defs.transformer module coremltools.converters.sklearn._converter module coremltools.converters.xgboost._tree module coremltools.models.array_feature_extractor module coremltools.models.compute_device module coremltools.models.compute_plan module coremltools.models.feature_vectorizer module coremltools.models.ml_program.compression_utils module coremltools.models.ml_program.experimental.async_wrapper module coremltools.models.ml_program.experimental.compute_plan_utils module coremltools.models.ml_program.experimental.debugging_utils module coremltools.models.ml_program.experimental.model_structure_path module coremltools.models.ml_program.experimental.perf_utils module coremltools.models.ml_program.experimental.remote_device module coremltools.models.ml_program.experimental.torch.debugging_utils module coremltools.models.ml_program.experimental.torch.perf_utils module coremltools.models.model module coremltools.models.nearest_neighbors.builder module coremltools.models.neural_network.builder module coremltools.models.neural_network.flexible_shape_utils module coremltools.models.neural_network.quantization_utils module coremltools.models.neural_network.update_optimizer_utils module coremltools.models.pipeline module coremltools.models.tree_ensemble module coremltools.models.utils module coremltools.optimize.coreml module, [1], [2], [3], [4] CoreMLWeightMetaData (class in coremltools.optimize.coreml), [1] cos (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) cosh (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) create_array_feature_extractor() (in module coremltools.models.array_feature_extractor) create_feature_vectorizer() (in module coremltools.models.feature_vectorizer) crop (class in coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing) crop_resize (class in coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing) (class in coremltools.converters.mil.mil.ops.defs.iOS16.image_resizing) (class in coremltools.converters.mil.mil.ops.defs.iOS17.image_resizing) cumsum (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation)

D

dead_code_elimination (class in coremltools.converters.mil.mil.passes.defs.cleanup) decompress_weights() (in module coremltools.optimize.coreml), [1] dedup_op_and_var_names (class in coremltools.converters.mil.mil.passes.defs.cleanup) depth_to_space (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) dequantize (class in coremltools.converters.mil.mil.ops.defs.iOS17.quantization_ops) dequantize_quantize_pair_elimination (class in coremltools.converters.mil.mil.passes.defs.optimize_quantization) dequantize_to_constexpr (class in coremltools.converters.mil.mil.passes.defs.optimize_quantization) description (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder property) detect_concat_interleave (class in coremltools.converters.mil.mil.passes.defs.optimize_tensor_operation)

Device (class in coremltools.models.ml_program.experimental.remote_device) DeviceState (class in coremltools.models.ml_program.experimental.remote_device) DeviceType (class in coremltools.models.ml_program.experimental.remote_device) distributive_quantized_binary_op_scale_normalization (class in coremltools.converters.mil.mil.passes.defs.optimize_quantization) divide_to_multiply (class in coremltools.converters.mil.mil.passes.defs.optimize_elementwise_binary) DKMPalettizer (class in coremltools.optimize.torch.palettization) DKMPalettizerConfig (class in coremltools.optimize.torch.palettization) do_quantize() (coremltools.models.neural_network.quantization_utils.AdvancedQuantizedLayerSelector method) (coremltools.models.neural_network.quantization_utils.MatrixMultiplyLayerSelector method)

E

einsum (class in coremltools.converters.mil.mil.ops.defs.iOS15.linear) elu (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.activation) enter_module() (coremltools.models.ml_program.experimental.torch.debugging_utils.TorchScriptModuleAnnotator method) EnumeratedShapes (class in coremltools.converters.mil.input_types) equal (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) erf (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) evaluate_classifier() (in module coremltools.models.utils) evaluate_classifier_with_probabilities() (in module coremltools.models.utils)

evaluate_regressor() (in module coremltools.models.utils) evaluate_transformer() (in module coremltools.models.utils) exit_module() (coremltools.models.ml_program.experimental.torch.debugging_utils.TorchScriptModuleAnnotator method) exp (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) exp2 (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) expand_dims (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.tensor_transformation) expand_dynamic_linear (class in coremltools.converters.mil.mil.passes.defs.cleanup) expand_high_rank_reshape_and_transpose (class in coremltools.converters.mil.mil.passes.defs.optimize_tensor_operation) extract_submodel() (in module coremltools.converters.mil.debugging_utils)

F

fill (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) fill_like (class in coremltools.converters.mil.mil.ops.defs.iOS16.tensor_operation) finalize() (coremltools.optimize.torch.palettization.DKMPalettizer method) (coremltools.optimize.torch.pruning.MagnitudePruner method) (coremltools.optimize.torch.quantization.LinearQuantizer method) find_failing_modules() (coremltools.models.ml_program.experimental.torch.debugging_utils.TorchScriptMLModelComparator method) find_failing_ops() (coremltools.models.ml_program.experimental.debugging_utils.MLModelComparator method) (coremltools.models.ml_program.experimental.debugging_utils.MLModelValidator method) (coremltools.models.ml_program.experimental.torch.debugging_utils.TorchExportMLModelComparator method) find_failing_ops_with_infinite_output() (coremltools.models.ml_program.experimental.debugging_utils.MLModelValidator method) find_failing_ops_with_nan_output() (coremltools.models.ml_program.experimental.debugging_utils.MLModelValidator method) flatten2d (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) floor (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) floor_div (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) FrameInfo (class in coremltools.models.ml_program.experimental.torch.debugging_utils) from_asset() (coremltools.models.CompiledMLModel class method) from_dict() (coremltools.optimize.coreml.OptimizationConfig class method) (coremltools.optimize.torch.layerwise_compression.LayerwiseCompressorConfig class method), [1] (coremltools.optimize.torch.palettization.DKMPalettizerConfig class method) (coremltools.optimize.torch.palettization.ModuleDKMPalettizerConfig class method) (coremltools.optimize.torch.pruning.MagnitudePrunerConfig class method) (coremltools.optimize.torch.pruning.ModuleMagnitudePrunerConfig class method) (coremltools.optimize.torch.quantization.LinearQuantizerConfig class method) (coremltools.optimize.torch.quantization.ModuleLinearQuantizerConfig class method) from_memory() (coremltools.models.model.MLModelAsset class method)

