Path	Lines of Code
tensorflow_federated/cc/core/impl/executor_stacks/local_stacks_test.cc	28
tensorflow_federated/cc/core/impl/executor_stacks/remote_stacks_test.cc	188
tensorflow_federated/cc/core/impl/executors/composing_executor_test.cc	730
tensorflow_federated/cc/core/impl/executors/data_executor_test.cc	116
tensorflow_federated/cc/core/impl/executors/dataset_conversions_test.cc	59
tensorflow_federated/cc/core/impl/executors/dataset_from_tensor_structures_test.cc	145
tensorflow_federated/cc/core/impl/executors/executor_service_test.cc	458
tensorflow_federated/cc/core/impl/executors/federating_executor_test.cc	660
tensorflow_federated/cc/core/impl/executors/reference_resolving_executor_test.cc	755
tensorflow_federated/cc/core/impl/executors/remote_executor_test.cc	540
tensorflow_federated/cc/core/impl/executors/session_provider_test.cc	36
tensorflow_federated/cc/core/impl/executors/tensorflow_executor_test.cc	417
tensorflow_federated/cc/core/impl/executors/threading_test.cc	46
tensorflow_federated/cc/core/impl/executors/value_validation_test.cc	61
tensorflow_federated/experimental/python/core/impl/jax_context/jax_computation_context_test.py	20
tensorflow_federated/experimental/python/core/impl/jax_context/jax_serialization_test.py	164
tensorflow_federated/experimental/python/core/impl/wrappers/computation_wrapper_instances_test.py	29
tensorflow_federated/experimental/python/learning/jax_components_test.py	35
tensorflow_federated/experimental/python/tests/jax_training_test.py	51
tensorflow_federated/proto/v0/computation_pb2_test.py	23
tensorflow_federated/python/aggregators/concat_test.py	206
tensorflow_federated/python/aggregators/differential_privacy_test.py	218
tensorflow_federated/python/aggregators/encoded_test.py	207
tensorflow_federated/python/aggregators/hadamard_test.py	85
tensorflow_federated/python/aggregators/mean_test.py	338
tensorflow_federated/python/aggregators/measurements_test.py	118
tensorflow_federated/python/aggregators/primitives_test.py	917
tensorflow_federated/python/aggregators/quantile_estimation_test.py	141
tensorflow_federated/python/aggregators/robust_test.py	568
tensorflow_federated/python/aggregators/rotation_test.py	385
tensorflow_federated/python/aggregators/sampling_test.py	485
tensorflow_federated/python/aggregators/secure_test.py	497
tensorflow_federated/python/aggregators/sum_factory_test.py	74
tensorflow_federated/python/aggregators/test_utils.py	32
tensorflow_federated/python/aggregators/test_utils_test.py	76
tensorflow_federated/python/analytics/data_processing_test.py	527
tensorflow_federated/python/analytics/heavy_hitters/iblt/chunkers_test.py	199
tensorflow_federated/python/analytics/heavy_hitters/iblt/hyperedge_hashers_test.py	212
tensorflow_federated/python/analytics/heavy_hitters/iblt/iblt_lib_test.py	349
tensorflow_federated/python/analytics/heavy_hitters/iblt/iblt_tff_test.py	397
tensorflow_federated/python/analytics/hierarchical_histogram/build_tree_from_leaf_test.py	18
tensorflow_federated/python/analytics/hierarchical_histogram/clipping_factory_test.py	138
tensorflow_federated/python/analytics/hierarchical_histogram/hierarchical_histogram_decoder_test.py	188
tensorflow_federated/python/analytics/hierarchical_histogram/hierarchical_histogram_factory_test.py	437
tensorflow_federated/python/analytics/hierarchical_histogram/hierarchical_histogram_lib_test.py	378
tensorflow_federated/python/analytics/hierarchical_histogram/modular_clipping_factory_test.py	128
tensorflow_federated/python/analytics/histogram_processing_test.py	120
tensorflow_federated/python/common_libs/golden_test.py	37
tensorflow_federated/python/common_libs/py_typecheck_test.py	154
tensorflow_federated/python/common_libs/retrying_test.py	117
tensorflow_federated/python/common_libs/serialization_utils_test.py	35
tensorflow_federated/python/common_libs/structure_test.py	506
