├── .gitmodules ├── LICENSE ├── README.md ├── generated-libs ├── arm64-v8a │ └── libtensorflowlite.so └── armeabi-v7a │ └── libtensorflowlite.so └── include └── tensorflow └── lite ├── BUILD ├── CMakeLists.txt ├── README.md ├── allocation.h ├── arena_planner.h ├── build_def.bzl ├── builtin_op_data.h ├── builtin_ops.h ├── c ├── BUILD ├── CMakeLists.txt ├── README.md ├── builtin_op_data.h ├── c_api.h ├── c_api_experimental.h ├── c_api_internal.h ├── c_api_types.h ├── c_test.c ├── common.c ├── common.h ├── exported_symbols.lds └── version_script.lds ├── context.h ├── context_util.h ├── core ├── api │ ├── BUILD │ ├── error_reporter.cc │ ├── error_reporter.h │ ├── error_reporter_test.cc │ ├── flatbuffer_conversions.cc │ ├── flatbuffer_conversions.h │ ├── flatbuffer_conversions_test.cc │ ├── op_resolver.cc │ ├── op_resolver.h │ ├── op_resolver_test.cc │ ├── profiler.h │ ├── tensor_utils.cc │ ├── tensor_utils.h │ └── verifier.h ├── macros.h ├── shims │ ├── BUILD │ ├── README.md │ ├── build_defs.bzl │ ├── c │ │ ├── builtin_op_data.h │ │ ├── c_api.h │ │ ├── c_api_experimental.h │ │ ├── common.h │ │ ├── shims_test_util.cc │ │ └── shims_test_util.h │ └── cc │ │ ├── experimental │ │ └── acceleration │ │ │ └── configuration │ │ │ └── delegate_registry.h │ │ ├── interpreter.h │ │ ├── interpreter_builder.h │ │ ├── kernels │ │ └── register.h │ │ ├── model.h │ │ ├── model_builder.h │ │ └── shims_test_util.h └── subgraph.h ├── create_op_resolver.h ├── delegates ├── BUILD ├── coreml │ ├── BUILD │ ├── README.md │ ├── builders │ │ ├── BUILD │ │ ├── activation_layer_builder.cc │ │ ├── activation_layer_builder.h │ │ ├── add_op_builder.cc │ │ ├── add_op_builder.h │ │ ├── concatenation_op_builder.cc │ │ ├── concatenation_op_builder.h │ │ ├── convolution_op_builder.cc │ │ ├── convolution_op_builder.h │ │ ├── dummy_op_builder.cc │ │ ├── dummy_op_builder.h │ │ ├── fully_connected_op_builder.cc │ │ ├── fully_connected_op_builder.h │ │ ├── hardswish_op_builder.cc │ │ ├── hardswish_op_builder.h │ │ ├── mul_op_builder.cc │ │ ├── mul_op_builder.h │ │ ├── op_builder.cc │ │ ├── op_builder.h │ │ ├── op_factory.h │ │ ├── op_validator.h │ │ ├── pad_op_builder.cc │ │ ├── pad_op_builder.h │ │ ├── pooling_layer_builder.cc │ │ ├── pooling_layer_builder.h │ │ ├── reshape_op_builder.cc │ │ ├── reshape_op_builder.h │ │ ├── resize_bilinear_op_builder.cc │ │ ├── resize_bilinear_op_builder.h │ │ ├── softmax_op_builder.cc │ │ ├── softmax_op_builder.h │ │ ├── test_util.h │ │ ├── test_util.mm │ │ ├── threshold_layer_builder.cc │ │ ├── threshold_layer_builder.h │ │ ├── util.cc │ │ ├── util.h │ │ └── util_test.cc │ ├── coreml_delegate.h │ ├── coreml_delegate.mm │ ├── coreml_delegate_kernel.h │ ├── coreml_delegate_kernel.mm │ ├── coreml_executor.h │ └── coreml_executor.mm ├── delegate_test_util.h ├── external │ ├── BUILD │ ├── README.md │ ├── external_delegate.cc │ └── external_delegate.h ├── flex │ ├── BUILD │ ├── allowlisted_flex_ops.cc │ ├── allowlisted_flex_ops.h │ ├── allowlisted_flex_ops_internal.h │ ├── allowlisted_flex_ops_test.cc │ ├── buffer_map.cc │ ├── buffer_map.h │ ├── buffer_map_test.cc │ ├── build_def.bzl │ ├── delegate.cc │ ├── delegate.h │ ├── delegate_data.cc │ ├── delegate_data.h │ ├── delegate_data_test.cc │ ├── delegate_test.cc │ ├── java │ │ └── src │ │ │ └── main │ │ │ ├── java │ │ │ └── org │ │ │ │ └── tensorflow │ │ │ │ └── lite │ │ │ │ └── flex │ │ │ │ ├── BUILD │ │ │ │ └── FlexDelegate.java │ │ │ └── native │ │ │ ├── BUILD │ │ │ └── flex_delegate_jni.cc │ ├── kernel.cc │ ├── kernel.h │ ├── kernel_test.cc │ ├── test │ │ └── BUILD │ ├── test_util.cc │ ├── test_util.h │ ├── util.cc │ ├── util.h │ └── util_test.cc ├── gpu │ ├── BUILD │ ├── README.md │ ├── api.cc │ ├── api.h │ ├── cl │ │ ├── BUILD │ │ ├── api.cc │ │ ├── api.h │ │ ├── buffer.cc │ │ ├── buffer.h │ │ ├── buffer_test.cc │ │ ├── cl_arguments.cc │ │ ├── cl_arguments.h │ │ ├── cl_arguments_test.cc │ │ ├── cl_command_queue.cc │ │ ├── cl_command_queue.h │ │ ├── cl_context.cc │ │ ├── cl_context.h │ │ ├── cl_device.cc │ │ ├── cl_device.h │ │ ├── cl_errors.h │ │ ├── cl_event.cc │ │ ├── cl_event.h │ │ ├── cl_image_format.cc │ │ ├── cl_image_format.h │ │ ├── cl_kernel.cc │ │ ├── cl_kernel.h │ │ ├── cl_memory.cc │ │ ├── cl_memory.h │ │ ├── cl_operation.cc │ │ ├── cl_operation.h │ │ ├── cl_program.cc │ │ ├── cl_program.h │ │ ├── cl_test.h │ │ ├── compiled_program_cache.fbs │ │ ├── compiled_program_cache_generated.h │ │ ├── egl_sync.cc │ │ ├── egl_sync.h │ │ ├── environment.cc │ │ ├── environment.h │ │ ├── gl_interop.cc │ │ ├── gl_interop.h │ │ ├── gpu_api_delegate.cc │ │ ├── gpu_api_delegate.h │ │ ├── gpu_object.h │ │ ├── inference_context.cc │ │ ├── inference_context.h │ │ ├── kernels │ │ │ ├── BUILD │ │ │ ├── add_test.cc │ │ │ ├── cl_test.cc │ │ │ ├── cl_test.h │ │ │ ├── concat_test.cc │ │ │ ├── conv_buffer_1x1_test.cc │ │ │ ├── conv_constants_test.cc │ │ │ ├── conv_powervr_test.cc │ │ │ ├── conv_weights_converter_test.cc │ │ │ ├── converter.cc │ │ │ ├── converter.h │ │ │ ├── convolution_transposed_3x3_test.cc │ │ │ ├── convolution_transposed_3x3_thin_test.cc │ │ │ ├── convolution_transposed_4x4_test.cc │ │ │ ├── convolution_transposed_test.cc │ │ │ ├── convolution_transposed_thin_test.cc │ │ │ ├── depthwise_conv_3x3_test.cc │ │ │ ├── depthwise_conv_test.cc │ │ │ ├── elementwise_test.cc │ │ │ ├── fully_connected_test.cc │ │ │ ├── lstm_full_test.cc │ │ │ ├── lstm_test.cc │ │ │ ├── max_unpooling_test.cc │ │ │ ├── mean_stddev_normalization_test.cc │ │ │ ├── padding_test.cc │ │ │ ├── pooling_test.cc │ │ │ ├── prelu_test.cc │ │ │ ├── quantize_and_dequantize_test.cc │ │ │ ├── reduce_test.cc │ │ │ ├── relu_test.cc │ │ │ ├── reshape_test.cc │ │ │ ├── reshapex4_test.cc │ │ │ ├── resize_test.cc │ │ │ ├── softmax1x1_test.cc │ │ │ ├── softmax_test.cc │ │ │ ├── space_to_depth_test.cc │ │ │ ├── split_test.cc │ │ │ ├── strided_slice_test.cc │ │ │ ├── transpose_test.cc │ │ │ └── winograd_test.cc │ │ ├── linear_storage.cc │ │ ├── linear_storage.h │ │ ├── opencl_wrapper.cc │ │ ├── opencl_wrapper.h │ │ ├── program_cache.cc │ │ ├── program_cache.h │ │ ├── run_tests.sh │ │ ├── serialization.cc │ │ ├── serialization.fbs │ │ ├── serialization.h │ │ ├── serialization_generated.h │ │ ├── tensor.cc │ │ ├── tensor.h │ │ ├── tensor_test.cc │ │ ├── tensor_type_util.cc │ │ ├── tensor_type_util.h │ │ ├── testing │ │ │ ├── BUILD │ │ │ ├── delegate_testing.cc │ │ │ ├── internal_api_samples.cc │ │ │ ├── performance_profiling.cc │ │ │ ├── run_delegate_testing.sh │ │ │ ├── run_internal_api_samples.sh │ │ │ └── run_performance_profiling.sh │ │ ├── texture2d.cc │ │ ├── texture2d.h │ │ ├── texture2d_test.cc │ │ ├── util.cc │ │ └── util.h │ ├── common │ │ ├── BUILD │ │ ├── access_type.h │ │ ├── convert.cc │ │ ├── convert.h │ │ ├── custom_parsers.h │ │ ├── custom_transformations.h │ │ ├── data_type.cc │ │ ├── data_type.h │ │ ├── default │ │ │ ├── BUILD │ │ │ ├── custom_parsers.cc │ │ │ └── custom_transformations.cc │ │ ├── gpu_info.cc │ │ ├── gpu_info.h │ │ ├── kernel_info.h │ │ ├── lstm_parser.cc │ │ ├── lstm_parser.h │ │ ├── memory_management.cc │ │ ├── memory_management.h │ │ ├── memory_management │ │ │ ├── equality_assignment.h │ │ │ ├── greedy_by_breadth_assignment.cc │ │ │ ├── greedy_by_breadth_assignment.h │ │ │ ├── greedy_by_size_assignment.cc │ │ │ ├── greedy_by_size_assignment.h │ │ │ ├── greedy_in_order_assignment.h │ │ │ ├── internal.cc │ │ │ ├── internal.h │ │ │ ├── internal_test.cc │ │ │ ├── min_cost_flow_assignment.cc │ │ │ ├── min_cost_flow_assignment.h │ │ │ ├── naive_assignment.h │ │ │ ├── types.cc │ │ │ ├── types.h │ │ │ └── types_test.cc │ │ ├── memory_management_test.cc │ │ ├── model.cc │ │ ├── model.h │ │ ├── model_builder.cc │ │ ├── model_builder.h │ │ ├── model_builder_helper.cc │ │ ├── model_builder_helper.h │ │ ├── model_builder_test.cc │ │ ├── model_hints.h │ │ ├── model_test.cc │ │ ├── model_transformer.cc │ │ ├── model_transformer.h │ │ ├── object_reader.cc │ │ ├── object_reader.h │ │ ├── operation_parser.cc │ │ ├── operation_parser.h │ │ ├── operations.cc │ │ ├── operations.h │ │ ├── precision.cc │ │ ├── precision.h │ │ ├── quantization_util.cc │ │ ├── quantization_util.h │ │ ├── quantization_util_test.cc │ │ ├── selectors │ │ │ ├── BUILD │ │ │ ├── convolution_selector.h │ │ │ ├── convolution_transposed_selector.h │ │ │ ├── default │ │ │ │ ├── BUILD │ │ │ │ ├── convolution_selector.cc │ │ │ │ ├── convolution_transposed_selector.cc │ │ │ │ ├── default_selector.cc │ │ │ │ ├── dw_convolution_selector.cc │ │ │ │ └── fully_connected_selector.cc │ │ │ ├── default_selector.h │ │ │ ├── dw_convolution_selector.h │ │ │ ├── fully_connected_selector.h │ │ │ ├── operation_selector.cc │ │ │ ├── operation_selector.h │ │ │ ├── simple_selectors.cc │ │ │ ├── simple_selectors.h │ │ │ ├── special_selector.cc │ │ │ ├── special_selector.h │ │ │ ├── subgraph.cc │ │ │ └── subgraph.h │ │ ├── shape.cc │ │ ├── shape.h │ │ ├── shape_test.cc │ │ ├── status.h │ │ ├── task │ │ │ ├── BUILD │ │ │ ├── arguments.cc │ │ │ ├── arguments.h │ │ │ ├── buffer_desc.cc │ │ │ ├── buffer_desc.h │ │ │ ├── compiler_options.h │ │ │ ├── gpu_object_desc.h │ │ │ ├── gpu_operation.cc │ │ │ ├── gpu_operation.h │ │ │ ├── gpu_tensor.h │ │ │ ├── profiling_info.cc │ │ │ ├── profiling_info.h │ │ │ ├── serialization_base.fbs │ │ │ ├── serialization_base_generated.h │ │ │ ├── storage_type_util.cc │ │ │ ├── storage_type_util.h │ │ │ ├── tensor_desc.cc │ │ │ ├── tensor_desc.h │ │ │ ├── tensor_linear_desc.cc │ │ │ ├── tensor_linear_desc.h │ │ │ ├── testing_util.cc │ │ │ ├── testing_util.h │ │ │ ├── texture2d_desc.cc │ │ │ ├── texture2d_desc.h │ │ │ ├── tuning_type.h │ │ │ ├── util.cc │ │ │ ├── util.h │ │ │ ├── weights_conversion.cc │ │ │ ├── weights_conversion.h │ │ │ ├── weights_layout.cc │ │ │ ├── weights_layout.h │ │ │ ├── work_group_picking.cc │ │ │ └── work_group_picking.h │ │ ├── tasks │ │ │ ├── BUILD │ │ │ ├── add.cc │ │ │ ├── add.h │ │ │ ├── add_test_util.cc │ │ │ ├── add_test_util.h │ │ │ ├── concat_test_util.cc │ │ │ ├── concat_test_util.h │ │ │ ├── concat_xy.cc │ │ │ ├── concat_xy.h │ │ │ ├── concat_z.cc │ │ │ ├── concat_z.h │ │ │ ├── conv_buffer_1x1.cc │ │ │ ├── conv_buffer_1x1.h │ │ │ ├── conv_buffer_1x1_test_util.cc │ │ │ ├── conv_buffer_1x1_test_util.h │ │ │ ├── conv_constants.cc │ │ │ ├── conv_constants.h │ │ │ ├── conv_constants_test_util.cc │ │ │ ├── conv_constants_test_util.h │ │ │ ├── conv_metal.cc │ │ │ ├── conv_metal.h │ │ │ ├── conv_powervr.cc │ │ │ ├── conv_powervr.h │ │ │ ├── conv_powervr_test_util.cc │ │ │ ├── conv_powervr_test_util.h │ │ │ ├── conv_weights_converter.cc │ │ │ ├── conv_weights_converter.h │ │ │ ├── conv_weights_converter_test_util.cc │ │ │ ├── conv_weights_converter_test_util.h │ │ │ ├── convolution_transposed.cc │ │ │ ├── convolution_transposed.h │ │ │ ├── convolution_transposed_3x3.cc │ │ │ ├── convolution_transposed_3x3.h │ │ │ ├── convolution_transposed_3x3_test_util.cc │ │ │ ├── convolution_transposed_3x3_test_util.h │ │ │ ├── convolution_transposed_3x3_thin.cc │ │ │ ├── convolution_transposed_3x3_thin.h │ │ │ ├── convolution_transposed_3x3_thin_test_util.cc │ │ │ ├── convolution_transposed_3x3_thin_test_util.h │ │ │ ├── convolution_transposed_4x4.cc │ │ │ ├── convolution_transposed_4x4.h │ │ │ ├── convolution_transposed_4x4_test_util.cc │ │ │ ├── convolution_transposed_4x4_test_util.h │ │ │ ├── convolution_transposed_test_util.cc │ │ │ ├── convolution_transposed_test_util.h │ │ │ ├── convolution_transposed_thin.cc │ │ │ ├── convolution_transposed_thin.h │ │ │ ├── convolution_transposed_thin_test_util.cc │ │ │ ├── convolution_transposed_thin_test_util.h │ │ │ ├── depthwise_conv.cc │ │ │ ├── depthwise_conv.h │ │ │ ├── depthwise_conv_3x3.cc │ │ │ ├── depthwise_conv_3x3.h │ │ │ ├── depthwise_conv_3x3_stride_h2.cc │ │ │ ├── depthwise_conv_3x3_stride_h2.h │ │ │ ├── depthwise_conv_3x3_stride_h2_test_util.cc │ │ │ ├── depthwise_conv_3x3_stride_h2_test_util.h │ │ │ ├── depthwise_conv_3x3_test_util.cc │ │ │ ├── depthwise_conv_3x3_test_util.h │ │ │ ├── depthwise_conv_test_util.cc │ │ │ ├── depthwise_conv_test_util.h │ │ │ ├── elementwise.cc │ │ │ ├── elementwise.h │ │ │ ├── elementwise_test_util.cc │ │ │ ├── elementwise_test_util.h │ │ │ ├── fully_connected.cc │ │ │ ├── fully_connected.h │ │ │ ├── fully_connected_test_util.cc │ │ │ ├── fully_connected_test_util.h │ │ │ ├── lstm.cc │ │ │ ├── lstm.h │ │ │ ├── lstm_test_util.cc │ │ │ ├── lstm_test_util.h │ │ │ ├── max_unpooling.cc │ │ │ ├── max_unpooling.h │ │ │ ├── max_unpooling_test_util.cc │ │ │ ├── max_unpooling_test_util.h │ │ │ ├── mean_stddev_normalization.cc │ │ │ ├── mean_stddev_normalization.h │ │ │ ├── mean_stddev_normalization_test_util.cc │ │ │ ├── mean_stddev_normalization_test_util.h │ │ │ ├── padding.cc │ │ │ ├── padding.h │ │ │ ├── padding_test_util.cc │ │ │ ├── padding_test_util.h │ │ │ ├── pooling.cc │ │ │ ├── pooling.h │ │ │ ├── pooling_test_util.cc │ │ │ ├── pooling_test_util.h │ │ │ ├── prelu.cc │ │ │ ├── prelu.h │ │ │ ├── prelu_test_util.cc │ │ │ ├── prelu_test_util.h │ │ │ ├── quantize_and_dequantize.cc │ │ │ ├── quantize_and_dequantize.h │ │ │ ├── quantize_and_dequantize_test_util.cc │ │ │ ├── quantize_and_dequantize_test_util.h │ │ │ ├── reduce.cc │ │ │ ├── reduce.h │ │ │ ├── reduce_test_util.cc │ │ │ ├── reduce_test_util.h │ │ │ ├── relu.cc │ │ │ ├── relu.h │ │ │ ├── relu_test_util.cc │ │ │ ├── relu_test_util.h │ │ │ ├── reshape.cc │ │ │ ├── reshape.h │ │ │ ├── reshape_test_util.cc │ │ │ ├── reshape_test_util.h │ │ │ ├── reshapex4.cc │ │ │ ├── reshapex4.h │ │ │ ├── resize.cc │ │ │ ├── resize.h │ │ │ ├── resize_test_util.cc │ │ │ ├── resize_test_util.h │ │ │ ├── softmax.cc │ │ │ ├── softmax.h │ │ │ ├── softmax1x1.cc │ │ │ ├── softmax1x1.h │ │ │ ├── softmax_test_util.cc │ │ │ ├── softmax_test_util.h │ │ │ ├── space_to_depth.cc │ │ │ ├── space_to_depth.h │ │ │ ├── space_to_depth_test_util.cc │ │ │ ├── space_to_depth_test_util.h │ │ │ ├── special │ │ │ │ ├── BUILD │ │ │ │ ├── depthwise_conv_plus_1x1_conv.cc │ │ │ │ ├── depthwise_conv_plus_1x1_conv.h │ │ │ │ ├── fc_fc_add.cc │ │ │ │ └── fc_fc_add.h │ │ │ ├── split.cc │ │ │ ├── split.h │ │ │ ├── split_test_util.cc │ │ │ ├── split_test_util.h │ │ │ ├── strided_slice.cc │ │ │ ├── strided_slice.h │ │ │ ├── strided_slice_test_util.cc │ │ │ ├── strided_slice_test_util.h │ │ │ ├── transpose.cc │ │ │ ├── transpose.h │ │ │ ├── transpose_test_util.cc │ │ │ ├── transpose_test_util.h │ │ │ ├── winograd.cc │ │ │ ├── winograd.h │ │ │ ├── winograd_test_util.cc │ │ │ └── winograd_test_util.h │ │ ├── tensor.h │ │ ├── testing │ │ │ ├── BUILD │ │ │ ├── feature_parity │ │ │ │ ├── BUILD │ │ │ │ ├── README.md │ │ │ │ ├── feature_parity.h │ │ │ │ ├── generators │ │ │ │ │ ├── BUILD │ │ │ │ │ ├── add.cc │ │ │ │ │ └── add.h │ │ │ │ ├── opencl_test.cc │ │ │ │ ├── opengl_test.cc │ │ │ │ ├── utils.cc │ │ │ │ ├── utils.h │ │ │ │ └── xnnpack_test.cc │ │ │ ├── interpreter_utils.cc │ │ │ ├── interpreter_utils.h │ │ │ ├── tflite_model_reader.cc │ │ │ └── tflite_model_reader.h │ │ ├── transformations │ │ │ ├── BUILD │ │ │ ├── add_bias.cc │ │ │ ├── add_bias.h │ │ │ ├── add_quant_adjustments.cc │ │ │ ├── add_quant_adjustments.h │ │ │ ├── add_quant_adjustments_test.cc │ │ │ ├── fuse_add_to_conv.cc │ │ │ ├── fuse_add_to_conv.h │ │ │ ├── fuse_add_to_conv_test.cc │ │ │ ├── fuse_mul_to_conv.cc │ │ │ ├── fuse_mul_to_conv.h │ │ │ ├── fuse_mul_to_conv_test.cc │ │ │ ├── global_pooling_to_reduce_op.cc │ │ │ ├── global_pooling_to_reduce_op.h │ │ │ ├── global_pooling_to_reduce_op_test.cc │ │ │ ├── make_fully_connected.cc │ │ │ ├── make_fully_connected.h │ │ │ ├── make_fully_connected_test.cc │ │ │ ├── make_padding.cc │ │ │ ├── make_padding.h │ │ │ ├── make_padding_test.cc │ │ │ ├── matching.h │ │ │ ├── merge_padding_with.cc │ │ │ ├── merge_padding_with.h │ │ │ ├── merge_padding_with_test.cc │ │ │ ├── model_transformations.cc │ │ │ ├── model_transformations.h │ │ │ ├── remove_noop.cc │ │ │ ├── remove_noop.h │ │ │ └── remove_noop_test.cc │ │ ├── types.h │ │ ├── util.h │ │ ├── util_test.cc │ │ ├── winograd_util.cc │ │ ├── winograd_util.h │ │ ├── winograd_util_test.cc │ │ ├── workgroup_selection.cc │ │ └── workgroup_selection.h │ ├── delegate.cc │ ├── delegate.h │ ├── gl │ │ ├── BUILD │ │ ├── api.cc │ │ ├── api.h │ │ ├── api2.cc │ │ ├── api2.h │ │ ├── command_queue.cc │ │ ├── command_queue.h │ │ ├── common.fbs │ │ ├── compiled_model.fbs │ │ ├── compiler.cc │ │ ├── compiler.h │ │ ├── compiler │ │ │ ├── BUILD │ │ │ ├── compiled_node.cc │ │ │ ├── compiled_node.h │ │ │ ├── fuse_auto_input.cc │ │ │ ├── fuse_auto_input.h │ │ │ ├── fuse_auto_input_test.cc │ │ │ ├── fuse_inline.cc │ │ │ ├── fuse_inline.h │ │ │ ├── fuse_inplace.cc │ │ │ ├── fuse_inplace.h │ │ │ ├── object_accessor.cc │ │ │ ├── object_accessor.h │ │ │ ├── object_accessor_test.cc │ │ │ ├── preprocessor.cc │ │ │ ├── preprocessor.h │ │ │ ├── preprocessor_test.cc │ │ │ ├── rename.cc │ │ │ ├── rename.h │ │ │ ├── shader_code.h │ │ │ ├── shader_codegen.cc │ │ │ ├── shader_codegen.h │ │ │ ├── variable_accessor.cc │ │ │ ├── variable_accessor.h │ │ │ └── variable_accessor_test.cc │ │ ├── compiler_options.h │ │ ├── converters │ │ │ ├── BUILD │ │ │ ├── bhwc_to_phwc4.cc │ │ │ ├── bhwc_to_phwc4.h │ │ │ ├── bhwc_to_phwc4_test.cc │ │ │ ├── phwc4_to_bhwc.cc │ │ │ ├── phwc4_to_bhwc.h │ │ │ ├── phwc4_to_bhwc_test.cc │ │ │ └── util.h │ │ ├── egl_context.cc │ │ ├── egl_context.h │ │ ├── egl_environment.cc │ │ ├── egl_environment.h │ │ ├── egl_surface.cc │ │ ├── egl_surface.h │ │ ├── float16_conversions.cc │ │ ├── float16_conversions.h │ │ ├── gl_buffer.cc │ │ ├── gl_buffer.h │ │ ├── gl_buffer_test.cc │ │ ├── gl_call.h │ │ ├── gl_errors.cc │ │ ├── gl_errors.h │ │ ├── gl_program.cc │ │ ├── gl_program.h │ │ ├── gl_shader.cc │ │ ├── gl_shader.h │ │ ├── gl_sync.cc │ │ ├── gl_sync.h │ │ ├── gl_texture.cc │ │ ├── gl_texture.h │ │ ├── gl_texture_helper.cc │ │ ├── gl_texture_helper.h │ │ ├── kernels │ │ │ ├── BUILD │ │ │ ├── add.cc │ │ │ ├── add.h │ │ │ ├── add_test.cc │ │ │ ├── concat.cc │ │ │ ├── concat.h │ │ │ ├── concat_test.cc │ │ │ ├── conv.cc │ │ │ ├── conv.h │ │ │ ├── conv_test.cc │ │ │ ├── converter.cc │ │ │ ├── converter.h │ │ │ ├── converter_test.cc │ │ │ ├── custom_registry.cc │ │ │ ├── custom_registry.h │ │ │ ├── depthwise_conv.cc │ │ │ ├── depthwise_conv.h │ │ │ ├── depthwise_conv_test.cc │ │ │ ├── elementwise.cc │ │ │ ├── elementwise.h │ │ │ ├── elementwise_test.cc │ │ │ ├── fully_connected.cc │ │ │ ├── fully_connected.h │ │ │ ├── fully_connected_test.cc │ │ │ ├── lstm.cc │ │ │ ├── lstm.h │ │ │ ├── lstm_test.cc │ │ │ ├── max_unpooling.cc │ │ │ ├── max_unpooling.h │ │ │ ├── max_unpooling_test.cc │ │ │ ├── mean.cc │ │ │ ├── mean.h │ │ │ ├── mean_test.cc │ │ │ ├── mul.cc │ │ │ ├── mul.h │ │ │ ├── mul_test.cc │ │ │ ├── pad.cc │ │ │ ├── pad.h │ │ │ ├── pad_test.cc │ │ │ ├── pooling.cc │ │ │ ├── pooling.h │ │ │ ├── pooling_test.cc │ │ │ ├── prelu.cc │ │ │ ├── prelu.h │ │ │ ├── prelu_test.cc │ │ │ ├── quantize_and_dequantize.cc │ │ │ ├── quantize_and_dequantize.h │ │ │ ├── quantize_and_dequantize_test.cc │ │ │ ├── registry.cc │ │ │ ├── registry.h │ │ │ ├── relu.cc │ │ │ ├── relu.h │ │ │ ├── relu_test.cc │ │ │ ├── reshape.cc │ │ │ ├── reshape.h │ │ │ ├── reshape_test.cc │ │ │ ├── resize.cc │ │ │ ├── resize.h │ │ │ ├── resize_test.cc │ │ │ ├── slice.cc │ │ │ ├── slice.h │ │ │ ├── slice_test.cc │ │ │ ├── softmax.cc │ │ │ ├── softmax.h │ │ │ ├── softmax_test.cc │ │ │ ├── space_to_depth.cc │ │ │ ├── space_to_depth.h │ │ │ ├── space_to_depth_test.cc │ │ │ ├── test_util.cc │ │ │ ├── test_util.h │ │ │ ├── transpose_conv.cc │ │ │ ├── transpose_conv.h │ │ │ └── transpose_conv_test.cc │ │ ├── metadata.fbs │ │ ├── node_shader.h │ │ ├── object.h │ │ ├── object_manager.cc │ │ ├── object_manager.h │ │ ├── portable_egl.h │ │ ├── portable_gl31.h │ │ ├── request_gpu_info.cc │ │ ├── request_gpu_info.h │ │ ├── runtime.cc │ │ ├── runtime.h │ │ ├── runtime │ │ │ ├── BUILD │ │ │ └── shared_buffer.h │ │ ├── runtime_options.h │ │ ├── serialization.cc │ │ ├── serialization.h │ │ ├── serialization_test.cc │ │ ├── stats.h │ │ ├── variable.h │ │ ├── workgroups.fbs │ │ └── workgroups │ │ │ ├── BUILD │ │ │ ├── best_effort_calculator.cc │ │ │ ├── best_effort_calculator.h │ │ │ ├── calculator.cc │ │ │ ├── calculator.h │ │ │ ├── calculator_from_metadata.cc │ │ │ ├── calculator_from_metadata.h │ │ │ ├── default_calculator.cc │ │ │ ├── default_calculator.h │ │ │ ├── ideal_workgroup_picker.cc │ │ │ └── ideal_workgroup_picker.h │ ├── gl_delegate.cc │ ├── gl_delegate.h │ ├── java │ │ └── src │ │ │ └── main │ │ │ ├── java │ │ │ └── org │ │ │ │ └── tensorflow │ │ │ │ └── lite │ │ │ │ └── gpu │ │ │ │ ├── BUILD │ │ │ │ ├── CompatibilityList.java │ │ │ │ └── GpuDelegate.java │ │ │ └── native │ │ │ ├── BUILD │ │ │ └── gpu_delegate_jni.cc │ ├── metal │ │ ├── BUILD │ │ ├── ComponentsTests.tulsiproj │ │ │ ├── Configs │ │ │ │ └── ComponentsTests.tulsigen │ │ │ └── project.tulsiconf │ │ ├── Info.plist │ │ ├── buffer.cc │ │ ├── buffer.h │ │ ├── buffer_convert.h │ │ ├── buffer_convert.mm │ │ ├── buffer_test.mm │ │ ├── common.h │ │ ├── common.mm │ │ ├── common_test.mm │ │ ├── compute_task.cc │ │ ├── compute_task.h │ │ ├── gpu_object.h │ │ ├── host.m │ │ ├── inference_context.cc │ │ ├── inference_context.h │ │ ├── kernels │ │ │ ├── BUILD │ │ │ ├── add_test.mm │ │ │ ├── concat_test.mm │ │ │ ├── conv_test.mm │ │ │ ├── conv_weights_converter_test.mm │ │ │ ├── depthwise_conv_test.mm │ │ │ ├── elementwise_test.mm │ │ │ ├── fully_connected_test.mm │ │ │ ├── lstm_test.mm │ │ │ ├── max_unpooling_test.mm │ │ │ ├── mean_stddev_normalization_test.mm │ │ │ ├── padding_test.mm │ │ │ ├── pooling_test.mm │ │ │ ├── prelu_test.mm │ │ │ ├── quantize_and_dequantize_test.mm │ │ │ ├── reduce_test.mm │ │ │ ├── relu_test.mm │ │ │ ├── reshape_test.mm │ │ │ ├── resize_test.mm │ │ │ ├── slice_test.mm │ │ │ ├── softmax_test.mm │ │ │ ├── space_to_depth_test.mm │ │ │ ├── split_test.mm │ │ │ ├── test_util.cc │ │ │ ├── test_util.h │ │ │ ├── transpose_conv_test.mm │ │ │ ├── transpose_test.mm │ │ │ └── winograd_test.mm │ │ ├── linear_storage.cc │ │ ├── linear_storage.h │ │ ├── metal_arguments.cc │ │ ├── metal_arguments.h │ │ ├── metal_device.cc │ │ ├── metal_device.h │ │ ├── metal_spatial_tensor.cc │ │ ├── metal_spatial_tensor.h │ │ ├── metal_spatial_tensor_test.mm │ │ ├── texture2d.cc │ │ ├── texture2d.h │ │ └── texture2d_test.mm │ ├── metal_delegate.h │ ├── metal_delegate.mm │ ├── metal_delegate_internal.h │ └── spi.h ├── hexagon │ ├── BUILD │ ├── README.md │ ├── builders │ │ ├── BUILD │ │ ├── activation_builder.cc │ │ ├── activation_builder.h │ │ ├── arg_min_max_builder.cc │ │ ├── arg_min_max_builder.h │ │ ├── arithmetic_builder.cc │ │ ├── arithmetic_builder.h │ │ ├── batch_seq_builder.cc │ │ ├── batch_seq_builder.h │ │ ├── cast_builder.cc │ │ ├── cast_builder.h │ │ ├── concat_builder.cc │ │ ├── concat_builder.h │ │ ├── conv_2d_builder.cc │ │ ├── conv_2d_builder.h │ │ ├── conv_2d_helpers.cc │ │ ├── hardswish_builder.cc │ │ ├── hardswish_builder.h │ │ ├── l2_normalization_builder.cc │ │ ├── l2_normalization_builder.h │ │ ├── matmul_builder.cc │ │ ├── matmul_builder.h │ │ ├── min_max_builder.cc │ │ ├── min_max_builder.h │ │ ├── mirror_pad_builder.cc │ │ ├── mirror_pad_builder.h │ │ ├── neg_op_builder.cc │ │ ├── neg_op_builder.h │ │ ├── op_builder.cc │ │ ├── op_builder.h │ │ ├── op_factory.h │ │ ├── pack_builder.cc │ │ ├── pack_builder.h │ │ ├── pad_builder.cc │ │ ├── pad_builder.h │ │ ├── pool_2d_builder.cc │ │ ├── pool_2d_builder.h │ │ ├── quantize_builder.cc │ │ ├── quantize_builder.h │ │ ├── reduce_builder.cc │ │ ├── reduce_builder.h │ │ ├── reshape_builder.cc │ │ ├── reshape_builder.h │ │ ├── resize_bilinear_builder.cc │ │ ├── resize_bilinear_builder.h │ │ ├── resize_nearest_neighbor_builder.cc │ │ ├── resize_nearest_neighbor_builder.h │ │ ├── rsqrt_builder.cc │ │ ├── slice_builder.cc │ │ ├── slice_builder.h │ │ ├── softmax_builder.cc │ │ ├── softmax_builder.h │ │ ├── space_to_depth_builder.cc │ │ ├── space_to_depth_builder.h │ │ ├── split_builder.cc │ │ ├── split_builder.h │ │ ├── squared_difference.cc │ │ ├── strided_slice_builder.cc │ │ ├── strided_slice_builder.h │ │ ├── tests │ │ │ ├── BUILD │ │ │ ├── README.md │ │ │ ├── activations_test.cc │ │ │ ├── arg_min_max_test.cc │ │ │ ├── arithmetic_test.cc │ │ │ ├── batch_seq_config_test.cc │ │ │ ├── concat_test.cc │ │ │ ├── conv_test.cc │ │ │ ├── hexagon_delegate_op_model.h │ │ │ ├── l2_norm_test.cc │ │ │ ├── matmul_test.cc │ │ │ ├── min_max_builder_test.cc │ │ │ ├── mirror_pad_test.cc │ │ │ ├── mul_test.cc │ │ │ ├── neg_test.cc │ │ │ ├── pack_test.cc │ │ │ ├── pad_test.cc │ │ │ ├── pool_test.cc │ │ │ ├── quantize_test.cc │ │ │ ├── reduce_test.cc │ │ │ ├── reshape_test.cc │ │ │ ├── resize_test.cc │ │ │ ├── rsqrt_test.cc │ │ │ ├── run_tests.sh │ │ │ ├── slice_test.cc │ │ │ ├── softmax_test.cc │ │ │ ├── space_to_depth_test.cc │ │ │ ├── split_test.cc │ │ │ ├── squared_difference_test.cc │ │ │ ├── strided_slice_test.cc │ │ │ ├── tests.bzl │ │ │ ├── transpose_conv_test.cc │ │ │ └── transpose_test.cc │ │ ├── transpose_builder.cc │ │ ├── transpose_builder.h │ │ ├── transpose_conv_2d_builder.cc │ │ └── transpose_conv_2d_builder.h │ ├── hexagon_delegate.cc │ ├── hexagon_delegate.h │ ├── hexagon_delegate_kernel.cc │ ├── hexagon_delegate_kernel.h │ ├── hexagon_implementation.cc │ ├── hexagon_implementation.h │ ├── hexagon_nn │ │ ├── BUILD │ │ ├── hexagon_nn.h │ │ ├── hexagon_nn_init.h │ │ └── version_scripts.lds │ ├── hexagon_nn_interface.h │ ├── java │ │ ├── AndroidManifest.xml │ │ ├── BUILD │ │ ├── proguard.flags │ │ └── src │ │ │ └── main │ │ │ ├── java │ │ │ └── org │ │ │ │ └── tensorflow │ │ │ │ └── lite │ │ │ │ ├── BUILD │ │ │ │ └── HexagonDelegate.java │ │ │ └── native │ │ │ ├── BUILD │ │ │ └── hexagon_delegate_jni.cc │ ├── utils.cc │ ├── utils.h │ ├── utils_test.cc │ └── version_script.lds ├── interpreter_utils.h ├── nnapi │ ├── BUILD │ ├── acceleration_test_list.cc │ ├── acceleration_test_util.cc │ ├── acceleration_test_util.h │ ├── java │ │ └── src │ │ │ └── main │ │ │ ├── java │ │ │ └── org │ │ │ │ └── tensorflow │ │ │ │ └── lite │ │ │ │ └── nnapi │ │ │ │ ├── BUILD │ │ │ │ └── NnApiDelegate.java │ │ │ └── native │ │ │ ├── BUILD │ │ │ └── nnapi_delegate_jni.cc │ ├── nnapi_delegate.cc │ ├── nnapi_delegate.h │ ├── nnapi_delegate_device_selection_test.cc │ ├── nnapi_delegate_disabled.cc │ ├── nnapi_delegate_errno_test.cc │ ├── nnapi_delegate_kernel.h │ ├── nnapi_delegate_mock_test.h │ ├── nnapi_delegate_nnapi_failure_handling_test.cc │ ├── nnapi_delegate_signed_quantization_test.cc │ ├── nnapi_delegate_test.cc │ ├── quant_lstm_sup.cc │ ├── quant_lstm_sup.h │ └── quant_lstm_sup_test.cc ├── telemetry.h ├── utils.h ├── utils │ ├── BUILD │ ├── dummy_delegate │ │ ├── BUILD │ │ ├── README.md │ │ ├── dummy_delegate.cc │ │ ├── dummy_delegate.h │ │ ├── dummy_delegate_provider.cc │ │ └── external_delegate_adaptor.cc │ ├── simple_delegate.cc │ ├── simple_delegate.h │ └── simple_delegate_test.cc └── xnnpack │ ├── BUILD │ ├── README.md │ ├── abs_test.cc │ ├── add_test.cc │ ├── average_pool_2d_test.cc │ ├── binary_elementwise_tester.cc │ ├── binary_elementwise_tester.h │ ├── ceil_test.cc │ ├── conv_2d_test.cc │ ├── conv_2d_tester.cc │ ├── conv_2d_tester.h │ ├── delegate_test.cc │ ├── depth_to_space_test.cc │ ├── depth_to_space_tester.cc │ ├── depth_to_space_tester.h │ ├── depthwise_conv_2d_test.cc │ ├── depthwise_conv_2d_tester.cc │ ├── depthwise_conv_2d_tester.h │ ├── div_test.cc │ ├── elu_test.cc │ ├── floor_test.cc │ ├── fully_connected_test.cc │ ├── fully_connected_tester.cc │ ├── fully_connected_tester.h │ ├── hard_swish_test.cc │ ├── leaky_relu_test.cc │ ├── leaky_relu_tester.cc │ ├── leaky_relu_tester.h │ ├── logistic_test.cc │ ├── max_pool_2d_test.cc │ ├── maximum_test.cc │ ├── mean_test.cc │ ├── minimum_test.cc │ ├── mul_test.cc │ ├── neg_test.cc │ ├── pad_test.cc │ ├── pad_tester.cc │ ├── pad_tester.h │ ├── pool_2d_tester.cc │ ├── pool_2d_tester.h │ ├── prelu_test.cc │ ├── prelu_tester.cc │ ├── prelu_tester.h │ ├── reduce_tester.cc │ ├── reduce_tester.h │ ├── relu6_test.cc │ ├── relu_n1_to_1_test.cc │ ├── relu_test.cc │ ├── reshape_test.cc │ ├── reshape_tester.cc │ ├── reshape_tester.h │ ├── resize_bilinear_test.cc │ ├── resize_bilinear_tester.cc │ ├── resize_bilinear_tester.h │ ├── round_test.cc │ ├── softmax_test.cc │ ├── softmax_tester.cc │ ├── softmax_tester.h │ ├── sqrt_test.cc │ ├── square_test.cc │ ├── squared_difference_test.cc │ ├── sub_test.cc │ ├── unary_elementwise_tester.cc │ ├── unary_elementwise_tester.h │ ├── xnnpack_delegate.cc │ └── xnnpack_delegate.h ├── error_reporter.h ├── examples ├── android │ └── app │ │ └── README.md ├── experimental_new_converter │ ├── BUILD │ ├── Keras_LSTM_fusion_Codelab.ipynb │ ├── keras_lstm.ipynb │ ├── keras_lstm.png │ └── stack_trace_example.py ├── ios │ ├── camera │ │ ├── .gitignore │ │ ├── CameraExampleAppDelegate.h │ │ ├── CameraExampleAppDelegate.m │ │ ├── CameraExampleViewController.h │ │ ├── CameraExampleViewController.mm │ │ ├── Info.plist │ │ ├── MainStoryboard_iPhone.storyboard │ │ ├── Podfile │ │ ├── README.md │ │ ├── data │ │ │ └── .gitignore │ │ ├── main.mm │ │ ├── tflite_camera_example.xcodeproj │ │ │ └── project.pbxproj │ │ └── tflite_camera_example_with_select_tf_ops.xcodeproj │ │ │ └── project.pbxproj │ ├── download_models.sh │ └── simple │ │ ├── AppDelegate.h │ │ ├── AppDelegate.mm │ │ ├── Podfile │ │ ├── RunModel-Info.plist │ │ ├── RunModelViewController.h │ │ ├── RunModelViewController.mm │ │ ├── RunModelViewController.xib │ │ ├── data │ │ ├── grace_hopper.jpg │ │ └── labels.txt │ │ ├── ios_image_load.h │ │ ├── ios_image_load.mm │ │ ├── main.mm │ │ └── simple.xcodeproj │ │ └── project.pbxproj ├── label_image │ ├── BUILD │ ├── CMakeLists.txt │ ├── README.md │ ├── bitmap_helpers.cc │ ├── bitmap_helpers.h │ ├── bitmap_helpers_impl.h │ ├── get_top_n.h │ ├── get_top_n_impl.h │ ├── label_image.cc │ ├── label_image.h │ ├── label_image_test.cc │ ├── log.h │ └── testdata │ │ └── grace_hopper.bmp ├── minimal │ ├── BUILD │ ├── CMakeLists.txt │ ├── README.md │ └── minimal.cc └── python │ ├── BUILD │ ├── README.md │ └── label_image.py ├── experimental ├── acceleration │ ├── README.md │ ├── compatibility │ │ ├── BUILD │ │ ├── README.md │ │ ├── android_info.cc │ │ ├── android_info.h │ │ ├── convert_binary_to_cc_source.py │ │ ├── database.fbs │ │ ├── devicedb-sample.json │ │ ├── devicedb.cc │ │ ├── devicedb.h │ │ ├── devicedb_test.cc │ │ ├── gpu_compatibility.bin │ │ ├── gpu_compatibility.cc │ │ ├── gpu_compatibility.h │ │ ├── gpu_compatibility_test.cc │ │ ├── json_to_fb.cc │ │ └── variables.h │ └── configuration │ │ ├── BUILD │ │ ├── c │ │ ├── BUILD │ │ ├── delegate_plugin.h │ │ ├── nnapi_plugin.cc │ │ └── nnapi_plugin.h │ │ ├── configuration.proto │ │ ├── configuration_generated.h │ │ ├── delegate_registry.cc │ │ ├── delegate_registry.h │ │ ├── gpu_plugin.cc │ │ ├── hexagon_plugin.cc │ │ ├── nnapi_plugin.cc │ │ ├── nnapi_plugin.h │ │ ├── nnapi_plugin_test.cc │ │ ├── proto_to_flatbuffer.cc │ │ ├── proto_to_flatbuffer.h │ │ └── xnnpack_plugin.cc ├── examples │ ├── lstm │ │ ├── BUILD │ │ ├── bidirectional_sequence_lstm_test.py │ │ ├── bidirectional_sequence_rnn_test.py │ │ ├── input_data.py │ │ ├── rnn.py │ │ ├── rnn_cell.py │ │ ├── unidirectional_sequence_lstm_test.py │ │ └── unidirectional_sequence_rnn_test.py │ └── unity │ │ └── TensorFlowLitePlugin │ │ ├── .gitignore │ │ ├── Assets │ │ ├── TensorFlowLite.meta │ │ └── TensorFlowLite │ │ │ ├── Examples.meta │ │ │ ├── Examples │ │ │ ├── HelloTFLite.meta │ │ │ └── HelloTFLite │ │ │ │ ├── Scenes.meta │ │ │ │ ├── Scenes │ │ │ │ ├── HelloTFLite.unity │ │ │ │ ├── HelloTFLite.unity.meta │ │ │ │ ├── add.bytes │ │ │ │ └── add.bytes.meta │ │ │ │ ├── Scripts.meta │ │ │ │ └── Scripts │ │ │ │ ├── HelloTFLite.cs │ │ │ │ └── HelloTFLite.cs.meta │ │ │ ├── SDK.meta │ │ │ └── SDK │ │ │ ├── Scripts.meta │ │ │ └── Scripts │ │ │ ├── Interpreter.cs │ │ │ └── Interpreter.cs.meta │ │ ├── ProjectSettings │ │ ├── AudioManager.asset │ │ ├── ClusterInputManager.asset │ │ ├── DynamicsManager.asset │ │ ├── EditorBuildSettings.asset │ │ ├── EditorSettings.asset │ │ ├── GraphicsSettings.asset │ │ ├── InputManager.asset │ │ ├── NavMeshAreas.asset │ │ ├── NetworkManager.asset │ │ ├── Physics2DSettings.asset │ │ ├── ProjectSettings.asset │ │ ├── ProjectVersion.txt │ │ ├── QualitySettings.asset │ │ ├── TagManager.asset │ │ ├── TimeManager.asset │ │ └── UnityConnectSettings.asset │ │ ├── README.md │ │ └── UnityPackageManager │ │ └── manifest.json ├── kernels │ ├── BUILD │ ├── ctc_beam_entry.h │ ├── ctc_beam_scorer.h │ ├── ctc_beam_search.h │ ├── ctc_beam_search_decoder.cc │ ├── ctc_beam_search_decoder_test.cc │ ├── ctc_decoder.h │ ├── ctc_loss_util.h │ ├── gru_cell.cc │ ├── gru_cell.h │ ├── top_n.h │ ├── unidirectional_sequence_gru.cc │ └── unidirectional_sequence_gru_test.cc ├── microfrontend │ ├── BUILD │ ├── README.md │ ├── audio_microfrontend.cc │ ├── audio_microfrontend.h │ ├── audio_microfrontend_test.cc │ ├── lib │ │ ├── BUILD │ │ ├── README.md │ │ ├── bits.h │ │ ├── fft.cc │ │ ├── fft.h │ │ ├── fft_io.c │ │ ├── fft_io.h │ │ ├── fft_test.cc │ │ ├── fft_util.cc │ │ ├── fft_util.h │ │ ├── filterbank.c │ │ ├── filterbank.h │ │ ├── filterbank_io.c │ │ ├── filterbank_io.h │ │ ├── filterbank_test.cc │ │ ├── filterbank_util.c │ │ ├── filterbank_util.h │ │ ├── frontend.c │ │ ├── frontend.h │ │ ├── frontend_io.c │ │ ├── frontend_io.h │ │ ├── frontend_main.c │ │ ├── frontend_memmap_generator.c │ │ ├── frontend_memmap_main.c │ │ ├── frontend_test.cc │ │ ├── frontend_util.c │ │ ├── frontend_util.h │ │ ├── log_lut.c │ │ ├── log_lut.h │ │ ├── log_scale.c │ │ ├── log_scale.h │ │ ├── log_scale_io.c │ │ ├── log_scale_io.h │ │ ├── log_scale_test.cc │ │ ├── log_scale_util.c │ │ ├── log_scale_util.h │ │ ├── noise_reduction.c │ │ ├── noise_reduction.h │ │ ├── noise_reduction_io.c │ │ ├── noise_reduction_io.h │ │ ├── noise_reduction_test.cc │ │ ├── noise_reduction_util.c │ │ ├── noise_reduction_util.h │ │ ├── pcan_gain_control.c │ │ ├── pcan_gain_control.h │ │ ├── pcan_gain_control_test.cc │ │ ├── pcan_gain_control_util.c │ │ ├── pcan_gain_control_util.h │ │ ├── window.c │ │ ├── window.h │ │ ├── window_io.c │ │ ├── window_io.h │ │ ├── window_test.cc │ │ ├── window_util.c │ │ └── window_util.h │ ├── ops │ │ └── audio_microfrontend_op.cc │ └── python │ │ ├── kernel_tests │ │ └── audio_microfrontend_op_test.py │ │ └── ops │ │ └── audio_microfrontend_op.py ├── quantization_debugger │ ├── BUILD │ ├── README.md │ ├── debugger.py │ └── debugger_test.py ├── resource │ ├── BUILD │ ├── lookup_interfaces.h │ ├── lookup_util.h │ ├── resource_base.h │ ├── resource_variable.cc │ ├── resource_variable.h │ ├── resource_variable_test.cc │ ├── static_hashtable.cc │ └── static_hashtable.h ├── support │ └── README.md └── tensorboard │ ├── BUILD │ ├── README.md │ ├── ops_util.py │ └── ops_util_test.py ├── external_cpu_backend_context.h ├── g3doc ├── _book.yaml ├── api_docs │ └── index.md ├── convert │ ├── api_updates.md │ ├── index.md │ ├── metadata.md │ ├── operation_fusion.md │ └── rnn.md ├── examples │ ├── bert_qa │ │ ├── images │ │ │ └── screenshot.gif │ │ └── overview.md │ ├── image_classification │ │ ├── images │ │ │ ├── android_banana.png │ │ │ ├── build_and_execute.png │ │ │ ├── bundle_identifier.png │ │ │ ├── device_selection.png │ │ │ └── dog.png │ │ └── overview.md │ ├── images │ │ ├── audio.png │ │ ├── blank.png │ │ ├── camera.png │ │ ├── detection.png │ │ ├── image.png │ │ ├── object.png │ │ ├── output_stride.png │ │ ├── pose.png │ │ ├── segmentation.png │ │ ├── sentiment.png │ │ ├── smart_reply.png │ │ ├── tabular.png │ │ ├── text.png │ │ ├── tflite_models.png │ │ └── video.png │ ├── object_detection │ │ ├── images │ │ │ ├── android_apple_banana.png │ │ │ └── false_positive.png │ │ └── overview.md │ ├── pose_estimation │ │ └── overview.md │ ├── recommendation │ │ ├── images │ │ │ └── screenshot.gif │ │ └── overview.md │ ├── segmentation │ │ ├── images │ │ │ └── segmentation.gif │ │ └── overview.md │ ├── smart_reply │ │ ├── images │ │ │ └── smart_reply.gif │ │ └── overview.md │ ├── style_transfer │ │ └── overview.ipynb │ ├── super_resolution │ │ └── overview.ipynb │ └── text_classification │ │ ├── images │ │ └── screenshot.gif │ │ └── overview.md ├── guide │ ├── android.md │ ├── build_android.md │ ├── build_arm.md │ ├── build_cmake.md │ ├── build_cmake_arm.md │ ├── build_cmake_pip.md │ ├── build_ios.md │ ├── faq.md │ ├── get_started.md │ ├── hosted_models.md │ ├── index.md │ ├── inference.md │ ├── ios.md │ ├── model_maker.md │ ├── op_select_allowlist.md │ ├── ops_compatibility.md │ ├── ops_custom.md │ ├── ops_select.md │ ├── ops_version.md │ ├── python.md │ ├── reduce_binary_size.md │ └── roadmap.md ├── images │ ├── android │ │ ├── import_dialog.png │ │ ├── model_details.png │ │ └── right_click_menu.png │ ├── convert │ │ ├── convert.png │ │ ├── model_with_metadata.png │ │ ├── op_fusion.png │ │ ├── op_fusion_banner.jpg │ │ └── workflow.svg │ ├── ios │ │ ├── build_and_execute.png │ │ ├── bundle_identifier.png │ │ └── device_selection.png │ ├── landing-page │ │ ├── ai_in_motion.png │ │ ├── assistant_logo.png │ │ ├── detect_crop_disease_in_africa.png │ │ ├── facial_contour_detection.png │ │ ├── fishbrain_logo.png │ │ ├── fishbrain_logo_big.png │ │ ├── gboard_logo.png │ │ ├── gmail_logo.png │ │ ├── loseit_logo.png │ │ ├── loseit_logo_big.png │ │ ├── nest_logo.png │ │ ├── photos_logo.png │ │ ├── shazam_logo.png │ │ └── vsco_logo.png │ └── performance │ │ ├── accuracy_vs_latency.png │ │ ├── model_size_vs_accuracy.png │ │ ├── tflite_delegate_graph_1.png │ │ └── tflite_delegate_graph_2.png ├── inference_with_metadata │ ├── codegen.md │ ├── lite_support.md │ ├── overview.md │ └── task_library │ │ ├── bert_nl_classifier.md │ │ ├── bert_question_answerer.md │ │ ├── customized_task_api.md │ │ ├── image_classifier.md │ │ ├── image_segmenter.md │ │ ├── images │ │ ├── android_task_api.svg │ │ ├── detection-output.png │ │ ├── dogs.jpg │ │ ├── ios_task_api.svg │ │ ├── native_task_api.svg │ │ ├── plane.jpg │ │ ├── prebuilt_task_apis.svg │ │ ├── segmentation-output.png │ │ └── sparrow.jpg │ │ ├── nl_classifier.md │ │ ├── object_detector.md │ │ └── overview.md ├── microcontrollers │ ├── build_convert.md │ ├── get_started.md │ ├── index.md │ └── library.md ├── performance │ ├── best_practices.md │ ├── coreml_delegate.md │ ├── delegates.md │ ├── gpu.md │ ├── gpu_advanced.md │ ├── hexagon_delegate.md │ ├── images │ │ ├── android_gpu_demo.gif │ │ ├── as_select_profiling_mode.png │ │ ├── as_traces.png │ │ ├── delegate_runtime.png │ │ ├── iosdebug.png │ │ ├── iosmetal.png │ │ ├── iosrelease.png │ │ ├── optimization.jpg │ │ ├── perfetto_traces.png │ │ └── tflite_delegate.png │ ├── implementing_delegate.md │ ├── measurement.md │ ├── model_optimization.md │ ├── nnapi.md │ ├── post_training_float16_quant.ipynb │ ├── post_training_integer_quant.ipynb │ ├── post_training_integer_quant_16x8.ipynb │ ├── post_training_quant.ipynb │ ├── post_training_quantization.md │ └── quantization_spec.md ├── r1 │ ├── convert │ │ ├── cmdline_examples.md │ │ ├── cmdline_reference.md │ │ ├── index.md │ │ └── python_api.md │ └── images │ │ └── convert │ │ ├── sample_after.png │ │ ├── sample_before.png │ │ └── workflow.svg ├── tf_docs_reviews.gwsq ├── tools │ ├── BUILD │ ├── build_java_api_docs.py │ └── build_py_api_docs.py └── tutorials │ ├── _index.yaml │ ├── model_maker_image_classification.ipynb │ ├── model_maker_question_answer.ipynb │ └── model_maker_text_classification.ipynb ├── graph_info.h ├── interpreter.h ├── interpreter_builder.h ├── interpreter_test_util.h ├── ios ├── BUILD.apple ├── TensorFlowLiteC.md ├── TensorFlowLiteC.podspec ├── TensorFlowLiteC.podspec.template ├── TensorFlowLiteSelectTfOps.md ├── TensorFlowLiteSelectTfOps.podspec ├── TensorFlowLiteSelectTfOps.podspec.template ├── allowlist_TensorFlowLiteC.txt ├── allowlist_TensorFlowLiteCCoreML.txt ├── allowlist_TensorFlowLiteCMetal.txt ├── build_frameworks.sh ├── extract_object_files.py ├── extract_object_files_main.py ├── extract_object_files_test.py ├── hide_symbols_with_allowlist.sh ├── ios.bzl └── testdata │ ├── duplicate_names │ ├── foo.o │ ├── foo_1.o │ ├── foo_2.o │ └── input.a │ ├── extended_filename │ ├── input.a │ ├── long_file_name_with_extended_format.o │ └── short.o │ ├── odd_bytes │ ├── even.o │ ├── input.a │ └── odd.o │ ├── simple │ ├── bar.o │ ├── foo.o │ └── input.a │ └── skip_same_file │ ├── foo.o │ └── input.a ├── java ├── AndroidManifest.xml ├── BUILD ├── aar_with_jni.bzl ├── build_aar_for_release.sh ├── demo │ ├── .gitignore │ ├── README.md │ ├── app │ │ ├── build.gradle │ │ └── src │ │ │ └── main │ │ │ ├── AndroidManifest.xml │ │ │ ├── BUILD │ │ │ ├── assets │ │ │ ├── BUILD │ │ │ ├── labels_imagenet_slim.txt │ │ │ └── labels_mobilenet_quant_v1_224.txt │ │ │ ├── java │ │ │ └── com │ │ │ │ └── example │ │ │ │ └── android │ │ │ │ └── tflitecamerademo │ │ │ │ ├── AutoFitTextureView.java │ │ │ │ ├── Camera2BasicFragment.java │ │ │ │ ├── CameraActivity.java │ │ │ │ ├── ImageClassifier.java │ │ │ │ ├── ImageClassifierFloatInception.java │ │ │ │ ├── ImageClassifierFloatMobileNet.java │ │ │ │ └── ImageClassifierQuantizedMobileNet.java │ │ │ └── res │ │ │ ├── drawable-hdpi │ │ │ ├── ic_action_info.png │ │ │ ├── ic_launcher.png │ │ │ └── tile.9.png │ │ │ ├── drawable-mdpi │ │ │ ├── ic_action_info.png │ │ │ └── ic_launcher.png │ │ │ ├── drawable-xhdpi │ │ │ ├── ic_action_info.png │ │ │ └── ic_launcher.png │ │ │ ├── drawable-xxhdpi │ │ │ ├── ic_action_info.png │ │ │ ├── ic_launcher.png │ │ │ └── logo.png │ │ │ ├── drawable │ │ │ └── item_selector.xml │ │ │ ├── layout-land │ │ │ └── fragment_camera2_basic.xml │ │ │ ├── layout-v26 │ │ │ └── fragment_camera2_basic.xml │ │ │ ├── layout │ │ │ ├── activity_camera.xml │ │ │ ├── fragment_camera2_basic.xml │ │ │ └── listview_row.xml │ │ │ ├── values-sw600dp │ │ │ ├── template-dimens.xml │ │ │ └── template-styles.xml │ │ │ ├── values-v11 │ │ │ └── template-styles.xml │ │ │ ├── values-v21 │ │ │ ├── base-colors.xml │ │ │ └── base-template-styles.xml │ │ │ └── values │ │ │ ├── base-strings.xml │ │ │ ├── colors.xml │ │ │ ├── strings.xml │ │ │ ├── styles.xml │ │ │ ├── template-dimens.xml │ │ │ └── template-styles.xml │ ├── build.gradle │ ├── gradle.properties │ ├── gradle │ │ └── wrapper │ │ │ ├── gradle-wrapper.jar │ │ │ └── gradle-wrapper.properties │ ├── gradlew │ ├── gradlew.bat │ └── settings.gradle ├── gpu_version_script.lds ├── jni │ └── BUILD ├── ovic │ ├── BUILD │ ├── README.md │ ├── Winner_OSS_Template.md │ ├── demo │ │ ├── app │ │ │ ├── AndroidManifest.xml │ │ │ ├── BUILD │ │ │ ├── OvicBenchmarkerActivity.java │ │ │ ├── build.gradle │ │ │ └── res │ │ │ │ ├── drawable-mdpi │ │ │ │ └── ic_launcher.png │ │ │ │ ├── drawable-xhdpi │ │ │ │ └── ic_launcher.png │ │ │ │ ├── drawable │ │ │ │ └── start_button_color.xml │ │ │ │ ├── layout │ │ │ │ └── activity_main.xml │ │ │ │ └── values │ │ │ │ ├── dimens.xml │ │ │ │ └── strings.xml │ │ ├── build.gradle │ │ ├── gradle.properties │ │ ├── gradle │ │ │ └── wrapper │ │ │ │ ├── gradle-wrapper.jar │ │ │ │ └── gradle-wrapper.properties │ │ ├── gradlew │ │ ├── gradlew.bat │ │ └── settings.gradle │ └── src │ │ ├── main │ │ └── java │ │ │ └── org │ │ │ └── tensorflow │ │ │ └── ovic │ │ │ ├── BoundingBox.java │ │ │ ├── OvicBenchmarker.java │ │ │ ├── OvicClassificationResult.java │ │ │ ├── OvicClassifier.java │ │ │ ├── OvicClassifierBenchmarker.java │ │ │ ├── OvicDetectionResult.java │ │ │ ├── OvicDetector.java │ │ │ ├── OvicDetectorBenchmarker.java │ │ │ └── OvicValidator.java │ │ ├── test │ │ └── java │ │ │ └── org │ │ │ └── tensorflow │ │ │ └── ovic │ │ │ ├── OvicClassifierTest.java │ │ │ └── OvicDetectorTest.java │ │ └── testdata │ │ ├── BUILD │ │ ├── coco_labels.txt │ │ └── labels.txt ├── proguard.flags ├── src │ ├── main │ │ ├── java │ │ │ └── org │ │ │ │ └── tensorflow │ │ │ │ └── lite │ │ │ │ ├── DataType.java │ │ │ │ ├── Delegate.java │ │ │ │ ├── Interpreter.java │ │ │ │ ├── NativeInterpreterWrapper.java │ │ │ │ ├── Tensor.java │ │ │ │ ├── TensorFlowLite.java │ │ │ │ ├── annotations │ │ │ │ └── UsedByReflection.java │ │ │ │ └── package-info.java │ │ └── native │ │ │ ├── BUILD │ │ │ ├── exported_symbols.lds │ │ │ ├── jni_utils.cc │ │ │ ├── jni_utils.h │ │ │ ├── nativeinterpreterwrapper_jni.cc │ │ │ ├── tensor_jni.cc │ │ │ ├── tensorflow_lite_jni.cc │ │ │ └── version_script.lds │ ├── test │ │ ├── java │ │ │ └── org │ │ │ │ └── tensorflow │ │ │ │ └── lite │ │ │ │ ├── DataTypeTest.java │ │ │ │ ├── InterpreterCustomizedAndroidBuildTest.java │ │ │ │ ├── InterpreterFlexTest.java │ │ │ │ ├── InterpreterFlexWithCustomOpsTest.java │ │ │ │ ├── InterpreterMobileNetTest.java │ │ │ │ ├── InterpreterTest.java │ │ │ │ ├── InterpreterTestHelper.java │ │ │ │ ├── NativeInterpreterWrapperTest.java │ │ │ │ ├── TensorFlowLiteInvalidNativeLibTest.java │ │ │ │ ├── TensorFlowLiteNoNativeLibTest.java │ │ │ │ ├── TensorFlowLiteTest.java │ │ │ │ ├── TensorTest.java │ │ │ │ ├── TestUtils.java │ │ │ │ ├── gpu │ │ │ │ ├── CompatibilityListTest.java │ │ │ │ └── GpuDelegateTest.java │ │ │ │ └── nnapi │ │ │ │ └── NnApiDelegateTest.java │ │ └── native │ │ │ ├── BUILD │ │ │ └── interpreter_test_jni.cc │ ├── testdata │ │ ├── add.bin │ │ ├── add_unknown_dimensions.bin │ │ ├── float32.bin │ │ ├── grace_hopper_224.jpg │ │ ├── int32.bin │ │ ├── int64.bin │ │ ├── invalid_model.bin │ │ ├── mul_add_signature_def.bin │ │ ├── quantized.bin │ │ ├── string.bin │ │ ├── string_scalar.bin │ │ ├── tile_with_bool_input.bin │ │ ├── uint8.bin │ │ └── with_custom_op.lite │ └── testhelper │ │ └── java │ │ └── org │ │ └── tensorflow │ │ └── lite │ │ ├── BUILD │ │ └── TestHelper.java └── tflite_version_script.lds ├── kernels ├── BUILD ├── acceleration_test_util.h ├── acceleration_test_util_internal.h ├── builtin_op_kernels.h ├── cpu_backend_context.h ├── cpu_backend_gemm.h ├── cpu_backend_gemm_custom_gemv.h ├── cpu_backend_gemm_eigen.h ├── cpu_backend_gemm_gemmlowp.h ├── cpu_backend_gemm_params.h ├── cpu_backend_gemm_ruy.h ├── cpu_backend_gemm_x86.h ├── cpu_backend_threadpool.h ├── custom_ops_register.h ├── dequantize.h ├── eigen_support.h ├── fully_connected.h ├── gradient │ ├── BUILD │ ├── bcast_grad_args.cc │ ├── bcast_grad_args.h │ ├── bcast_grad_args_test.cc │ ├── gradient_ops.cc │ ├── gradient_ops.h │ └── gradient_ops_wrapper.cc ├── hashtable.md ├── internal │ ├── BUILD │ ├── averagepool_quantized_test.cc │ ├── batch_to_space_nd_test.cc │ ├── common.h │ ├── compatibility.h │ ├── conv_per_channel_quantized_16x8_test.cc │ ├── cppmath.h │ ├── depthwiseconv_float_test.cc │ ├── depthwiseconv_per_channel_quantized_16x8_test.cc │ ├── depthwiseconv_per_channel_quantized_test.cc │ ├── depthwiseconv_quantized_test.cc │ ├── kernel_utils.cc │ ├── kernel_utils.h │ ├── legacy_types.h │ ├── log_quantized_test.cc │ ├── logsoftmax_quantized_test.cc │ ├── max.h │ ├── maxpool_quantized_test.cc │ ├── mfcc.cc │ ├── mfcc.h │ ├── mfcc_dct.cc │ ├── mfcc_dct.h │ ├── mfcc_mel_filterbank.cc │ ├── mfcc_mel_filterbank.h │ ├── min.h │ ├── non_max_suppression_test.cc │ ├── optimized │ │ ├── batch_matmul.h │ │ ├── cpu_check.cc │ │ ├── cpu_check.h │ │ ├── depthwiseconv_3x3_filter_common.h │ │ ├── depthwiseconv_float.h │ │ ├── depthwiseconv_multithread.h │ │ ├── depthwiseconv_uint8.h │ │ ├── depthwiseconv_uint8_3x3_filter.h │ │ ├── depthwiseconv_uint8_transitional.h │ │ ├── eigen_spatial_convolutions.h │ │ ├── eigen_tensor_reduced_instantiations_google.h │ │ ├── eigen_tensor_reduced_instantiations_oss.h │ │ ├── im2col_utils.h │ │ ├── integer_ops │ │ │ ├── README.md │ │ │ ├── add.h │ │ │ ├── conv.h │ │ │ ├── depthwise_conv.h │ │ │ ├── depthwise_conv_3x3_filter.h │ │ │ ├── depthwise_conv_hybrid.h │ │ │ ├── depthwise_conv_hybrid_3x3_filter.h │ │ │ ├── fully_connected.h │ │ │ ├── mean.h │ │ │ ├── mul.h │ │ │ ├── pooling.h │ │ │ └── transpose_conv.h │ │ ├── legacy_optimized_ops.h │ │ ├── multithreaded_conv.h │ │ ├── neon_check.h │ │ ├── neon_tensor_utils.cc │ │ ├── neon_tensor_utils.h │ │ ├── neon_tensor_utils_impl.h │ │ ├── optimized_ops.h │ │ ├── resize_bilinear.h │ │ ├── sparse_ops │ │ │ └── fully_connected.h │ │ ├── sse_check.h │ │ ├── sse_tensor_utils.cc │ │ ├── sse_tensor_utils.h │ │ └── sse_tensor_utils_impl.h │ ├── per_channel_dequantize_test.cc │ ├── portable_tensor.h │ ├── quantization_util.cc │ ├── quantization_util.h │ ├── quantization_util_test.cc │ ├── reference │ │ ├── add.h │ │ ├── add_n.h │ │ ├── arg_min_max.h │ │ ├── batch_matmul.h │ │ ├── batch_to_space_nd.h │ │ ├── binary_function.h │ │ ├── broadcast_to.h │ │ ├── cast.h │ │ ├── ceil.h │ │ ├── comparisons.h │ │ ├── concatenation.h │ │ ├── conv.h │ │ ├── conv3d.h │ │ ├── densify.h │ │ ├── depth_to_space.h │ │ ├── depthwiseconv_float.h │ │ ├── depthwiseconv_uint8.h │ │ ├── dequantize.h │ │ ├── div.h │ │ ├── elu.h │ │ ├── exp.h │ │ ├── fill.h │ │ ├── floor.h │ │ ├── floor_div.h │ │ ├── floor_mod.h │ │ ├── fully_connected.h │ │ ├── gather.h │ │ ├── hard_swish.h │ │ ├── integer_ops │ │ │ ├── README.md │ │ │ ├── add.h │ │ │ ├── conv.h │ │ │ ├── depthwise_conv.h │ │ │ ├── dequantize.h │ │ │ ├── fully_connected.h │ │ │ ├── l2normalization.h │ │ │ ├── log_softmax.h │ │ │ ├── logistic.h │ │ │ ├── mean.h │ │ │ ├── mul.h │ │ │ ├── pooling.h │ │ │ ├── tanh.h │ │ │ └── transpose_conv.h │ │ ├── l2normalization.h │ │ ├── leaky_relu.h │ │ ├── legacy_reference_ops.h │ │ ├── logistic.h │ │ ├── maximum_minimum.h │ │ ├── mul.h │ │ ├── neg.h │ │ ├── non_max_suppression.h │ │ ├── pad.h │ │ ├── pooling.h │ │ ├── portable_tensor_utils.cc │ │ ├── portable_tensor_utils.h │ │ ├── portable_tensor_utils_impl.h │ │ ├── prelu.h │ │ ├── process_broadcast_shapes.h │ │ ├── quantize.h │ │ ├── reduce.h │ │ ├── reference_ops.h │ │ ├── requantize.h │ │ ├── resize_nearest_neighbor.h │ │ ├── round.h │ │ ├── softmax.h │ │ ├── space_to_batch_nd.h │ │ ├── space_to_depth.h │ │ ├── sparse_ops │ │ │ └── fully_connected.h │ │ ├── strided_slice.h │ │ ├── string_comparisons.h │ │ ├── sub.h │ │ ├── svdf.h │ │ ├── tanh.h │ │ ├── transpose.h │ │ └── transpose_conv.h │ ├── resize_bilinear_test.cc │ ├── resize_nearest_neighbor_test.cc │ ├── softmax_quantized_test.cc │ ├── spectrogram.cc │ ├── spectrogram.h │ ├── strided_slice_logic.h │ ├── strided_slice_logic_test.cc │ ├── tensor.h │ ├── tensor_ctypes.h │ ├── tensor_test.cc │ ├── tensor_utils.cc │ ├── tensor_utils.h │ ├── tensor_utils_common.h │ ├── tensor_utils_test.cc │ ├── test_util.cc │ ├── test_util.h │ ├── transpose_utils.cc │ ├── transpose_utils.h │ ├── transpose_utils_test.cc │ └── types.h ├── kernel_util.h ├── lstm_eval.h ├── lstm_shared.h ├── op_macros.h ├── padding.h ├── parse_example │ ├── BUILD │ ├── example_proto_fast_parsing.cc │ ├── example_proto_fast_parsing.h │ ├── parse_example.cc │ ├── parse_example.h │ └── parse_example_test.cc ├── perception │ ├── BUILD │ ├── dense_image_warp.cc │ ├── dense_image_warp_test.cc │ ├── max_pool_with_argmax.cc │ ├── max_pool_with_argmax_test.cc │ ├── max_unpooling_2d.cc │ ├── max_unpooling_2d_test.cc │ ├── perception_ops.cc │ ├── perception_ops.h │ └── perception_ops_wrapper.cc ├── register.h ├── register_ref.h ├── reshape_test_common.h ├── subgraph_test_util.h ├── test_delegate_providers.h └── test_util.h ├── lib_package ├── BUILD └── concat_licenses.sh ├── memory_planner.h ├── micro ├── BUILD ├── CONTRIBUTING.md ├── README.md ├── all_ops_resolver.h ├── apollo3evb │ ├── debug_log.cc │ └── micro_time.cc ├── arc_emsdp │ └── debug_log.cc ├── arduino │ ├── abi.cc │ ├── debug_log.cc │ └── system_setup.cc ├── benchmarks │ ├── BUILD │ ├── Makefile.inc │ ├── README.md │ ├── keyword_benchmark.cc │ ├── keyword_scrambled_model_data.cc │ ├── keyword_scrambled_model_data.h │ ├── micro_benchmark.h │ └── person_detection_benchmark.cc ├── bluepill │ └── debug_log.cc ├── build_def.bzl ├── chre │ └── debug_log.cc ├── compatibility.h ├── cortex_m_corstone_300 │ ├── README.md │ └── system_setup.cc ├── cortex_m_generic │ ├── README.md │ ├── debug_log.cc │ └── debug_log_callback.h ├── debug_log.h ├── docs │ ├── images │ │ ├── preallocated_tensors │ │ │ ├── preallocated_tensors_bg_1.png │ │ │ ├── preallocated_tensors_bg_2.png │ │ │ └── preallocated_tensors_impl1.png │ │ └── tflm_continuous_integration_1.png │ ├── memory_management.md │ ├── new_platform_support.md │ ├── optimized_kernel_implementations.md │ ├── preallocated_tensors.md │ ├── profiling.md │ └── renode.md ├── ecm3531 │ └── debug_log.cc ├── examples │ ├── hello_world │ │ ├── BUILD │ │ ├── Makefile.inc │ │ ├── README.md │ │ ├── arduino │ │ │ ├── constants.cc │ │ │ ├── main.cc │ │ │ └── output_handler.cc │ │ ├── constants.cc │ │ ├── constants.h │ │ ├── create_sine_model.ipynb │ │ ├── disco_f746ng │ │ │ ├── Makefile.inc │ │ │ ├── constants.cc │ │ │ └── output_handler.cc │ │ ├── esp │ │ │ └── main.cc │ │ ├── hello_world_binary_test.sh │ │ ├── hello_world_test.cc │ │ ├── images │ │ │ ├── animation_on_STM32F746.gif │ │ │ ├── animation_on_arduino_mkrzero.gif │ │ │ ├── animation_on_sparkfun_edge.gif │ │ │ └── model_architecture.png │ │ ├── main.cc │ │ ├── main_functions.cc │ │ ├── main_functions.h │ │ ├── model.cc │ │ ├── model.h │ │ ├── output_handler.cc │ │ ├── output_handler.h │ │ ├── output_handler_test.cc │ │ ├── riscv32_mcu │ │ │ └── Makefile.inc │ │ ├── sparkfun_edge │ │ │ ├── constants.cc │ │ │ └── output_handler.cc │ │ ├── spresense │ │ │ ├── Makefile.inc │ │ │ └── README.md │ │ ├── train │ │ │ ├── README.md │ │ │ └── train_hello_world_model.ipynb │ │ └── zephyr_riscv │ │ │ ├── Makefile.inc │ │ │ ├── prj.conf │ │ │ └── src │ │ │ └── assert.cc │ ├── image_recognition_experimental │ │ ├── .gitignore │ │ ├── BUILD │ │ ├── Makefile.inc │ │ ├── README.md │ │ ├── image_provider.h │ │ ├── image_recognition_model.h │ │ ├── image_recognition_test.cc │ │ ├── main.cc │ │ ├── stm32f746_discovery │ │ │ ├── display_util.cc │ │ │ ├── display_util.h │ │ │ ├── image_provider.cc │ │ │ ├── image_util.cc │ │ │ └── image_util.h │ │ └── util.h │ ├── magic_wand │ │ ├── BUILD │ │ ├── Makefile.inc │ │ ├── README.md │ │ ├── accelerometer_handler.cc │ │ ├── accelerometer_handler.h │ │ ├── accelerometer_handler_test.cc │ │ ├── arduino │ │ │ ├── Makefile.inc │ │ │ ├── accelerometer_handler.cc │ │ │ ├── main.cc │ │ │ └── output_handler.cc │ │ ├── constants.h │ │ ├── gesture_predictor.cc │ │ ├── gesture_predictor.h │ │ ├── gesture_predictor_test.cc │ │ ├── himax_we1_evb │ │ │ └── accelerometer_handler.cc │ │ ├── magic_wand_model_data.cc │ │ ├── magic_wand_model_data.h │ │ ├── magic_wand_test.cc │ │ ├── main.cc │ │ ├── main_functions.cc │ │ ├── main_functions.h │ │ ├── output_handler.cc │ │ ├── output_handler.h │ │ ├── output_handler_test.cc │ │ ├── ring_micro_features_data.cc │ │ ├── ring_micro_features_data.h │ │ ├── riscv32_mcu │ │ │ └── Makefile.inc │ │ ├── slope_micro_features_data.cc │ │ ├── slope_micro_features_data.h │ │ ├── sparkfun_edge │ │ │ ├── accelerometer_handler.cc │ │ │ └── output_handler.cc │ │ ├── train │ │ │ ├── README.md │ │ │ ├── data_augmentation.py │ │ │ ├── data_augmentation_test.py │ │ │ ├── data_load.py │ │ │ ├── data_load_test.py │ │ │ ├── data_prepare.py │ │ │ ├── data_prepare_test.py │ │ │ ├── data_split.py │ │ │ ├── data_split_person.py │ │ │ ├── data_split_person_test.py │ │ │ ├── data_split_test.py │ │ │ ├── netmodels │ │ │ │ └── CNN │ │ │ │ │ └── weights.h5 │ │ │ ├── requirements.txt │ │ │ ├── train.py │ │ │ ├── train_magic_wand_model.ipynb │ │ │ └── train_test.py │ │ └── zephyr_riscv │ │ │ ├── Makefile.inc │ │ │ ├── boards │ │ │ └── litex_vexriscv.overlay │ │ │ ├── prj.conf │ │ │ └── src │ │ │ ├── accelerometer_handler.cc │ │ │ ├── accelerometer_handler.h │ │ │ └── assert.cc │ ├── micro_speech │ │ ├── .gitignore │ │ ├── BUILD │ │ ├── CMSIS │ │ │ ├── Makefile.inc │ │ │ ├── README.md │ │ │ ├── create_constants.py │ │ │ ├── hanning.cc │ │ │ ├── hanning.h │ │ │ ├── sin_1k.cc │ │ │ └── sin_1k.h │ │ ├── Makefile.inc │ │ ├── README.md │ │ ├── apollo3 │ │ │ ├── .gitignore │ │ │ ├── Makefile.inc │ │ │ ├── README.md │ │ │ ├── _main.c │ │ │ ├── captured_data_to_wav.py │ │ │ ├── compare_1k.py │ │ │ ├── preprocessor_1k.cc │ │ │ ├── preprocessor_1k_cmsis_test.cmd │ │ │ ├── preprocessor_1k_micro_test.cmd │ │ │ ├── preprocessor_test.cmd │ │ │ ├── pushbutton_cmsis_scores.cmd │ │ │ ├── pushbutton_cmsis_voice.cmd │ │ │ ├── pushbutton_main.c │ │ │ └── pushbutton_test.cc │ │ ├── apollo3evb │ │ │ ├── audio_provider.cc │ │ │ ├── command_responder.cc │ │ │ └── micro_speech.cmd │ │ ├── arc_emsdp │ │ │ ├── Makefile.inc │ │ │ └── emsdp.lcf │ │ ├── arduino │ │ │ ├── Makefile.inc │ │ │ ├── audio_provider.cc │ │ │ ├── command_responder.cc │ │ │ └── main.cc │ │ ├── audio_provider.cc │ │ ├── audio_provider.h │ │ ├── audio_provider_mock.cc │ │ ├── audio_provider_mock_test.cc │ │ ├── audio_provider_test.cc │ │ ├── ceva │ │ │ ├── audio_provider.cc │ │ │ └── main_functions.cc │ │ ├── command_responder.cc │ │ ├── command_responder.h │ │ ├── command_responder_test.cc │ │ ├── disco_f746ng │ │ │ ├── Makefile.inc │ │ │ ├── audio_provider.cc │ │ │ ├── command_responder.cc │ │ │ └── timer.cc │ │ ├── esp │ │ │ ├── Makefile.inc │ │ │ ├── audio_provider.cc │ │ │ ├── main.cc │ │ │ ├── ringbuf.c │ │ │ ├── ringbuf.h │ │ │ └── sdkconfig.defaults │ │ ├── feature_provider.cc │ │ ├── feature_provider.h │ │ ├── feature_provider_mock_test.cc │ │ ├── feature_provider_test.cc │ │ ├── himax_we1_evb │ │ │ ├── audio_provider.cc │ │ │ └── command_responder.cc │ │ ├── images │ │ │ ├── animation_on_arduino.gif │ │ │ └── model_architecture.png │ │ ├── main.cc │ │ ├── main_functions.cc │ │ ├── main_functions.h │ │ ├── micro_features │ │ │ ├── BUILD │ │ │ ├── micro_features_generator.cc │ │ │ ├── micro_features_generator.h │ │ │ ├── micro_features_generator_test.cc │ │ │ ├── micro_model_settings.cc │ │ │ ├── micro_model_settings.h │ │ │ ├── model.cc │ │ │ ├── model.h │ │ │ ├── no_feature_data_slice.cc │ │ │ ├── no_feature_data_slice.h │ │ │ ├── no_micro_features_data.cc │ │ │ ├── no_micro_features_data.h │ │ │ ├── static_alloc.h │ │ │ ├── yes_feature_data_slice.cc │ │ │ ├── yes_feature_data_slice.h │ │ │ ├── yes_micro_features_data.cc │ │ │ └── yes_micro_features_data.h │ │ ├── micro_speech_binary_mock_test.sh │ │ ├── micro_speech_test.cc │ │ ├── no_1000ms_sample_data.cc │ │ ├── no_1000ms_sample_data.h │ │ ├── no_30ms_sample_data.cc │ │ ├── no_30ms_sample_data.h │ │ ├── nxp_k66f │ │ │ └── audio_provider.cc │ │ ├── osx │ │ │ ├── Makefile.inc │ │ │ └── audio_provider.cc │ │ ├── recognize_commands.cc │ │ ├── recognize_commands.h │ │ ├── recognize_commands_test.cc │ │ ├── riscv32_mcu │ │ │ └── Makefile.inc │ │ ├── simple_features │ │ │ ├── CMSIS │ │ │ │ └── simple_features_generator.cc │ │ │ ├── fixed_point │ │ │ │ └── simple_features_generator.cc │ │ │ ├── model.cc │ │ │ ├── model.h │ │ │ ├── no_power_spectrum_data.cc │ │ │ ├── no_power_spectrum_data.h │ │ │ ├── no_simple_features_data.cc │ │ │ ├── no_simple_features_data.h │ │ │ ├── simple_features_generator.cc │ │ │ ├── simple_features_generator.h │ │ │ ├── simple_features_generator_test.cc │ │ │ ├── simple_model_settings.cc │ │ │ ├── simple_model_settings.h │ │ │ ├── yes_power_spectrum_data.cc │ │ │ ├── yes_power_spectrum_data.h │ │ │ ├── yes_simple_features_data.cc │ │ │ └── yes_simple_features_data.h │ │ ├── sparkfun_edge │ │ │ ├── audio_provider.cc │ │ │ └── command_responder.cc │ │ ├── spresense │ │ │ ├── Makefile.inc │ │ │ ├── README.md │ │ │ └── src │ │ │ │ ├── spresense_audio_provider.cc │ │ │ │ └── spresense_command_responder.cc │ │ ├── train │ │ │ ├── README.md │ │ │ └── train_micro_speech_model.ipynb │ │ ├── train_speech_model.ipynb │ │ ├── yes_1000ms_sample_data.cc │ │ ├── yes_1000ms_sample_data.h │ │ ├── yes_30ms_sample_data.cc │ │ └── yes_30ms_sample_data.h │ ├── network_tester │ │ ├── .gitignore │ │ ├── Makefile.inc │ │ ├── README.md │ │ └── network_tester_test.cc │ └── person_detection │ │ ├── BUILD │ │ ├── Makefile.inc │ │ ├── README.md │ │ ├── apollo3evb │ │ └── image_provider.cc │ │ ├── arc_emsdp │ │ ├── Makefile.inc │ │ └── emsdp.lcf │ │ ├── arduino │ │ ├── HM01B0_platform.h │ │ ├── Makefile.inc │ │ ├── detection_responder.cc │ │ ├── image_provider.cc │ │ └── main.cc │ │ ├── detection_responder.cc │ │ ├── detection_responder.h │ │ ├── detection_responder_test.cc │ │ ├── esp │ │ ├── Makefile.inc │ │ ├── README_ESP.md │ │ ├── app_camera_esp.c │ │ ├── app_camera_esp.h │ │ ├── image_provider.cc │ │ ├── main.cc │ │ ├── main │ │ │ └── Kconfig.projbuild │ │ └── sdkconfig.defaults │ │ ├── himax_driver │ │ ├── HM01B0.c │ │ ├── HM01B0.h │ │ ├── HM01B0_RAW8_QVGA_8bits_lsb_5fps.h │ │ ├── HM01B0_Walking1s_01.h │ │ ├── HM01B0_Walking1s_01.txt │ │ ├── HM01B0_debug.c │ │ ├── HM01B0_debug.h │ │ ├── HM01B0_optimized.c │ │ ├── HM01B0_optimized.h │ │ └── Makefile.inc │ │ ├── himax_we1_evb │ │ ├── detection_responder.cc │ │ └── image_provider.cc │ │ ├── image_provider.cc │ │ ├── image_provider.h │ │ ├── image_provider_test.cc │ │ ├── main.cc │ │ ├── main_functions.cc │ │ ├── main_functions.h │ │ ├── model_settings.cc │ │ ├── model_settings.h │ │ ├── no_person_image_data.h │ │ ├── person_detect_model_data.h │ │ ├── person_detection_binary_test.sh │ │ ├── person_detection_test.cc │ │ ├── person_image_data.h │ │ ├── riscv32_mcu │ │ └── Makefile.inc │ │ ├── sparkfun_edge │ │ ├── detection_responder.cc │ │ └── image_provider.cc │ │ ├── spresense │ │ ├── Makefile.inc │ │ ├── README.md │ │ └── src │ │ │ └── spresense_image_provider.cc │ │ ├── training_a_model.md │ │ └── utils │ │ ├── BUILD │ │ ├── raw_to_bitmap.py │ │ └── raw_to_bitmap_test.py ├── himax_we1_evb │ └── debug_log.cc ├── kernels │ ├── BUILD │ ├── activation_utils.h │ ├── activations.cc │ ├── activations_test.cc │ ├── add.cc │ ├── add_n.cc │ ├── add_n_test.cc │ ├── add_test.cc │ ├── arc_mli │ │ ├── README.md │ │ ├── conv.cc │ │ ├── conv_slicing_test.cc │ │ ├── depthwise_conv.cc │ │ ├── depthwise_conv_slicing_test.cc │ │ ├── fully_connected.cc │ │ ├── fully_connected_slicing_test.cc │ │ ├── mli_slicers.cc │ │ ├── mli_slicers.h │ │ ├── mli_tf_utils.h │ │ ├── pooling.cc │ │ ├── pooling_slicing_test.cc │ │ ├── scratch_buf_mgr.cc │ │ ├── scratch_buf_mgr.h │ │ ├── scratch_buffers.cc │ │ └── scratch_buffers.h │ ├── arg_min_max.cc │ ├── arg_min_max_test.cc │ ├── batch_to_space_nd.cc │ ├── batch_to_space_nd_test.cc │ ├── cast.cc │ ├── cast_test.cc │ ├── ceil.cc │ ├── ceil_test.cc │ ├── ceva │ │ ├── ceva_common.cc │ │ ├── ceva_common.h │ │ ├── ceva_tflm_lib.h │ │ ├── fully_connected.cc │ │ ├── mcps_macros.h │ │ ├── quantize.cc │ │ ├── softmax.cc │ │ └── types.h │ ├── circular_buffer.cc │ ├── circular_buffer_flexbuffers_generated_data.cc │ ├── circular_buffer_flexbuffers_generated_data.h │ ├── circular_buffer_test.cc │ ├── cmsis_nn │ │ ├── README.md │ │ ├── add.cc │ │ ├── conv.cc │ │ ├── depthwise_conv.cc │ │ ├── fully_connected.cc │ │ ├── mul.cc │ │ ├── pooling.cc │ │ ├── softmax.cc │ │ └── svdf.cc │ ├── comparisons.cc │ ├── comparisons_test.cc │ ├── concatenation.cc │ ├── concatenation_test.cc │ ├── conv.cc │ ├── conv.h │ ├── conv_common.cc │ ├── conv_test.cc │ ├── conv_test.h │ ├── conv_test_common.cc │ ├── depth_to_space.cc │ ├── depth_to_space_test.cc │ ├── depthwise_conv.cc │ ├── depthwise_conv.h │ ├── depthwise_conv_common.cc │ ├── depthwise_conv_test.cc │ ├── dequantize.cc │ ├── dequantize_test.cc │ ├── detection_postprocess.cc │ ├── detection_postprocess_flexbuffers_generated_data.cc │ ├── detection_postprocess_flexbuffers_generated_data.h │ ├── detection_postprocess_test.cc │ ├── div.cc │ ├── div_test.cc │ ├── elementwise.cc │ ├── elementwise_test.cc │ ├── elu.cc │ ├── elu_test.cc │ ├── ethos_u │ │ ├── README.md │ │ └── ethosu.cc │ ├── ethosu.cc │ ├── ethosu.h │ ├── exp.cc │ ├── exp_test.cc │ ├── expand_dims.cc │ ├── expand_dims_test.cc │ ├── fill.cc │ ├── fill_test.cc │ ├── floor.cc │ ├── floor_div.cc │ ├── floor_div_test.cc │ ├── floor_mod.cc │ ├── floor_mod_test.cc │ ├── floor_test.cc │ ├── fully_connected.cc │ ├── fully_connected.h │ ├── fully_connected_common.cc │ ├── fully_connected_test.cc │ ├── gather.cc │ ├── hard_swish.cc │ ├── hard_swish_test.cc │ ├── kernel_runner.cc │ ├── kernel_runner.h │ ├── kernel_util.cc │ ├── kernel_util.h │ ├── l2norm.cc │ ├── l2norm_test.cc │ ├── leaky_relu.cc │ ├── leaky_relu_test.cc │ ├── logical.cc │ ├── logical_test.cc │ ├── logistic.cc │ ├── logistic_test.cc │ ├── maximum_minimum.cc │ ├── maximum_minimum_test.cc │ ├── micro_ops.h │ ├── micro_utils.h │ ├── mul.cc │ ├── mul_test.cc │ ├── neg.cc │ ├── neg_test.cc │ ├── pack.cc │ ├── pack_test.cc │ ├── pad.cc │ ├── pad_test.cc │ ├── pooling.cc │ ├── pooling_test.cc │ ├── prelu.cc │ ├── prelu_test.cc │ ├── quantization_util_test.cc │ ├── quantize.cc │ ├── quantize.h │ ├── quantize_common.cc │ ├── quantize_test.cc │ ├── reduce.cc │ ├── reduce_test.cc │ ├── reshape.cc │ ├── reshape_test.cc │ ├── resize_nearest_neighbor.cc │ ├── resize_nearest_neighbor_test.cc │ ├── round.cc │ ├── round_test.cc │ ├── shape.cc │ ├── shape_test.cc │ ├── softmax.cc │ ├── softmax.h │ ├── softmax_common.cc │ ├── softmax_test.cc │ ├── space_to_batch_nd.cc │ ├── space_to_batch_nd_test.cc │ ├── space_to_depth.cc │ ├── space_to_depth_test.cc │ ├── split.cc │ ├── split_test.cc │ ├── split_v.cc │ ├── split_v_test.cc │ ├── squeeze.cc │ ├── squeeze_test.cc │ ├── strided_slice.cc │ ├── strided_slice_test.cc │ ├── sub.cc │ ├── sub_test.cc │ ├── svdf.cc │ ├── svdf.h │ ├── svdf_common.cc │ ├── svdf_test.cc │ ├── tanh.cc │ ├── tanh_test.cc │ ├── test_data_generation │ │ ├── BUILD │ │ ├── README.md │ │ ├── generate_circular_buffer_flexbuffers_data.cc │ │ └── generate_detection_postprocess_flexbuffers_data.cc │ ├── transpose.cc │ ├── transpose_conv.cc │ ├── transpose_conv_test.cc │ ├── unpack.cc │ ├── unpack_test.cc │ ├── vexriscv │ │ ├── README.md │ │ ├── depthwise_conv.cc │ │ ├── doc │ │ │ └── DepthwiseConv2D_int8.md │ │ └── utils │ │ │ ├── README.md │ │ │ ├── gdb_regex.json │ │ │ └── log_parser.py │ ├── xtensa │ │ ├── conv.cc │ │ ├── depthwise_conv.cc │ │ ├── fixedpoint_utils.h │ │ ├── fully_connected.cc │ │ ├── quantize.cc │ │ ├── softmax.cc │ │ ├── svdf.cc │ │ └── xtensa.h │ ├── zeros_like.cc │ └── zeros_like_test.cc ├── mbed │ └── debug_log.cc ├── memory_helpers.h ├── memory_planner │ ├── BUILD │ ├── greedy_memory_planner.cc │ ├── greedy_memory_planner.h │ ├── greedy_memory_planner_test.cc │ ├── linear_memory_planner.cc │ ├── linear_memory_planner.h │ ├── linear_memory_planner_test.cc │ └── memory_planner.h ├── micro_allocator.h ├── micro_error_reporter.h ├── micro_interpreter.h ├── micro_mutable_op_resolver.h ├── micro_op_resolver.h ├── micro_profiler.h ├── micro_string.h ├── micro_time.h ├── micro_utils.h ├── openmvcam │ └── debug_log.cc ├── recording_micro_allocator.h ├── recording_micro_interpreter.h ├── recording_simple_memory_allocator.h ├── riscv32_mcu │ ├── README.md │ └── debug_log.cc ├── simple_memory_allocator.h ├── sparkfun_edge │ ├── debug_log.cc │ ├── micro_time.cc │ └── system_setup.cc ├── spresense │ ├── compiler_specific.cc │ └── debug_log.cc ├── stm32f4 │ └── debug_log.cc ├── stm32f4HAL │ └── debug_log.cc ├── system_setup.h ├── test_helpers.h ├── testing │ ├── BUILD │ ├── Dockerfile.riscv │ ├── bluepill.resc │ ├── bluepill_nontest.resc │ ├── generate_test_models.py │ ├── leon_commands │ ├── micro_test.h │ ├── robot.resource.txt │ ├── sifive_fe310.resc │ ├── stm32f4.resc │ ├── test_conv_model.cc │ ├── test_conv_model.h │ ├── test_ecm3531_binary.sh │ ├── test_hexagon_binary.sh │ ├── test_leon_binary.sh │ ├── test_with_arm_corstone_300.sh │ ├── test_with_renode.sh │ ├── test_xcore_binary.sh │ ├── test_xtensa_binary.sh │ └── util_test.cc ├── tools │ ├── ci_build │ │ ├── ci_build_micro_projects.sh │ │ ├── helper_functions.sh │ │ ├── install_arduino_cli.sh │ │ ├── install_mbed_cli.sh │ │ ├── test_all.sh │ │ ├── test_arc.sh │ │ ├── test_arduino.sh │ │ ├── test_arduino_library.sh │ │ ├── test_bazel.sh │ │ ├── test_bluepill.sh │ │ ├── test_code_style.sh │ │ ├── test_cortex_m_corstone_300.sh │ │ ├── test_cortex_m_generic.sh │ │ ├── test_esp32.sh │ │ ├── test_mbed.sh │ │ ├── test_mbed_library.sh │ │ ├── test_project_generation.sh │ │ ├── test_sparkfun.sh │ │ ├── test_stm32f4.sh │ │ ├── test_x86.sh │ │ └── tflm_bazel │ │ │ ├── BUILD │ │ │ ├── WORKSPACE │ │ │ ├── dot_bazelrc │ │ │ ├── tensorflow.bzl │ │ │ └── workspace.bzl │ ├── dev_setup │ │ └── pre-push.tflm │ ├── make │ │ ├── .gitignore │ │ ├── Makefile │ │ ├── arm_gcc_download.sh │ │ ├── bash_helpers.sh │ │ ├── corstone_300_download.sh │ │ ├── download_and_extract.sh │ │ ├── ethos_u_core_platform_download.sh │ │ ├── ext_libs │ │ │ ├── arc_mli.inc │ │ │ ├── ceva.inc │ │ │ ├── cmsis_download.sh │ │ │ ├── cmsis_nn.inc │ │ │ ├── ethos_u.inc │ │ │ ├── stm32_bare_lib_download.sh │ │ │ ├── vexriscv.inc │ │ │ ├── xtensa.inc │ │ │ └── xtensa_download.sh │ │ ├── fix_arduino_subfolders.py │ │ ├── fix_arduino_subfolders_test.sh │ │ ├── flatbuffers_download.sh │ │ ├── generate_keil_project.py │ │ ├── generate_keil_project_test.sh │ │ ├── helper_functions.inc │ │ ├── merge_arduino_zips.py │ │ ├── merge_arduino_zips_test.sh │ │ ├── pigweed.patch │ │ ├── pigweed_download.sh │ │ ├── renode_download.sh │ │ ├── targets │ │ │ ├── apollo3evb │ │ │ │ ├── .gitignore │ │ │ │ ├── apollo3evb.ld │ │ │ │ └── prep_apollo3_files.sh │ │ │ ├── apollo3evb_makefile.inc │ │ │ ├── arc │ │ │ │ ├── README.md │ │ │ │ ├── arc_common.inc │ │ │ │ └── emsdp │ │ │ │ │ ├── emsdp.lcf │ │ │ │ │ └── emsdp_v2.lcf │ │ │ ├── arc_custom_makefile.inc │ │ │ ├── arc_emsdp_makefile.inc │ │ │ ├── bluepill │ │ │ │ └── bluepill.lds │ │ │ ├── bluepill_makefile.inc │ │ │ ├── ceva │ │ │ │ ├── CEVA_BX1_TFLM.ld │ │ │ │ ├── CEVA_BX1_TFLM_18.0.2.ld │ │ │ │ ├── CEVA_BX1_TFLM_18.0.3.ld │ │ │ │ ├── CEVA_BX1_TFLM_18.0.5.ld │ │ │ │ └── CEVA_SP500_TFLM.ld │ │ │ ├── ceva_makefile.inc │ │ │ ├── chre_makefile.inc │ │ │ ├── cortex_m_corstone_300_makefile.inc │ │ │ ├── cortex_m_generic_makefile.inc │ │ │ ├── ecm3531 │ │ │ │ ├── README.md │ │ │ │ ├── _main.c │ │ │ │ ├── ecm3531.lds │ │ │ │ ├── ecm3531_flash.lds │ │ │ │ ├── flash_erase │ │ │ │ ├── flash_program │ │ │ │ ├── load_program │ │ │ │ └── startup.c │ │ │ ├── ecm3531_makefile.inc │ │ │ ├── esp_makefile.inc │ │ │ ├── hexagon │ │ │ │ └── download_hexagon.sh │ │ │ ├── hexagon_makefile.inc │ │ │ ├── himax_we1_evb_makefile.inc │ │ │ ├── leon_makefile.inc │ │ │ ├── mbed_makefile.inc │ │ │ ├── mcu_riscv_makefile.inc │ │ │ ├── sparkfun_edge_makefile.inc │ │ │ ├── spresense_makefile.inc │ │ │ ├── stm32f4 │ │ │ │ └── stm32f4.lds │ │ │ ├── stm32f4_makefile.inc │ │ │ ├── xcore_makefile.inc │ │ │ ├── xtensa_makefile.inc │ │ │ └── zephyr_vexriscv_makefile.inc │ │ ├── templates │ │ │ ├── AUDIO_DISCO_F746NG.lib.tpl │ │ │ ├── BSP_DISCO_F746NG.lib.tpl │ │ │ ├── LCD_DISCO_F746NG.lib.tpl │ │ │ ├── Makefile.tpl │ │ │ ├── README_KEIL.md.tpl │ │ │ ├── README_MAKE.md.tpl │ │ │ ├── README_MBED.md.tpl │ │ │ ├── SDRAM_DISCO_F746NG.lib.tpl │ │ │ ├── TensorFlowLite.h │ │ │ ├── arc │ │ │ │ ├── README_ARC.md.tpl │ │ │ │ ├── README_ARC_EMSDP.md.tpl │ │ │ │ └── arc_app_makefile.tpl │ │ │ ├── arduino_example.ino │ │ │ ├── ceva │ │ │ │ └── ceva_app_makefile_v18.0.5.tpl │ │ │ ├── ceva_SP500 │ │ │ │ └── ceva_app_makefile.tpl │ │ │ ├── esp │ │ │ │ ├── CMakeLists.txt.tpl │ │ │ │ ├── README_ESP.md.tpl │ │ │ │ ├── components │ │ │ │ │ └── tfmicro │ │ │ │ │ │ └── CMakeLists.txt.tpl │ │ │ │ └── main │ │ │ │ │ └── CMakeLists.txt.tpl │ │ │ ├── keil_project.uvprojx.tpl │ │ │ ├── library.properties │ │ │ ├── mbed-os.lib.tpl │ │ │ ├── mbed_app.json.tpl │ │ │ ├── tasks.json.make.tpl │ │ │ ├── tasks.json.mbed.tpl │ │ │ └── zephyr_cmake_project.cmake.tpl │ │ ├── third_party_downloads.inc │ │ ├── transform_arduino_source.py │ │ ├── transform_arduino_source_test.sh │ │ ├── transform_esp_source_test.sh │ │ └── transform_source.py │ └── project_generation │ │ ├── Makefile │ │ └── create_tflm_tree.py └── xcore │ ├── README.md │ └── debug_log.cc ├── minimal_logging.h ├── model.h ├── model_builder.h ├── mutable_op_resolver.h ├── nnapi ├── BUILD ├── NeuralNetworksShim.h ├── NeuralNetworksTypes.h ├── README.md ├── nnapi_handler.h ├── nnapi_implementation.h └── nnapi_util.h ├── objc ├── BUILD.apple ├── README.md ├── TensorFlowLite.tulsiproj │ ├── Configs │ │ └── TensorFlowLite.tulsigen │ └── project.tulsiconf ├── TensorFlowLiteObjC.podspec ├── TensorFlowLiteObjC.podspec.template ├── apis │ ├── TFLCoreMLDelegate.h │ ├── TFLDelegate.h │ ├── TFLInterpreter.h │ ├── TFLInterpreterOptions.h │ ├── TFLMetalDelegate.h │ ├── TFLQuantizationParameters.h │ ├── TFLTensor.h │ └── TFLTensorFlowLite.h ├── apps │ └── TestApp │ │ ├── Podfile │ │ ├── TestApp.xcodeproj │ │ └── project.pbxproj │ │ └── TestApp │ │ ├── AppDelegate.h │ │ ├── AppDelegate.m │ │ ├── Assets.xcassets │ │ ├── AppIcon.appiconset │ │ │ └── Contents.json │ │ └── Contents.json │ │ ├── Base.lproj │ │ ├── LaunchScreen.storyboard │ │ └── Main.storyboard │ │ ├── Info.plist │ │ ├── ViewController.h │ │ ├── ViewController.m │ │ └── main.m ├── sources │ ├── TFLCoreMLDelegate.m │ ├── TFLDelegate.m │ ├── TFLErrorUtil.h │ ├── TFLErrorUtil.m │ ├── TFLInterpreter+Internal.h │ ├── TFLInterpreter.mm │ ├── TFLInterpreterOptions.m │ ├── TFLMetalDelegate.m │ ├── TFLQuantizationParameters+Internal.h │ ├── TFLQuantizationParameters.m │ ├── TFLTensor+Internal.h │ └── TFLTensor.m └── tests │ ├── TFLCoreMLDelegateTests.m │ ├── TFLInterpreterOptionsTests.m │ ├── TFLInterpreterTests.m │ ├── TFLMetalDelegateTests.m │ └── TFLQuantizationParametersTests.m ├── op_resolver.h ├── optional_debug_tools.h ├── portable_type_to_tflitetype.h ├── profiling ├── BUILD ├── atrace_profiler.h ├── buffered_profiler.h ├── memory_info.h ├── noop_profiler.h ├── platform_profiler.h ├── profile_buffer.h ├── profile_summarizer.h ├── profile_summary_formatter.h ├── profiler.h ├── signpost_profiler.h ├── signpost_profiler.mm └── time.h ├── schema ├── BUILD ├── builtin_ops_header │ ├── BUILD │ ├── README.md │ ├── consistency_test.cc │ ├── generate.cc │ ├── generator.cc │ ├── generator.h │ └── generator_test.cc ├── schema.fbs ├── schema_conversion_utils.h ├── schema_generated.h ├── schema_utils.h ├── schema_v0.fbs ├── schema_v1.fbs ├── schema_v2.fbs ├── schema_v3.fbs ├── schema_v3a.fbs ├── upgrade_schema.py └── upgrade_schema_test.py ├── shared_library.h ├── simple_memory_arena.h ├── special_rules.bzl ├── stateful_error_reporter.h ├── stderr_reporter.h ├── string_type.h ├── string_util.h ├── tflite_exported_symbols.lds ├── tflite_version_script.lds ├── tflite_with_xnnpack_optional.h ├── toco ├── BUILD ├── README.md ├── allocate_transient_arrays.h ├── args.h ├── dump_graphviz.h ├── export_tensorflow.h ├── format_port.h ├── g3doc │ └── README.md ├── graph_transformations │ ├── convert_expanddims_to_reshape.cc │ ├── convert_matrix_diag_v2_or_v3_to_v1.cc │ ├── convert_matrix_set_diag_v2_or_v3_to_v1.cc │ ├── convert_pure_conv_to_depthwise.cc │ ├── convert_reorder_axes.cc │ ├── convert_squeeze_to_reshape.cc │ ├── convert_trivial_addn_to_add.cc │ ├── convert_trivial_pack_to_reshape.cc │ ├── convert_trivial_tile_to_concat.cc │ ├── convert_trivial_transpose_to_reshape.cc │ ├── create_im2col_arrays.cc │ ├── dequantize.cc │ ├── drop_fake_quant.cc │ ├── drop_im2col_arrays.cc │ ├── ensure_bias_vectors.cc │ ├── ensure_uint8_weights_safe_for_fast_int8_kernels.cc │ ├── fuse_activation_functions.cc │ ├── fuse_binary_into_following_affine.cc │ ├── fuse_binary_into_preceding_affine.cc │ ├── fuse_broadcast_into_following_binary.cc │ ├── graph_transformations.cc │ ├── graph_transformations.h │ ├── group_bidirectional_sequence_ops.cc │ ├── hardcode_min_max.cc │ ├── identify_dilated_conv.cc │ ├── identify_hardswish.cc │ ├── identify_l2_normalization.cc │ ├── identify_l2_pool.cc │ ├── identify_lstm.cc │ ├── identify_lstm_merge_inputs.cc │ ├── identify_lstm_split_inputs.cc │ ├── identify_nearest_upsample.cc │ ├── identify_prelu.cc │ ├── identify_relu1.cc │ ├── identify_util.cc │ ├── identify_util.h │ ├── lstm_utils.cc │ ├── lstm_utils.h │ ├── make_initial_dequantize_operator.cc │ ├── merge_reshape_into_preceding_transpose.cc │ ├── move_binary_operator_before_reshape.cc │ ├── propagate_activation_function_into_constants.cc │ ├── propagate_array_data_types.cc │ ├── propagate_default_min_max.cc │ ├── propagate_fake_quant_num_bits.cc │ ├── propagate_fixed_sizes.cc │ ├── quantization_util.cc │ ├── quantization_util.h │ ├── quantize.cc │ ├── read_array_minmax_and_narrow_range_from_fake_quant.cc │ ├── remove_final_dequantize_op.cc │ ├── remove_successive_transpose.cc │ ├── remove_tensorflow_assert.cc │ ├── remove_tensorflow_identity.cc │ ├── remove_trivial_binary.cc │ ├── remove_trivial_concatenation.cc │ ├── remove_trivial_concatenation_input.cc │ ├── remove_trivial_fake_quant.cc │ ├── remove_trivial_passthrough.cc │ ├── remove_trivial_passthrough.h │ ├── remove_trivial_quantized_activation_func.cc │ ├── remove_trivial_quantized_min_max.cc │ ├── remove_trivial_reshape.cc │ ├── remove_trivial_slice.cc │ ├── remove_unused_op.cc │ ├── reorder_elementwise_unary.cc │ ├── reorder_reshape_transpose.cc │ ├── resolve_batch_normalization.cc │ ├── resolve_batch_to_space_nd_attributes.cc │ ├── resolve_constant_binary.cc │ ├── resolve_constant_concatenation.cc │ ├── resolve_constant_fake_quant.cc │ ├── resolve_constant_fill.cc │ ├── resolve_constant_gather.cc │ ├── resolve_constant_pack.cc │ ├── resolve_constant_random_uniform.cc │ ├── resolve_constant_range.cc │ ├── resolve_constant_reshape.cc │ ├── resolve_constant_select.cc │ ├── resolve_constant_shape_or_rank.cc │ ├── resolve_constant_slice.cc │ ├── resolve_constant_strided_slice.cc │ ├── resolve_constant_tile.cc │ ├── resolve_constant_transpose.cc │ ├── resolve_constant_unary.cc │ ├── resolve_fake_quant_args_from_vars.cc │ ├── resolve_gather_attributes.cc │ ├── resolve_multiply_by_zero.cc │ ├── resolve_pad_attributes.cc │ ├── resolve_padv2_attributes.cc │ ├── resolve_reduce_attributes.cc │ ├── resolve_reorder_axes.cc │ ├── resolve_reshape_attributes.cc │ ├── resolve_slice_attributes.cc │ ├── resolve_space_to_batch_nd_attributes.cc │ ├── resolve_squeeze_attributes.cc │ ├── resolve_strided_slice_attributes.cc │ ├── resolve_tensorflow_concat.cc │ ├── resolve_tensorflow_matmul.cc │ ├── resolve_tensorflow_merge.cc │ ├── resolve_tensorflow_switch.cc │ ├── resolve_transpose_attributes.cc │ ├── shuffle_fc_weights.cc │ ├── tests │ │ ├── BUILD │ │ ├── fuse_binary_into_following_affine_test.cc │ │ ├── fuse_binary_into_preceding_affine_test.cc │ │ ├── identify_l2_normalization_test.cc │ │ ├── identify_l2_pool_test.cc │ │ ├── lstm_utils_test.cc │ │ ├── remove_successive_transpose_test.cc │ │ ├── resolve_constant_concatenation_test.cc │ │ ├── resolve_constant_unary_test.cc │ │ └── unpack_quantize_test.cc │ ├── unfuse_activation_functions.cc │ ├── unpartition_embedding_lookup.cc │ └── unroll_batch_matmul.cc ├── import_tensorflow.h ├── logging │ ├── BUILD │ ├── conversion_log_util.cc │ ├── conversion_log_util.h │ ├── conversion_log_util_test.cc │ ├── gen_html.py │ ├── gen_html_test.py │ ├── template.html │ ├── testdata │ │ ├── BUILD │ │ ├── generated.html │ │ ├── toco_log_after.pb │ │ ├── toco_log_before.pb │ │ ├── toco_tf_graph.dot │ │ └── toco_tflite_graph.dot │ └── toco_conversion_log.proto ├── model.h ├── model_cmdline_flags.h ├── model_flags.proto ├── python │ ├── BUILD │ ├── tensorflow_wrap_toco.py │ ├── toco_from_protos.py │ ├── toco_from_protos_test.py │ ├── toco_python_api.cc │ └── toco_python_api.h ├── runtime │ ├── common.h │ └── types.h ├── tensorflow_graph_matching │ ├── BUILD │ ├── cluster.cc │ ├── cluster.h │ ├── cluster_utils.cc │ ├── cluster_utils.h │ ├── resolve_cluster.cc │ ├── resolve_cluster.h │ ├── resolve_svdf.cc │ ├── resolve_svdf.h │ └── resolve_svdf_test.cc ├── tensorflow_util.h ├── tflite │ ├── BUILD │ ├── builtin_operator.h │ ├── custom_operator.h │ ├── export.cc │ ├── export.h │ ├── export_test.cc │ ├── import.cc │ ├── import.h │ ├── import_test.cc │ ├── op_version.cc │ ├── op_version.h │ ├── op_version_test.cc │ ├── operator.cc │ ├── operator.h │ ├── operator_test.cc │ ├── simple_operator.h │ ├── types.cc │ ├── types.h │ └── types_test.cc ├── toco_cmdline_flags.h ├── toco_convert.h ├── toco_flags.proto ├── toco_graphviz_dump_options.h ├── toco_port.h ├── toco_tooling.h ├── toco_types.h ├── tooling_util.h └── types.proto ├── tools ├── BUILD ├── benchmark │ ├── BUILD │ ├── CMakeLists.txt │ ├── README.md │ ├── android │ │ ├── AndroidManifest.xml │ │ ├── BUILD │ │ ├── README.md │ │ ├── jni │ │ │ └── benchmark_model_jni.cc │ │ └── src │ │ │ └── org │ │ │ └── tensorflow │ │ │ └── lite │ │ │ └── benchmark │ │ │ ├── BenchmarkModel.java │ │ │ └── BenchmarkModelActivity.java │ ├── benchmark_main.cc │ ├── benchmark_model.cc │ ├── benchmark_model.h │ ├── benchmark_params.h │ ├── benchmark_performance_options.cc │ ├── benchmark_performance_options.h │ ├── benchmark_plus_flex_main.cc │ ├── benchmark_test.cc │ ├── benchmark_tflite_model.cc │ ├── benchmark_tflite_model.h │ ├── benchmark_tflite_performance_options_main.cc │ ├── benchmark_utils.cc │ ├── benchmark_utils.h │ ├── benchmark_utils_test.cc │ ├── experimental │ │ ├── c │ │ │ ├── BUILD │ │ │ ├── benchmark_c_api.cc │ │ │ └── benchmark_c_api.h │ │ ├── firebase │ │ │ └── android │ │ │ │ ├── AndroidManifest.xml │ │ │ │ ├── BUILD │ │ │ │ ├── jni │ │ │ │ └── benchmark_model_jni.cc │ │ │ │ └── src │ │ │ │ └── org │ │ │ │ └── tensorflow │ │ │ │ └── lite │ │ │ │ └── benchmark │ │ │ │ └── firebase │ │ │ │ ├── BenchmarkModel.java │ │ │ │ └── BenchmarkModelActivity.java │ │ └── ios │ │ │ └── BUILD.apple │ ├── ios │ │ ├── README.md │ │ ├── TFLiteBenchmark │ │ │ ├── TFLiteBenchmark.xcodeproj │ │ │ │ └── project.pbxproj │ │ │ └── TFLiteBenchmark │ │ │ │ ├── AppDelegate.h │ │ │ │ ├── AppDelegate.m │ │ │ │ ├── Assets.xcassets │ │ │ │ ├── AppIcon.appiconset │ │ │ │ │ └── Contents.json │ │ │ │ └── Contents.json │ │ │ │ ├── Base.lproj │ │ │ │ ├── LaunchScreen.storyboard │ │ │ │ └── Main.storyboard │ │ │ │ ├── BenchmarkViewController.h │ │ │ │ ├── BenchmarkViewController.mm │ │ │ │ ├── Frameworks │ │ │ │ └── .gitignore │ │ │ │ ├── Info.plist │ │ │ │ ├── benchmark_data │ │ │ │ └── benchmark_params.json │ │ │ │ └── main.m │ │ └── build_benchmark_framework.sh │ ├── profiling_listener.cc │ └── profiling_listener.h ├── build_aar.sh ├── build_aar_with_docker.sh ├── cmake │ ├── README.md │ ├── download_toolchains.sh │ └── modules │ │ ├── Findabsl.cmake │ │ ├── Findegl_headers.cmake │ │ ├── Findeigen.cmake │ │ ├── Findfarmhash.cmake │ │ ├── Findfft2d.cmake │ │ ├── Findflatbuffers.cmake │ │ ├── Findfp16_headers.cmake │ │ ├── Findgemmlowp.cmake │ │ ├── Findneon2sse.cmake │ │ ├── Findopencl_headers.cmake │ │ ├── Findopengl_headers.cmake │ │ ├── Findruy.cmake │ │ ├── Findvulkan_headers.cmake │ │ ├── Findxnnpack.cmake │ │ ├── OverridableFetchContent.cmake │ │ ├── abseil-cpp.cmake │ │ ├── egl_headers.cmake │ │ ├── eigen.cmake │ │ ├── farmhash.cmake │ │ ├── farmhash │ │ └── CMakeLists.txt │ │ ├── fft2d.cmake │ │ ├── fft2d │ │ └── CMakeLists.txt │ │ ├── flatbuffers.cmake │ │ ├── fp16_headers.cmake │ │ ├── gemmlowp.cmake │ │ ├── gemmlowp │ │ └── CMakeLists.txt │ │ ├── neon2sse.cmake │ │ ├── opencl_headers.cmake │ │ ├── opengl_headers.cmake │ │ ├── ruy.cmake │ │ ├── ruy │ │ └── CMakeLists.txt │ │ ├── vulkan_headers.cmake │ │ └── xnnpack.cmake ├── command_line_flags.h ├── convert_image_to_csv.py ├── convert_image_to_csv_test.py ├── delegates │ ├── BUILD │ ├── README.md │ ├── coreml_delegate_provider.cc │ ├── default_execution_provider.cc │ ├── delegate_provider.h │ ├── external_delegate_provider.cc │ ├── gpu_delegate_provider.cc │ ├── hexagon_delegate_provider.cc │ ├── nnapi_delegate_provider.cc │ └── xnnpack_delegate_provider.cc ├── evaluation │ ├── BUILD │ ├── evaluation_delegate_provider.cc │ ├── evaluation_delegate_provider.h │ ├── evaluation_delegate_provider_test.cc │ ├── evaluation_stage.h │ ├── proto │ │ ├── BUILD │ │ ├── evaluation_config.proto │ │ ├── evaluation_stages.proto │ │ └── preprocessing_steps.proto │ ├── stages │ │ ├── BUILD │ │ ├── image_classification_stage.cc │ │ ├── image_classification_stage.h │ │ ├── image_preprocessing_stage.cc │ │ ├── image_preprocessing_stage.h │ │ ├── image_preprocessing_stage_test.cc │ │ ├── inference_profiler_stage.cc │ │ ├── inference_profiler_stage.h │ │ ├── inference_profiler_stage_test.cc │ │ ├── object_detection_average_precision_stage.cc │ │ ├── object_detection_average_precision_stage.h │ │ ├── object_detection_average_precision_stage_test.cc │ │ ├── object_detection_stage.cc │ │ ├── object_detection_stage.h │ │ ├── testdata │ │ │ └── grace_hopper.jpg │ │ ├── tflite_inference_stage.cc │ │ ├── tflite_inference_stage.h │ │ ├── tflite_inference_stage_test.cc │ │ ├── topk_accuracy_eval_stage.cc │ │ ├── topk_accuracy_eval_stage.h │ │ ├── topk_accuracy_eval_stage_test.cc │ │ └── utils │ │ │ ├── BUILD │ │ │ ├── image_metrics.cc │ │ │ ├── image_metrics.h │ │ │ └── image_metrics_test.cc │ ├── tasks │ │ ├── BUILD │ │ ├── README.md │ │ ├── build_def.bzl │ │ ├── coco_object_detection │ │ │ ├── BUILD │ │ │ ├── README.md │ │ │ ├── preprocess_coco_minival.py │ │ │ └── run_eval.cc │ │ ├── imagenet_image_classification │ │ │ ├── BUILD │ │ │ ├── README.md │ │ │ ├── generate_validation_labels.py │ │ │ └── run_eval.cc │ │ ├── inference_diff │ │ │ ├── BUILD │ │ │ ├── README.md │ │ │ └── run_eval.cc │ │ ├── task_executor.cc │ │ ├── task_executor.h │ │ └── task_executor_main.cc │ ├── testdata │ │ ├── empty.txt │ │ └── labels.txt │ ├── utils.cc │ ├── utils.h │ └── utils_test.cc ├── flatbuffer_utils.py ├── flatbuffer_utils_test.py ├── gen_op_registration.h ├── list_flex_ops.h ├── logging.h ├── make │ ├── Makefile │ ├── README.md │ ├── build_aarch64_lib.sh │ ├── build_bbb_lib.sh │ ├── build_ios_universal_lib.sh │ ├── build_lib.sh │ ├── build_riscv_lib.sh │ ├── build_rpi_lib.sh │ ├── download_dependencies.sh │ └── targets │ │ ├── aarch64_makefile.inc │ │ ├── bbb_makefile.inc │ │ ├── ios_makefile.inc │ │ ├── linux_makefile.inc │ │ ├── riscv_makefile.inc │ │ ├── rpi_makefile.inc │ │ ├── stm32f1_makefile.inc │ │ └── stm32f7_makefile.inc ├── optimize │ ├── BUILD │ ├── calibration │ │ ├── BUILD │ │ ├── builtin_logging_ops │ │ │ ├── lstm.cc │ │ │ └── lstm.h │ │ ├── calibration_common.h │ │ ├── calibration_logger.cc │ │ ├── calibration_logger.h │ │ ├── calibration_reader.cc │ │ ├── calibration_reader.h │ │ ├── calibrator.cc │ │ ├── calibrator.h │ │ ├── calibrator_test.cc │ │ ├── custom_logging_ops │ │ │ ├── lstm.cc │ │ │ └── lstm.h │ │ ├── logging_op.h │ │ ├── logging_op_resolver.cc │ │ ├── logging_op_resolver.h │ │ └── logging_op_resolver_test.cc │ ├── g3doc │ │ └── quantize_weights.md │ ├── model_utils.cc │ ├── model_utils.h │ ├── model_utils_test.cc │ ├── modify_model_interface.cc │ ├── modify_model_interface.h │ ├── modify_model_interface_main.cc │ ├── modify_model_interface_test.cc │ ├── operator_property.cc │ ├── operator_property.h │ ├── python │ │ ├── BUILD │ │ ├── modify_model_interface.cc │ │ ├── modify_model_interface.py │ │ ├── modify_model_interface_constants.py │ │ ├── modify_model_interface_lib.py │ │ └── modify_model_interface_lib_test.py │ ├── quantization_utils.cc │ ├── quantization_utils.h │ ├── quantization_utils_test.cc │ ├── quantization_wrapper.cc │ ├── quantization_wrapper.h │ ├── quantization_wrapper_utils.cc │ ├── quantization_wrapper_utils.h │ ├── quantization_wrapper_utils_custom_test.cc │ ├── quantization_wrapper_utils_test.cc │ ├── quantize_model.cc │ ├── quantize_model.h │ ├── quantize_model_test.cc │ ├── quantize_weights.cc │ ├── quantize_weights.h │ ├── quantize_weights_test.cc │ ├── sparsity │ │ ├── BUILD │ │ ├── format_converter.cc │ │ ├── format_converter.h │ │ ├── format_converter_test.cc │ │ └── python │ │ │ ├── BUILD │ │ │ ├── format_converter_extension.cc │ │ │ └── format_converter_extension_test.py │ ├── test_util.cc │ ├── test_util.h │ └── testdata │ │ ├── README.md │ │ ├── add_with_const_input.bin │ │ ├── argmax.bin │ │ ├── broadcast_to.bin │ │ ├── concat.bin │ │ ├── custom_op.bin │ │ ├── fc.bin │ │ ├── fc_qat.bin │ │ ├── gather_nd.bin │ │ ├── lstm_calibrated.bin │ │ ├── lstm_calibrated2.bin │ │ ├── lstm_quantized.bin │ │ ├── lstm_quantized2.bin │ │ ├── maximum.bin │ │ ├── minimum.bin │ │ ├── mixed.bin │ │ ├── mixed16x8.bin │ │ ├── multi_input_add_reshape.bin │ │ ├── pack.bin │ │ ├── quantized_with_gather.bin │ │ ├── single_avg_pool_min_minus_5_max_plus_5.bin │ │ ├── single_conv_no_bias.bin │ │ ├── single_conv_weights_min_0_max_plus_10.bin │ │ ├── single_conv_weights_min_minus_127_max_plus_127.bin │ │ ├── single_softmax_min_minus_5_max_plus_5.bin │ │ ├── split.bin │ │ ├── svdf_calibrated.bin │ │ ├── svdf_quantized.bin │ │ ├── transpose.bin │ │ ├── unidirectional_sequence_lstm_calibrated.bin │ │ ├── unidirectional_sequence_lstm_quantized.bin │ │ ├── unpack.bin │ │ ├── weight_shared_between_convs.bin │ │ └── where.bin ├── pip_package │ ├── Dockerfile │ ├── MANIFEST.in │ ├── Makefile │ ├── README.md │ ├── build_pip_package.sh │ ├── build_pip_package_with_bazel.sh │ ├── build_pip_package_with_cmake.sh │ ├── debian │ │ ├── changelog │ │ ├── compat │ │ ├── control │ │ ├── copyright │ │ └── rules │ ├── setup.py │ ├── setup_with_binary.py │ └── update_sources.sh ├── randomize_weights.py ├── reverse_xxd_dump_from_cc.py ├── sanitizers │ ├── BUILD │ └── sanitizers_pybind11.cc ├── serialization │ ├── BUILD │ ├── README.md │ ├── enum_mapping.h │ ├── option_writer_generator.cc │ ├── writer.cc │ ├── writer_lib.cc │ ├── writer_lib.h │ ├── writer_lib_test.cc │ └── writer_test.cc ├── signature │ ├── BUILD │ ├── signature_def_util.cc │ ├── signature_def_util.h │ ├── signature_def_util_test.cc │ ├── signature_def_util_wrapper_pybind11.cc │ ├── signature_def_utils.py │ └── signature_def_utils_test.py ├── strip_strings.py ├── test_utils.py ├── tool_params.h ├── verifier.h ├── versioning │ ├── BUILD │ ├── 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