from_path() (coremltools.models.model.MLModelAsset class method) from_spec_or_path() (coremltools.models.ml_program.experimental.async_wrapper.MLModelAsyncWrapper static method) from_yaml() (coremltools.optimize.coreml.OptimizationConfig class method) (coremltools.optimize.torch.layerwise_compression.LayerwiseCompressorConfig class method), [1] (coremltools.optimize.torch.palettization.DKMPalettizerConfig class method) (coremltools.optimize.torch.palettization.ModuleDKMPalettizerConfig class method) (coremltools.optimize.torch.pruning.MagnitudePrunerConfig class method) (coremltools.optimize.torch.pruning.ModuleMagnitudePrunerConfig class method) (coremltools.optimize.torch.quantization.LinearQuantizerConfig class method) (coremltools.optimize.torch.quantization.ModuleLinearQuantizerConfig class method) fuse_conv_batchnorm (class in coremltools.converters.mil.mil.passes.defs.optimize_conv) fuse_conv_bias (class in coremltools.converters.mil.mil.passes.defs.optimize_conv) fuse_conv_scale (class in coremltools.converters.mil.mil.passes.defs.optimize_conv) fuse_elementwise_to_batchnorm (class in coremltools.converters.mil.mil.passes.defs.optimize_elementwise_binary) fuse_gelu_exact (class in coremltools.converters.mil.mil.passes.defs.optimize_activation) fuse_gelu_tanh_approximation (class in coremltools.converters.mil.mil.passes.defs.optimize_activation) fuse_layernorm_or_instancenorm (class in coremltools.converters.mil.mil.passes.defs.optimize_normalization) fuse_leaky_relu (class in coremltools.converters.mil.mil.passes.defs.optimize_activation) fuse_linear_bias (class in coremltools.converters.mil.mil.passes.defs.optimize_linear) fuse_matmul_weight_bias (class in coremltools.converters.mil.mil.passes.defs.optimize_linear) fuse_onehot_matmul_to_gather (class in coremltools.converters.mil.mil.passes.defs.optimize_tensor_operation) fuse_pad_conv (class in coremltools.converters.mil.mil.passes.defs.optimize_conv) fuse_prelu (class in coremltools.converters.mil.mil.passes.defs.optimize_activation) fuse_reduce_mean (class in coremltools.converters.mil.mil.passes.defs.cleanup) fuse_transpose_matmul (class in coremltools.converters.mil.mil.passes.defs.optimize_linear)

G

gather (class in coremltools.converters.mil.mil.ops.defs.iOS15.scatter_gather) (class in coremltools.converters.mil.mil.ops.defs.iOS16.scatter_gather) (class in coremltools.converters.mil.mil.ops.defs.iOS17.scatter_gather) gather_along_axis (class in coremltools.converters.mil.mil.ops.defs.iOS15.scatter_gather) (class in coremltools.converters.mil.mil.ops.defs.iOS17.scatter_gather) gather_nd (class in coremltools.converters.mil.mil.ops.defs.iOS15.scatter_gather) (class in coremltools.converters.mil.mil.ops.defs.iOS16.scatter_gather) (class in coremltools.converters.mil.mil.ops.defs.iOS17.scatter_gather) gelu (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) get_all_compute_devices() (coremltools.models.compute_device.MLComputeDevice class method) get_available_compute_devices() (coremltools.models.model.MLModel class method) get_compiled_model_path() (coremltools.models.model.MLModel method) get_compute_device_usage_for_mlprogram_operation() (coremltools.models.compute_plan.MLComputePlan method) get_compute_device_usage_for_neuralnetwork_layer() (coremltools.models.compute_plan.MLComputePlan method)

get_connected_devices() (coremltools.models.ml_program.experimental.remote_device.Device static method) get_devices() (coremltools.models.ml_program.experimental.remote_device.Device static method) get_estimated_cost_for_mlprogram_operation() (coremltools.models.compute_plan.MLComputePlan method) get_source_nodes_for_operation() (coremltools.models.ml_program.experimental.torch.debugging_utils.TorchNodeToMILOperationMapping method) get_source_nodes_for_output_name() (coremltools.models.ml_program.experimental.torch.debugging_utils.TorchNodeToMILOperationMapping method) get_spec() (coremltools.models.model.MLModel method) get_stack_frame_infos() (in module coremltools.models.ml_program.experimental.torch.debugging_utils) get_weights_metadata() (in module coremltools.optimize.coreml), [1] GPTQ (class in coremltools.optimize.torch.layerwise_compression.algorithms) greater (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) greater_equal (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) gru (class in coremltools.converters.mil.mil.ops.defs.iOS15.recurrent) (class in coremltools.converters.mil.mil.ops.defs.iOS17.recurrent) (class in coremltools.converters.mil.mil.ops.defs.iOS18.recurrent)