tensorflow_federated/python/common_libs/test_utils.py	33
tensorflow_federated/python/common_libs/tracing_test.py	238
tensorflow_federated/python/core/api/test_case.py	80
tensorflow_federated/python/core/api/test_case_test.py	34
tensorflow_federated/python/core/backends/iree/backend_info_test.py	13
tensorflow_federated/python/core/backends/iree/compiler_test.py	113
tensorflow_federated/python/core/backends/iree/computation_module_test.py	27
tensorflow_federated/python/core/backends/iree/executor_test.py	74
tensorflow_federated/python/core/backends/iree/runtime_test.py	38
tensorflow_federated/python/core/backends/mapreduce/form_utils_test.py	772
tensorflow_federated/python/core/backends/mapreduce/forms_test.py	336
tensorflow_federated/python/core/backends/mapreduce/test_utils.py	337
tensorflow_federated/python/core/backends/mapreduce/transformations_test.py	313
tensorflow_federated/python/core/backends/native/execution_contexts_test.py	89
tensorflow_federated/python/core/backends/native/mergeable_comp_compiler_test.py	159
tensorflow_federated/python/core/backends/test/__init__.py	2
tensorflow_federated/python/core/backends/test/execution_contexts.py	21
tensorflow_federated/python/core/backends/test/execution_contexts_test.py	134
tensorflow_federated/python/core/backends/xla/compiler_test.py	119
tensorflow_federated/python/core/backends/xla/execution_contexts_test.py	45
tensorflow_federated/python/core/backends/xla/executor_test.py	155
tensorflow_federated/python/core/backends/xla/runtime_test.py	58
tensorflow_federated/python/core/impl/compiler/building_block_analysis_test.py	185
tensorflow_federated/python/core/impl/compiler/building_block_factory_test.py	1465
tensorflow_federated/python/core/impl/compiler/building_blocks_test.py	597
tensorflow_federated/python/core/impl/compiler/compiled_computation_transforms_test.py	151
tensorflow_federated/python/core/impl/compiler/compiler_pipeline_test.py	19
tensorflow_federated/python/core/impl/compiler/computation_factory_test.py	47
tensorflow_federated/python/core/impl/compiler/intrinsic_defs_test.py	51
tensorflow_federated/python/core/impl/compiler/intrinsic_reductions_test.py	226
tensorflow_federated/python/core/impl/compiler/tensorflow_computation_factory_test.py	398
tensorflow_federated/python/core/impl/compiler/tensorflow_computation_transformations_test.py	142
tensorflow_federated/python/core/impl/compiler/test_utils.py	206
tensorflow_federated/python/core/impl/compiler/transformation_utils_test.py	1352
tensorflow_federated/python/core/impl/compiler/transformations_test.py	666
tensorflow_federated/python/core/impl/compiler/tree_analysis_test.py	743
tensorflow_federated/python/core/impl/compiler/tree_transformations_test.py	947
tensorflow_federated/python/core/impl/computation/computation_impl_test.py	54
tensorflow_federated/python/core/impl/computation/computation_serialization_test.py	17
tensorflow_federated/python/core/impl/computation/function_utils_test.py	363
tensorflow_federated/python/core/impl/context_stack/context_stack_impl_test.py	30
tensorflow_federated/python/core/impl/context_stack/get_context_stack_test.py	9
tensorflow_federated/python/core/impl/context_stack/set_default_context_test.py	20
tensorflow_federated/python/core/impl/execution_contexts/async_execution_context_test.py	61
tensorflow_federated/python/core/impl/execution_contexts/mergeable_comp_execution_context_test.py	386
tensorflow_federated/python/core/impl/execution_contexts/sync_execution_context_test.py	132
tensorflow_federated/python/core/impl/executor_stacks/executor_stack_bindings_test.py	24
tensorflow_federated/python/core/impl/executors/cardinalities_utils_test.py	140
tensorflow_federated/python/core/impl/executors/data_conversions_test.py	32
tensorflow_federated/python/core/impl/executors/data_descriptor_test.py	53
tensorflow_federated/python/core/impl/executors/data_executor_test.py	122