I

identity (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) image_input_preprocess (class in coremltools.converters.mil.mil.passes.defs.preprocess) ImageType (class in coremltools.converters.mil.input_types) index_type (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder property) inline_and_annotate_module() (in module coremltools.models.ml_program.experimental.torch.debugging_utils) InputType (class in coremltools.converters.mil.input_types) inspect() (coremltools.models.ml_program.experimental.debugging_utils.MLModelInspector method) inspect_conv_channels() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) inspect_innerproduct_channels() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) inspect_input_features() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) inspect_layers() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method)

inspect_loss_layers() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) inspect_optimizer() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) inspect_output_features() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) inspect_updatable_layers() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) instance_norm (class in coremltools.converters.mil.mil.ops.defs.iOS15.normalization) (class in coremltools.converters.mil.mil.ops.defs.iOS17.normalization) int_op_canonicalization (class in coremltools.converters.mil.mil.passes.defs.optimize_quantization) inverse (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) (class in coremltools.converters.mil.mil.ops.defs.iOS17.elementwise_unary) is_updatable (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder property) isFlexible() (coremltools.models.neural_network.flexible_shape_utils.NeuralNetworkMultiArrayShapeRange method)

K

KNearestNeighborsClassifierBuilder (class in coremltools.models.nearest_neighbors.builder)

L

l2_norm (class in coremltools.converters.mil.mil.ops.defs.iOS15.normalization) (class in coremltools.converters.mil.mil.ops.defs.iOS17.normalization) l2_pool (class in coremltools.converters.mil.mil.ops.defs.iOS15.pool) last_predict_duration_in_nano_seconds (coremltools.models.ml_program.experimental.async_wrapper.LocalMLModelAsyncWrapper property) (coremltools.models.ml_program.experimental.async_wrapper.MLModelAsyncWrapper property) (coremltools.models.ml_program.experimental.async_wrapper.RemoteMLModelAsyncWrapper property) (coremltools.models.model.MLModel property) layer_norm (class in coremltools.converters.mil.mil.ops.defs.iOS15.normalization) (class in coremltools.converters.mil.mil.ops.defs.iOS17.normalization) LayerwiseCompressor (class in coremltools.optimize.torch.layerwise_compression), [1] LayerwiseCompressorConfig (class in coremltools.optimize.torch.layerwise_compression), [1] leaf_size (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder property) leaky_relu (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.activation) less (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) less_equal (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) license (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder property) linear (class in coremltools.converters.mil.mil.ops.defs.iOS15.linear) (class in coremltools.converters.mil.mil.ops.defs.iOS17.linear) linear_activation (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.activation) linear_quantize_activations() (in module coremltools.optimize.coreml.experimental) linear_quantize_weights() (in module coremltools.optimize.coreml), [1] LinearQuantizer (class in coremltools.optimize.torch.quantization) LinearQuantizerConfig (class in coremltools.optimize.torch.quantization) list_gather (class in coremltools.converters.mil.mil.ops.defs.iOS15.control_flow) list_length (class in coremltools.converters.mil.mil.ops.defs.iOS15.control_flow)

list_read (class in coremltools.converters.mil.mil.ops.defs.iOS15.control_flow) list_scatter (class in coremltools.converters.mil.mil.ops.defs.iOS15.control_flow) list_write (class in coremltools.converters.mil.mil.ops.defs.iOS15.control_flow) load() (coremltools.models.ml_program.experimental.async_wrapper.LocalMLModelAsyncWrapper method) (coremltools.models.ml_program.experimental.async_wrapper.MLModelAsyncWrapper method) (coremltools.models.ml_program.experimental.async_wrapper.RemoteMLModelAsyncWrapper method) load_compute_plan_from_path_on_device() (in module coremltools.models.ml_program.experimental.compute_plan_utils) load_duration_in_nano_seconds (coremltools.models.ml_program.experimental.async_wrapper.LocalMLModelAsyncWrapper property) (coremltools.models.ml_program.experimental.async_wrapper.MLModelAsyncWrapper property) (coremltools.models.ml_program.experimental.async_wrapper.RemoteMLModelAsyncWrapper property) (coremltools.models.model.MLModel property) load_from_path() (coremltools.models.compute_plan.MLComputePlan class method) (coremltools.models.compute_plan.MLModelStructure class method) load_from_path_on_device() (coremltools.models.compute_plan.MLComputePlan method) load_spec() (in module coremltools.models.utils) local_response_norm (class in coremltools.converters.mil.mil.ops.defs.iOS15.normalization) (class in coremltools.converters.mil.mil.ops.defs.iOS17.normalization) LocalMLModelAsyncWrapper (class in coremltools.models.ml_program.experimental.async_wrapper) log (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) (class in coremltools.converters.mil.mil.ops.defs.iOS17.elementwise_unary) logical_and (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) logical_not (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) logical_or (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) logical_xor (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) loop_invariant_elimination (class in coremltools.converters.mil.mil.passes.defs.cleanup) lstm (class in coremltools.converters.mil.mil.ops.defs.iOS15.recurrent) (class in coremltools.converters.mil.mil.ops.defs.iOS17.recurrent)

M

MagnitudePruner (class in coremltools.optimize.torch.pruning) MagnitudePrunerConfig (class in coremltools.optimize.torch.pruning) make_list (class in coremltools.converters.mil.mil.ops.defs.iOS15.control_flow) make_pipeline() (in module coremltools.models.utils) make_state() (coremltools.models.CompiledMLModel method) (coremltools.models.model.MLModel method) make_updatable() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) materialize_dynamic_shape_mlmodel() (in module coremltools.models.utils) materialize_symbolic_shape_program (class in coremltools.converters.mil.mil.passes.defs.symbol_transform) matmul (class in coremltools.converters.mil.mil.ops.defs.iOS15.linear) (class in coremltools.converters.mil.mil.ops.defs.iOS17.linear) MatrixMultiplyLayerSelector (class in coremltools.models.neural_network.quantization_utils) max_pool (class in coremltools.converters.mil.mil.ops.defs.iOS15.pool) maximum (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) merge_affine_dequantize_with_consecutive_ops (class in coremltools.converters.mil.mil.passes.defs.optimize_quantization) merge_consecutive_paddings (class in coremltools.converters.mil.mil.passes.defs.optimize_repeat_ops) merge_consecutive_relus (class in coremltools.converters.mil.mil.passes.defs.optimize_repeat_ops) merge_consecutive_reshapes (class in coremltools.converters.mil.mil.passes.defs.optimize_repeat_ops) merge_consecutive_transposes (class in coremltools.converters.mil.mil.passes.defs.optimize_repeat_ops) minimum (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) MLComputeDevice (class in coremltools.models.compute_device) MLComputePlan (class in coremltools.models.compute_plan) MLComputePlanCost (class in coremltools.models.compute_plan) MLComputePlanDeviceUsage (class in coremltools.models.compute_plan) MLCPUComputeDevice (class in coremltools.models.compute_device) MLGPUComputeDevice (class in coremltools.models.compute_device) MLModel (class in coremltools.models.model) MLModelAsset (class in coremltools.models.model) MLModelAsyncWrapper (class in coremltools.models.ml_program.experimental.async_wrapper) MLModelBenchmarker (class in coremltools.models.ml_program.experimental.perf_utils) MLModelBenchmarker.Measurement (class in coremltools.models.ml_program.experimental.perf_utils) MLModelBenchmarker.OperationExecutionInfo (class in coremltools.models.ml_program.experimental.perf_utils) MLModelBenchmarker.Statistics (class in coremltools.models.ml_program.experimental.perf_utils) MLModelComparator (class in coremltools.models.ml_program.experimental.debugging_utils) MLModelInspector (class in coremltools.models.ml_program.experimental.debugging_utils) MLModelStructure (class in coremltools.models.compute_plan) MLModelStructureNeuralNetwork (class in coremltools.models.compute_plan) MLModelStructureNeuralNetworkLayer (class in coremltools.models.compute_plan) MLModelStructurePipeline (class in coremltools.models.compute_plan) MLModelStructureProgram (class in coremltools.models.compute_plan) MLModelStructureProgramArgument (class in coremltools.models.compute_plan) MLModelStructureProgramBinding (class in coremltools.models.compute_plan) MLModelStructureProgramBlock (class in coremltools.models.compute_plan) MLModelStructureProgramFunction (class in coremltools.models.compute_plan) MLModelStructureProgramNamedValueType (class in coremltools.models.compute_plan) MLModelStructureProgramOperation (class in coremltools.models.compute_plan) MLModelStructureProgramValue (class in coremltools.models.compute_plan) MLModelStructureProgramValueType (class in coremltools.models.compute_plan) MLModelValidator (class in coremltools.models.ml_program.experimental.debugging_utils) MLNeuralEngineComputeDevice (class in coremltools.models.compute_device) mod (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) model_structure (coremltools.models.compute_plan.MLComputePlan property) ModelMetrics (class in coremltools.models.neural_network.quantization_utils) ModelStructurePath (class in coremltools.models.ml_program.experimental.model_structure_path) ModelStructurePath.NeuralNetwork (class in coremltools.models.ml_program.experimental.model_structure_path) ModelStructurePath.NeuralNetwork.Layer (class in coremltools.models.ml_program.experimental.model_structure_path) ModelStructurePath.Pipeline (class in coremltools.models.ml_program.experimental.model_structure_path) ModelStructurePath.Pipeline.Model (class in coremltools.models.ml_program.experimental.model_structure_path) ModelStructurePath.Program (class in coremltools.models.ml_program.experimental.model_structure_path) ModelStructurePath.Program.Block (class in coremltools.models.ml_program.experimental.model_structure_path) ModelStructurePath.Program.Function (class in coremltools.models.ml_program.experimental.model_structure_path) ModelStructurePath.Program.Operation (class in coremltools.models.ml_program.experimental.model_structure_path) module coremltools.converters._converters_entry coremltools.converters.libsvm._libsvm_converter coremltools.converters.mil.debugging_utils coremltools.converters.mil.input_types coremltools.converters.mil.mil coremltools.converters.mil.mil.ops.defs.coreml_dialect.ops coremltools.converters.mil.mil.ops.defs.iOS15.activation coremltools.converters.mil.mil.ops.defs.iOS15.classify coremltools.converters.mil.mil.ops.defs.iOS15.control_flow coremltools.converters.mil.mil.ops.defs.iOS15.conv coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing coremltools.converters.mil.mil.ops.defs.iOS15.linear coremltools.converters.mil.mil.ops.defs.iOS15.normalization coremltools.converters.mil.mil.ops.defs.iOS15.pool coremltools.converters.mil.mil.ops.defs.iOS15.random coremltools.converters.mil.mil.ops.defs.iOS15.recurrent coremltools.converters.mil.mil.ops.defs.iOS15.reduction coremltools.converters.mil.mil.ops.defs.iOS15.scatter_gather coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation coremltools.converters.mil.mil.ops.defs.iOS16.constexpr_ops coremltools.converters.mil.mil.ops.defs.iOS16.image_resizing coremltools.converters.mil.mil.ops.defs.iOS16.scatter_gather coremltools.converters.mil.mil.ops.defs.iOS16.tensor_operation coremltools.converters.mil.mil.ops.defs.iOS16.tensor_transformation coremltools.converters.mil.mil.ops.defs.iOS17.activation coremltools.converters.mil.mil.ops.defs.iOS17.conv coremltools.converters.mil.mil.ops.defs.iOS17.elementwise_unary coremltools.converters.mil.mil.ops.defs.iOS17.image_resizing coremltools.converters.mil.mil.ops.defs.iOS17.linear coremltools.converters.mil.mil.ops.defs.iOS17.normalization coremltools.converters.mil.mil.ops.defs.iOS17.quantization_ops coremltools.converters.mil.mil.ops.defs.iOS17.recurrent coremltools.converters.mil.mil.ops.defs.iOS17.reduction coremltools.converters.mil.mil.ops.defs.iOS17.scatter_gather coremltools.converters.mil.mil.ops.defs.iOS17.tensor_operation coremltools.converters.mil.mil.ops.defs.iOS17.tensor_transformation coremltools.converters.mil.mil.ops.defs.iOS18.compression coremltools.converters.mil.mil.ops.defs.iOS18.recurrent coremltools.converters.mil.mil.ops.defs.iOS18.states coremltools.converters.mil.mil.ops.defs.iOS18.tensor_transformation coremltools.converters.mil.mil.ops.defs.iOS18.transformers coremltools.converters.mil.mil.passes.defs.cleanup coremltools.converters.mil.mil.passes.defs.optimize_activation coremltools.converters.mil.mil.passes.defs.optimize_conv coremltools.converters.mil.mil.passes.defs.optimize_elementwise_binary coremltools.converters.mil.mil.passes.defs.optimize_linear coremltools.converters.mil.mil.passes.defs.optimize_normalization coremltools.converters.mil.mil.passes.defs.optimize_quantization coremltools.converters.mil.mil.passes.defs.optimize_repeat_ops coremltools.converters.mil.mil.passes.defs.optimize_state coremltools.converters.mil.mil.passes.defs.optimize_tensor_operation coremltools.converters.mil.mil.passes.defs.preprocess coremltools.converters.mil.mil.passes.defs.quantization coremltools.converters.mil.mil.passes.defs.symbol_transform coremltools.converters.mil.mil.passes.defs.transformer coremltools.converters.sklearn._converter coremltools.converters.xgboost._tree coremltools.models.array_feature_extractor coremltools.models.compute_device coremltools.models.compute_plan coremltools.models.feature_vectorizer coremltools.models.ml_program.compression_utils coremltools.models.ml_program.experimental.async_wrapper coremltools.models.ml_program.experimental.compute_plan_utils coremltools.models.ml_program.experimental.debugging_utils coremltools.models.ml_program.experimental.model_structure_path coremltools.models.ml_program.experimental.perf_utils coremltools.models.ml_program.experimental.remote_device coremltools.models.ml_program.experimental.torch.debugging_utils coremltools.models.ml_program.experimental.torch.perf_utils coremltools.models.model coremltools.models.nearest_neighbors.builder coremltools.models.neural_network.builder coremltools.models.neural_network.flexible_shape_utils coremltools.models.neural_network.quantization_utils coremltools.models.neural_network.update_optimizer_utils coremltools.models.pipeline coremltools.models.tree_ensemble coremltools.models.utils coremltools.optimize.coreml, [1], [2], [3], [4]