tensorflow_federated/python/core/impl/executors/eager_tf_executor_multi_gpu_test.py	49
tensorflow_federated/python/core/impl/executors/eager_tf_executor_test.py	629
tensorflow_federated/python/core/impl/executors/executor_bindings_test.py	429
tensorflow_federated/python/core/impl/executors/executor_serialization_test.py	397
tensorflow_federated/python/core/impl/executors/executor_service_test.py	236
tensorflow_federated/python/core/impl/executors/executor_stacks_multi_gpu_test.py	102
tensorflow_federated/python/core/impl/executors/executor_stacks_test.py	551
tensorflow_federated/python/core/impl/executors/executor_test_utils_test.py	68
tensorflow_federated/python/core/impl/executors/executor_utils_test.py	267
tensorflow_federated/python/core/impl/executors/federated_composing_strategy_test.py	365
tensorflow_federated/python/core/impl/executors/federated_resolving_strategy_test.py	74
tensorflow_federated/python/core/impl/executors/federating_executor_test.py	626
tensorflow_federated/python/core/impl/executors/reference_resolving_executor_test.py	259
tensorflow_federated/python/core/impl/executors/remote_executor_test.py	390
tensorflow_federated/python/core/impl/executors/sequence_executor_test.py	354
tensorflow_federated/python/core/impl/executors/sizing_executor_test.py	172
tensorflow_federated/python/core/impl/executors/thread_delegating_executor_test.py	133
tensorflow_federated/python/core/impl/executors/transforming_executor_test.py	52
tensorflow_federated/python/core/impl/executors/value_serialization_test.py	490
tensorflow_federated/python/core/impl/federated_context/data_test.py	15
tensorflow_federated/python/core/impl/federated_context/federated_computation_context_test.py	105
tensorflow_federated/python/core/impl/federated_context/federated_computation_utils_test.py	74
tensorflow_federated/python/core/impl/federated_context/intrinsics_test.py	643
tensorflow_federated/python/core/impl/federated_context/value_impl_test.py	468
tensorflow_federated/python/core/impl/federated_context/value_utils_test.py	66
tensorflow_federated/python/core/impl/tensorflow_context/tensorflow_computation_context_test.py	52
tensorflow_federated/python/core/impl/tensorflow_context/tensorflow_serialization_test.py	119
tensorflow_federated/python/core/impl/types/computation_types_test.py	798
tensorflow_federated/python/core/impl/types/placements_test.py	22
tensorflow_federated/python/core/impl/types/type_analysis_test.py	590
tensorflow_federated/python/core/impl/types/type_conversions_test.py	657
tensorflow_federated/python/core/impl/types/type_factory_test.py	25
tensorflow_federated/python/core/impl/types/type_serialization_test.py	157
tensorflow_federated/python/core/impl/types/type_transformations_test.py	276
tensorflow_federated/python/core/impl/utils/tensorflow_utils_test.py	1015
tensorflow_federated/python/core/impl/wrappers/computation_wrapper_instances_test.py	425
tensorflow_federated/python/core/impl/wrappers/computation_wrapper_test.py	318
tensorflow_federated/python/core/impl/xla_context/xla_serialization_test.py	228
tensorflow_federated/python/core/templates/aggregation_process_test.py	212
tensorflow_federated/python/core/templates/estimation_process_test.py	183
tensorflow_federated/python/core/templates/iterative_process_test.py	141
tensorflow_federated/python/core/templates/measured_process_test.py	394
tensorflow_federated/python/core/test/__init__.py	7
tensorflow_federated/python/core/test/static_assert.py	39
tensorflow_federated/python/core/test/static_assert_test.py	71
tensorflow_federated/python/learning/algorithms/aggregation_test.py	53
tensorflow_federated/python/learning/algorithms/fed_avg_test.py	109
tensorflow_federated/python/learning/algorithms/fed_avg_with_optimizer_schedule_test.py	107
tensorflow_federated/python/learning/algorithms/fed_prox_test.py	117
tensorflow_federated/python/learning/algorithms/fed_sgd_test.py	89