module_call_stack (coremltools.models.ml_program.experimental.torch.debugging_utils.TorchScriptModuleAnnotator property) ModuleDKMPalettizerConfig (class in coremltools.optimize.torch.palettization) ModuleGPTQConfig (class in coremltools.optimize.torch.layerwise_compression.algorithms) ModuleLinearQuantizerConfig (class in coremltools.optimize.torch.quantization) ModuleMagnitudePrunerConfig (class in coremltools.optimize.torch.pruning) ModulePostTrainingPalettizerConfig (class in coremltools.optimize.torch.palettization) ModulePostTrainingQuantizerConfig (class in coremltools.optimize.torch.quantization) ModuleSKMPalettizerConfig (class in coremltools.optimize.torch.palettization) ModuleSparseGPTConfig (class in coremltools.optimize.torch.layerwise_compression.algorithms) mul (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) MultiFunctionDescriptor (class in coremltools.models.utils)

N

NeuralNetworkBuilder (class in coremltools.models.neural_network.builder) NeuralNetworkImageSize (class in coremltools.models.neural_network.flexible_shape_utils) NeuralNetworkImageSizeRange (class in coremltools.models.neural_network.flexible_shape_utils) NeuralNetworkMultiArrayShape (class in coremltools.models.neural_network.flexible_shape_utils) NeuralNetworkMultiArrayShapeRange (class in coremltools.models.neural_network.flexible_shape_utils) node_infos (coremltools.models.ml_program.experimental.torch.debugging_utils.TorchScriptModuleAnnotator property) non_maximum_suppression (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.tensor_operation)

non_zero (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) noop_elimination (class in coremltools.converters.mil.mil.passes.defs.cleanup) not_equal (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) nullify_redundant_quantization_zero_point (class in coremltools.converters.mil.mil.passes.defs.optimize_quantization) number_of_dimensions (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder property) number_of_neighbors (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder property) number_of_neighbors_allowed_range() (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder method) number_of_neighbors_allowed_set() (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder method)

O

ObserverType (class in coremltools.optimize.torch.quantization) one_hot (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) OpLinearQuantizerConfig (class in coremltools.optimize.coreml) OpMagnitudePrunerConfig (class in coremltools.optimize.coreml) OpPalettizerConfig (class in coremltools.optimize.coreml)

OpThresholdPrunerConfig (class in coremltools.optimize.coreml) OptimizationConfig (class in coremltools.optimize.coreml) output_name_to_op_map (coremltools.models.ml_program.experimental.debugging_utils.MLModelInspector property) output_names (coremltools.models.ml_program.experimental.debugging_utils.MLModelInspector property) OutputMetric (class in coremltools.models.neural_network.quantization_utils)

P

pad (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) palettize_weights() (in module coremltools.models.ml_program.compression_utils) (in module coremltools.optimize.coreml), [1] Pipeline (class in coremltools.models.pipeline) PipelineClassifier (class in coremltools.models.pipeline) PipelineRegressor (class in coremltools.models.pipeline) pixel_shuffle (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) pixel_unshuffle (class in coremltools.converters.mil.mil.ops.defs.iOS16.tensor_transformation) PolynomialDecayScheduler (class in coremltools.optimize.torch.pruning.pruning_scheduler) PostTrainingPalettizer (class in coremltools.optimize.torch.palettization) PostTrainingPalettizerConfig (class in coremltools.optimize.torch.palettization) PostTrainingQuantizer (class in coremltools.optimize.torch.quantization) PostTrainingQuantizerConfig (class in coremltools.optimize.torch.quantization) pow (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) predict() (coremltools.models.CompiledMLModel method) (coremltools.models.ml_program.experimental.async_wrapper.LocalMLModelAsyncWrapper method) (coremltools.models.ml_program.experimental.async_wrapper.MLModelAsyncWrapper method) (coremltools.models.ml_program.experimental.async_wrapper.RemoteMLModelAsyncWrapper method) (coremltools.models.model.MLModel method)

prefer_state_in_downstream (class in coremltools.converters.mil.mil.passes.defs.optimize_state) prelu (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.activation) prelu_to_lrelu (class in coremltools.converters.mil.mil.passes.defs.optimize_activation) prepare() (coremltools.optimize.torch.palettization.DKMPalettizer method) (coremltools.optimize.torch.pruning.MagnitudePruner method) (coremltools.optimize.torch.quantization.LinearQuantizer method) prepare_for_model_debugging() (coremltools.models.ml_program.experimental.remote_device.Device method) program() (coremltools.converters.mil.mil.Builder static method) prune_weights() (in module coremltools.optimize.coreml), [1] PruningScheduler (class in coremltools.optimize.torch.pruning.pruning_scheduler)

Q

QuantizationScheme (class in coremltools.optimize.torch.quantization) quantize (class in coremltools.converters.mil.mil.ops.defs.iOS17.quantization_ops)

quantize_weights() (in module coremltools.models.neural_network.quantization_utils) QuantizedLayerSelector (class in coremltools.models.neural_network.quantization_utils)

R

random_bernoulli (class in coremltools.converters.mil.mil.ops.defs.iOS15.random) random_categorical (class in coremltools.converters.mil.mil.ops.defs.iOS15.random) random_normal (class in coremltools.converters.mil.mil.ops.defs.iOS15.random) random_uniform (class in coremltools.converters.mil.mil.ops.defs.iOS15.random) randomize_weights() (in module coremltools.models.utils) range_1d (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) RangeDim (class in coremltools.converters.mil.input_types) RangeParam (class in coremltools.models.neural_network.update_optimizer_utils) rank0_expand_dims_swap (class in coremltools.converters.mil.mil.passes.defs.optimize_elementwise_binary) read_state (class in coremltools.converters.mil.mil.ops.defs.iOS18.states) real_div (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary) reduce_argmax (class in coremltools.converters.mil.mil.ops.defs.iOS15.reduction) (class in coremltools.converters.mil.mil.ops.defs.iOS17.reduction) reduce_argmin (class in coremltools.converters.mil.mil.ops.defs.iOS15.reduction) (class in coremltools.converters.mil.mil.ops.defs.iOS17.reduction) reduce_l1_norm (class in coremltools.converters.mil.mil.ops.defs.iOS15.reduction) reduce_l2_norm (class in coremltools.converters.mil.mil.ops.defs.iOS15.reduction) reduce_log_sum (class in coremltools.converters.mil.mil.ops.defs.iOS15.reduction) reduce_log_sum_exp (class in coremltools.converters.mil.mil.ops.defs.iOS15.reduction) reduce_max (class in coremltools.converters.mil.mil.ops.defs.iOS15.reduction) reduce_mean (class in coremltools.converters.mil.mil.ops.defs.iOS15.reduction) reduce_min (class in coremltools.converters.mil.mil.ops.defs.iOS15.reduction) reduce_prod (class in coremltools.converters.mil.mil.ops.defs.iOS15.reduction) reduce_sum (class in coremltools.converters.mil.mil.ops.defs.iOS15.reduction) reduce_sum_square (class in coremltools.converters.mil.mil.ops.defs.iOS15.reduction) reduce_transposes (class in coremltools.converters.mil.mil.passes.defs.optimize_repeat_ops) relu (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) relu6 (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) RemoteMLModelAsyncWrapper (class in coremltools.models.ml_program.experimental.async_wrapper) remove_function() (coremltools.models.utils.MultiFunctionDescriptor method)

remove_redundant_ops (class in coremltools.converters.mil.mil.passes.defs.cleanup) remove_symbolic_reshape (class in coremltools.converters.mil.mil.passes.defs.cleanup) rename_feature() (in module coremltools.models.utils) replace_stack_reshape (class in coremltools.converters.mil.mil.passes.defs.optimize_tensor_operation) report() (coremltools.optimize.torch.palettization.DKMPalettizer method) (coremltools.optimize.torch.pruning.MagnitudePruner method) (coremltools.optimize.torch.quantization.LinearQuantizer method) resample (class in coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing) (class in coremltools.converters.mil.mil.ops.defs.iOS16.image_resizing) (class in coremltools.converters.mil.mil.ops.defs.iOS17.image_resizing) reshape (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.tensor_transformation) reshape_like (class in coremltools.converters.mil.mil.ops.defs.iOS16.tensor_transformation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.tensor_transformation) resize (class in coremltools.converters.mil.mil.ops.defs.iOS17.image_resizing) resize_bilinear (class in coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing) resize_nearest_neighbor (class in coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing) retrieve_compute_plan() (coremltools.models.ml_program.experimental.async_wrapper.LocalMLModelAsyncWrapper method) (coremltools.models.ml_program.experimental.async_wrapper.MLModelAsyncWrapper method) (coremltools.models.ml_program.experimental.async_wrapper.RemoteMLModelAsyncWrapper method) retrieve_outputs() (coremltools.models.ml_program.experimental.debugging_utils.MLModelInspector method) reverse (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.tensor_transformation) reverse_sequence (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.tensor_transformation) rnn (class in coremltools.converters.mil.mil.ops.defs.iOS15.recurrent) (class in coremltools.converters.mil.mil.ops.defs.iOS17.recurrent) round (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) rsqrt (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) (class in coremltools.converters.mil.mil.ops.defs.iOS17.elementwise_unary)

S

sanitize_input_output_names (class in coremltools.converters.mil.mil.passes.defs.preprocess) save() (coremltools.models.model.MLModel method) save_multifunction() (in module coremltools.models.utils) save_spec() (in module coremltools.models.utils) scaled_dot_product_attention (class in coremltools.converters.mil.mil.ops.defs.iOS18.transformers) scaled_dot_product_attention_sliced_q (class in coremltools.converters.mil.mil.passes.defs.transformer) scaled_tanh (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.activation) scatter (class in coremltools.converters.mil.mil.ops.defs.iOS15.scatter_gather) (class in coremltools.converters.mil.mil.ops.defs.iOS17.scatter_gather) scatter_along_axis (class in coremltools.converters.mil.mil.ops.defs.iOS15.scatter_gather) (class in coremltools.converters.mil.mil.ops.defs.iOS17.scatter_gather) scatter_nd (class in coremltools.converters.mil.mil.ops.defs.iOS15.scatter_gather) (class in coremltools.converters.mil.mil.ops.defs.iOS17.scatter_gather) select (class in coremltools.converters.mil.mil.ops.defs.iOS15.control_flow) select_optimization (class in coremltools.converters.mil.mil.passes.defs.optimize_elementwise_binary) set_categorical_cross_entropy_loss() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) set_class_labels() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) set_default_prediction_value() (coremltools.models.tree_ensemble.TreeEnsembleBase method) set_global() (coremltools.optimize.coreml.OptimizationConfig method) (coremltools.optimize.torch.palettization.DKMPalettizerConfig method) (coremltools.optimize.torch.pruning.MagnitudePrunerConfig method) (coremltools.optimize.torch.quantization.LinearQuantizerConfig method) set_index_type() (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder method) set_input() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) set_intended_backends() (in module coremltools.models.ml_program.experimental.compute_plan_utils) set_mean_squared_error_loss() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) set_module_name() (coremltools.optimize.torch.palettization.DKMPalettizerConfig method) (coremltools.optimize.torch.pruning.MagnitudePrunerConfig method) (coremltools.optimize.torch.quantization.LinearQuantizerConfig method) set_module_type() (coremltools.optimize.torch.palettization.DKMPalettizerConfig method) (coremltools.optimize.torch.pruning.MagnitudePrunerConfig method) (coremltools.optimize.torch.quantization.LinearQuantizerConfig method) set_multiarray_ndshape_range() (in module coremltools.models.neural_network.flexible_shape_utils) set_number_of_neighbors_with_bounds() (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder method) set_op_name() (coremltools.optimize.coreml.OptimizationConfig method) set_op_type() (coremltools.optimize.coreml.OptimizationConfig method) set_optional_input() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) set_output() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) set_post_evaluation_transform() (coremltools.models.tree_ensemble.TreeEnsembleBase method) set_pre_processing_parameters() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) set_training_input() (coremltools.models.neural_network.builder.NeuralNetworkBuilder method) (coremltools.models.pipeline.Pipeline method) (coremltools.models.pipeline.PipelineClassifier method) (coremltools.models.pipeline.PipelineRegressor method)