tensorflow_federated/python/learning/algorithms/kmeans_clustering_test.py	323
tensorflow_federated/python/learning/debug_measurements_test.py	271
tensorflow_federated/python/learning/federated_averaging_test.py	159
tensorflow_federated/python/learning/federated_evaluation_test.py	485
tensorflow_federated/python/learning/framework/dataset_reduce_test.py	62
tensorflow_federated/python/learning/framework/encoding_utils_test.py	244
tensorflow_federated/python/learning/framework/evaluation_test.py	355
tensorflow_federated/python/learning/framework/optimizer_utils_test.py	601
tensorflow_federated/python/learning/keras_utils_test.py	896
tensorflow_federated/python/learning/metrics/aggregator_test.py	329
tensorflow_federated/python/learning/metrics/counters_test.py	69
tensorflow_federated/python/learning/metrics/finalizer_test.py	110
tensorflow_federated/python/learning/model_examples_test.py	69
tensorflow_federated/python/learning/model_update_aggregator_test.py	191
tensorflow_federated/python/learning/model_utils_test.py	97
tensorflow_federated/python/learning/models/functional_test.py	342
tensorflow_federated/python/learning/models/serialization_test.py	499
tensorflow_federated/python/learning/optimizers/adagrad_test.py	115
tensorflow_federated/python/learning/optimizers/adam_test.py	114
tensorflow_federated/python/learning/optimizers/keras_optimizer_test.py	151
tensorflow_federated/python/learning/optimizers/optimizer_test.py	47
tensorflow_federated/python/learning/optimizers/optimizer_test_utils_test.py	13
tensorflow_federated/python/learning/optimizers/rmsprop_test.py	117
tensorflow_federated/python/learning/optimizers/sgdm_test.py	132
tensorflow_federated/python/learning/optimizers/yogi_test.py	105
tensorflow_federated/python/learning/personalization_eval_test.py	283
tensorflow_federated/python/learning/reconstruction/evaluation_computation_test.py	364
tensorflow_federated/python/learning/reconstruction/keras_utils_test.py	193
tensorflow_federated/python/learning/reconstruction/reconstruction_utils_test.py	184
tensorflow_federated/python/learning/reconstruction/training_process_test.py	745
tensorflow_federated/python/learning/templates/client_works_test.py	253
tensorflow_federated/python/learning/templates/composers_test.py	201
tensorflow_federated/python/learning/templates/distributors_test.py	221
tensorflow_federated/python/learning/templates/finalizers_test.py	334
tensorflow_federated/python/learning/templates/learning_process_test.py	207
tensorflow_federated/python/learning/templates/model_delta_client_work_test.py	260
tensorflow_federated/python/program/file_program_state_manager_test.py	456
tensorflow_federated/python/program/file_release_manager_test.py	738
tensorflow_federated/python/program/file_utils_test.py	60
tensorflow_federated/python/program/logging_release_manager_test.py	78
tensorflow_federated/python/program/memory_release_manager_test.py	97
tensorflow_federated/python/program/program_state_manager_test.py	43
tensorflow_federated/python/program/structure_utils_test.py	56
tensorflow_federated/python/program/tensorboard_release_manager_test.py	158
tensorflow_federated/python/program/test_utils.py	30
tensorflow_federated/python/program/value_reference_test.py	61
tensorflow_federated/python/simulation/baselines/baseline_task_test.py	65
tensorflow_federated/python/simulation/baselines/cifar100/image_classification_preprocessing_test.py	103
tensorflow_federated/python/simulation/baselines/cifar100/image_classification_tasks_test.py	122
tensorflow_federated/python/simulation/baselines/cifar100/resnet_models_test.py	134
tensorflow_federated/python/simulation/baselines/emnist/autoencoder_tasks_test.py	35
tensorflow_federated/python/simulation/baselines/emnist/char_recognition_tasks_test.py	90
tensorflow_federated/python/simulation/baselines/emnist/emnist_models_test.py	42
tensorflow_federated/python/simulation/baselines/emnist/emnist_preprocessing_test.py	88
tensorflow_federated/python/simulation/baselines/keras_metrics_test.py	270
tensorflow_federated/python/simulation/baselines/shakespeare/char_prediction_models_test.py	34
tensorflow_federated/python/simulation/baselines/shakespeare/char_prediction_preprocessing_test.py	124
tensorflow_federated/python/simulation/baselines/shakespeare/char_prediction_tasks_test.py	53
tensorflow_federated/python/simulation/baselines/stackoverflow/tag_prediction_preprocessing_test.py	154
tensorflow_federated/python/simulation/baselines/stackoverflow/tag_prediction_tasks_test.py	96
tensorflow_federated/python/simulation/baselines/stackoverflow/word_prediction_models_test.py	64
tensorflow_federated/python/simulation/baselines/stackoverflow/word_prediction_preprocessing_test.py	216
tensorflow_federated/python/simulation/baselines/stackoverflow/word_prediction_tasks_test.py	88
tensorflow_federated/python/simulation/baselines/task_data_test.py	378
tensorflow_federated/python/simulation/datasets/celeba_test.py	52
tensorflow_federated/python/simulation/datasets/cifar100_test.py	57
tensorflow_federated/python/simulation/datasets/client_data_test.py	272
tensorflow_federated/python/simulation/datasets/dataset_utils_test.py	70
tensorflow_federated/python/simulation/datasets/download_test.py	80
tensorflow_federated/python/simulation/datasets/emnist_test.py	40
tensorflow_federated/python/simulation/datasets/file_per_user_client_data_test.py	241
tensorflow_federated/python/simulation/datasets/from_tensor_slices_client_data_test.py	260
tensorflow_federated/python/simulation/datasets/gldv2_test.py	44
tensorflow_federated/python/simulation/datasets/inaturalist_test.py	47
tensorflow_federated/python/simulation/datasets/shakespeare_test.py	28
tensorflow_federated/python/simulation/datasets/sql_client_data_test.py	222
tensorflow_federated/python/simulation/datasets/sql_client_data_utils_test.py	138
tensorflow_federated/python/simulation/datasets/stackoverflow_test.py	76
tensorflow_federated/python/simulation/datasets/transforming_client_data_test.py	114
tensorflow_federated/python/simulation/datasets/vision_datasets_utils_test.py	37
tensorflow_federated/python/simulation/iterative_process_compositions_test.py	279
tensorflow_federated/python/simulation/models/group_norm_test.py	93
tensorflow_federated/python/simulation/sampling_utils_test.py	62
tensorflow_federated/python/simulation/server_utils_test.py	44
tensorflow_federated/python/simulation/training_loop_test.py	365
tensorflow_federated/python/tensorflow_libs/function_test.py	12
tensorflow_federated/python/tensorflow_libs/graph_merge_test.py	428
tensorflow_federated/python/tensorflow_libs/graph_optimizations_test.py	223
tensorflow_federated/python/tensorflow_libs/graph_spec_test.py	131
tensorflow_federated/python/tensorflow_libs/graph_utils_test.py	48
tensorflow_federated/python/tensorflow_libs/tensor_utils_test.py	167
tensorflow_federated/python/tensorflow_libs/variable_utils_test.py	19
tensorflow_federated/python/tensorflow_libs/version_check_test.py	44
tensorflow_federated/python/tests/ast_generation_test.py	43
tensorflow_federated/python/tests/backend_accelerators_test.py	71
tensorflow_federated/python/tests/backend_test.py	444
tensorflow_federated/python/tests/composite_tensor_e2e_test.py	39
tensorflow_federated/python/tests/map_reduce_form_test.py	113
tensorflow_federated/python/tests/remote_runtime_integration_test.py	140
tensorflow_federated/python/tests/remote_runtime_test_utils.py	81
tensorflow_federated/python/tests/simulation_test.py	33
tensorflow_federated/python/tests/temperature_sensor_example.py	19
tensorflow_federated/python/tests/test_aggregator.py	56
tensorflow_federated/python/tests/test_contexts.py	68
tensorflow_federated/tools/python_package/test_python_package.sh	58