SgdParams (class in coremltools.models.neural_network.update_optimizer_utils) Shape (class in coremltools.converters.mil.input_types) shape (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) sigmoid (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) sigmoid_hard (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.activation) sign (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) silu (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) sin (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) sinh (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) skip_op_by_type() (in module coremltools.models.ml_program.experimental.debugging_utils) SKMPalettizer (class in coremltools.optimize.torch.palettization) SKMPalettizerConfig (class in coremltools.optimize.torch.palettization) slice_by_index (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.tensor_transformation) slice_by_size (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.tensor_transformation) slice_update (class in coremltools.converters.mil.mil.ops.defs.iOS18.tensor_transformation) sliding_windows (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.tensor_transformation) softmax (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) softplus (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) softplus_parametric (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.activation) softsign (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) space_to_batch (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) space_to_depth (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) SparseGPT (class in coremltools.optimize.torch.layerwise_compression.algorithms) sparsify_weights() (in module coremltools.models.ml_program.compression_utils) split (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) sqrt (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) square (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) squeeze (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.tensor_transformation) stack (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) StateType (class in coremltools.converters.mil.input_types) step() (coremltools.optimize.torch.palettization.DKMPalettizer method) (coremltools.optimize.torch.pruning.MagnitudePruner method) (coremltools.optimize.torch.quantization.LinearQuantizer method) sub (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_binary)

T

tan (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) tanh (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) TensorType (class in coremltools.converters.mil.input_types) threshold (class in coremltools.converters.mil.mil.ops.defs.iOS15.elementwise_unary) thresholded_relu (class in coremltools.converters.mil.mil.ops.defs.iOS15.activation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.activation) tile (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) topk (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_operation) (class in coremltools.converters.mil.mil.ops.defs.iOS16.tensor_operation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.tensor_operation) topological_reorder (class in coremltools.converters.mil.mil.passes.defs.cleanup) TorchExportMLModelComparator (class in coremltools.models.ml_program.experimental.torch.debugging_utils) TorchMLModelBenchmarker (class in coremltools.models.ml_program.experimental.torch.perf_utils)

TorchMLModelBenchmarker.ModuleExecutionInfo (class in coremltools.models.ml_program.experimental.torch.perf_utils) TorchMLModelBenchmarker.NodeExecutionInfo (class in coremltools.models.ml_program.experimental.torch.perf_utils) TorchNodeToMILOperationMapping (class in coremltools.models.ml_program.experimental.torch.debugging_utils) TorchScriptMLModelComparator (class in coremltools.models.ml_program.experimental.torch.debugging_utils) TorchScriptModuleAnnotator (class in coremltools.models.ml_program.experimental.torch.debugging_utils) TorchScriptModuleInfo (class in coremltools.models.ml_program.experimental.torch.debugging_utils) TorchScriptModuleMappingInfo (class in coremltools.models.ml_program.experimental.torch.debugging_utils) TorchScriptNodeInfo (class in coremltools.models.ml_program.experimental.torch.debugging_utils) total_core_count (coremltools.models.compute_device.MLNeuralEngineComputeDevice property) transpose (class in coremltools.converters.mil.mil.ops.defs.iOS15.tensor_transformation) (class in coremltools.converters.mil.mil.ops.defs.iOS17.tensor_transformation) TreeEnsembleBase (class in coremltools.models.tree_ensemble) TreeEnsembleClassifier (class in coremltools.models.tree_ensemble) TreeEnsembleRegressor (class in coremltools.models.tree_ensemble)

U

unload() (coremltools.models.ml_program.experimental.async_wrapper.LocalMLModelAsyncWrapper method) (coremltools.models.ml_program.experimental.async_wrapper.MLModelAsyncWrapper method) (coremltools.models.ml_program.experimental.async_wrapper.RemoteMLModelAsyncWrapper method) update_image_size_range() (in module coremltools.models.neural_network.flexible_shape_utils) update_multiarray_shape_range() (in module coremltools.models.neural_network.flexible_shape_utils)

update_output_dtypes (class in coremltools.converters.mil.mil.passes.defs.preprocess) upsample_bilinear (class in coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing) (class in coremltools.converters.mil.mil.ops.defs.iOS16.image_resizing) upsample_nearest_neighbor (class in coremltools.converters.mil.mil.ops.defs.iOS15.image_resizing) use_reflection_padding (class in coremltools.converters.mil.mil.passes.defs.optimize_tensor_operation)

W

weighting_scheme (coremltools.models.nearest_neighbors.builder.KNearestNeighborsClassifierBuilder property)

while_loop (class in coremltools.converters.mil.mil.ops.defs.iOS15.control_flow)