id: 1 unit: def main() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 179 LOC McCabe index: 37 number of parameters: 0 id: 2 unit: def cnn_model_function() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 118 LOC McCabe index: 12 number of parameters: 4 id: 3 unit: def train() file: src/sagemaker_tensorflow_container/training.py start line: 0 end line: 0 size: 44 LOC McCabe index: 10 number of parameters: 2 id: 4 unit: def generate_report() file: benchmarks/horovod-resnet/execute_horovod_training.py start line: 0 end line: 0 size: 40 LOC McCabe index: 7 number of parameters: 0 id: 5 unit: def _log_model_missing_warning() file: src/sagemaker_tensorflow_container/training.py start line: 0 end line: 0 size: 32 LOC McCabe index: 9 number of parameters: 1 id: 6 unit: def crop_and_resize_image() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 29 LOC McCabe index: 3 number of parameters: 6 id: 7 unit: def _retrieve_instance_region() file: src/sagemaker_tensorflow_container/deep_learning_container.py start line: 0 end line: 0 size: 27 LOC McCabe index: 3 number of parameters: 0 id: 8 unit: def _build_tf_config_for_ps() file: src/sagemaker_tensorflow_container/training.py start line: 0 end line: 0 size: 26 LOC McCabe index: 9 number of parameters: 3 id: 9 unit: def conv2d_linear_last_bn() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 21 LOC McCabe index: 2 number of parameters: 4 id: 10 unit: def resnet_bottleneck_v1() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 21 LOC McCabe index: 4 number of parameters: 6 id: 11 unit: def main() file: benchmarks/tf_benchmarks/execute_tensorflow_training.py start line: 0 end line: 0 size: 21 LOC McCabe index: 2 number of parameters: 2 id: 12 unit: def deserialize_image_record() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 20 LOC McCabe index: 2 number of parameters: 1 id: 13 unit: def apply_gradients() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 19 LOC McCabe index: 10 number of parameters: 4 id: 14 unit: def residual2d() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 18 LOC McCabe index: 8 number of parameters: 6 id: 15 unit: def add_bool_argument() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 18 LOC McCabe index: 4 number of parameters: 5 id: 16 unit: def compute_gradients() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 17 LOC McCabe index: 6 number of parameters: 5 id: 17 unit: def pad2d() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 16 LOC McCabe index: 5 number of parameters: 4 id: 18 unit: def make_dataset() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 16 LOC McCabe index: 1 number of parameters: 0 id: 19 unit: def sort_and_load_ckpts() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 16 LOC McCabe index: 3 number of parameters: 1 id: 20 unit: def get_lr() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 15 LOC McCabe index: 1 number of parameters: 0 id: 21 unit: def get_args() file: benchmarks/tf_benchmarks/execute_tensorflow_training.py start line: 0 end line: 0 size: 15 LOC McCabe index: 1 number of parameters: 0 id: 22 unit: def _conv2d() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 14 LOC McCabe index: 4 number of parameters: 5 id: 23 unit: def inference_resnet_v1_impl() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 14 LOC McCabe index: 8 number of parameters: 4 id: 24 unit: def after_run() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 14 LOC McCabe index: 3 number of parameters: 3 id: 25 unit: def train() file: benchmarks/horovod-resnet/execute_horovod_training.py start line: 0 end line: 0 size: 13 LOC McCabe index: 1 number of parameters: 0 id: 26 unit: def _retrieve_instance_region() file: docker/build_artifacts/deep_learning_container.py start line: 0 end line: 0 size: 13 LOC McCabe index: 3 number of parameters: 0 id: 27 unit: def parse_and_preprocess_image_record() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 12 LOC McCabe index: 1 number of parameters: 0 id: 28 unit: def _parse_args() file: scripts/build_all.py start line: 0 end line: 0 size: 11 LOC McCabe index: 1 number of parameters: 0 id: 29 unit: def add_cli_args() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 11 LOC McCabe index: 1 number of parameters: 0 id: 30 unit: def _wait_until_master_is_down() file: src/sagemaker_tensorflow_container/training.py start line: 0 end line: 0 size: 11 LOC McCabe index: 3 number of parameters: 1 id: 31 unit: def main() file: src/sagemaker_tensorflow_container/training.py start line: 0 end line: 0 size: 11 LOC McCabe index: 3 number of parameters: 0 id: 32 unit: def query_bucket() file: src/sagemaker_tensorflow_container/deep_learning_container.py start line: 0 end line: 0 size: 11 LOC McCabe index: 3 number of parameters: 0 id: 33 unit: def _run_worker() file: src/sagemaker_tensorflow_container/training.py start line: 0 end line: 0 size: 10 LOC McCabe index: 1 number of parameters: 3 id: 34 unit: def query_bucket() file: docker/build_artifacts/deep_learning_container.py start line: 0 end line: 0 size: 10 LOC McCabe index: 3 number of parameters: 0 id: 35 unit: def __init__() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 9 LOC McCabe index: 1 number of parameters: 0 id: 36 unit: def spatial_average2d() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 9 LOC McCabe index: 3 number of parameters: 2 id: 37 unit: def flatten2d() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 9 LOC McCabe index: 3 number of parameters: 2 id: 38 unit: def stage() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 9 LOC McCabe index: 3 number of parameters: 1 id: 39 unit: def __init__() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 9 LOC McCabe index: 1 number of parameters: 0 id: 40 unit: def create_hyperparameters() file: benchmarks/tf_benchmarks/execute_tensorflow_training.py start line: 0 end line: 0 size: 9 LOC McCabe index: 3 number of parameters: 2 id: 41 unit: def _run_ps() file: src/sagemaker_tensorflow_container/training.py start line: 0 end line: 0 size: 9 LOC McCabe index: 1 number of parameters: 2 id: 42 unit: def _s3_region() file: src/sagemaker_tensorflow_container/s3_utils.py start line: 0 end line: 0 size: 9 LOC McCabe index: 4 number of parameters: 2 id: 43 unit: def get_num_records() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 8 LOC McCabe index: 2 number of parameters: 1 id: 44 unit: def _build_tf_config_for_mwms() file: src/sagemaker_tensorflow_container/training.py start line: 0 end line: 0 size: 8 LOC McCabe index: 2 number of parameters: 2 id: 45 unit: def _parse_args() file: scripts/publish_all.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 0 id: 46 unit: def batch_norm() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 3 id: 47 unit: def inference_resnet_v1() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 0 id: 48 unit: def _retrieve_instance_id() file: src/sagemaker_tensorflow_container/deep_learning_container.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 0 id: 49 unit: def requests_helper() file: src/sagemaker_tensorflow_container/deep_learning_container.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 2 id: 50 unit: def _validate_instance_id() file: docker/build_artifacts/deep_learning_container.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 1 id: 51 unit: def _retrieve_instance_id() file: docker/build_artifacts/deep_learning_container.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 0 id: 52 unit: def requests_helper() file: docker/build_artifacts/deep_learning_container.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 2 id: 53 unit: def rank0log() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 6 LOC McCabe index: 4 number of parameters: 3 id: 54 unit: def get_model_func() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 1 id: 55 unit: def warmup_decay() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 4 id: 56 unit: def _validate_instance_id() file: src/sagemaker_tensorflow_container/deep_learning_container.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 1 id: 57 unit: def __init__() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 5 id: 58 unit: def before_run() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 2 id: 59 unit: def __init__() file: benchmarks/tf_benchmarks/execute_tensorflow_training.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 3 id: 60 unit: def _model_dir_with_training_job() file: src/sagemaker_tensorflow_container/training.py start line: 0 end line: 0 size: 5 LOC McCabe index: 3 number of parameters: 2 id: 61 unit: def decode_jpeg() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 62 unit: def after_create_session() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 3 id: 63 unit: def after_create_session() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 3 id: 64 unit: def __init__() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 5 id: 65 unit: def configure() file: src/sagemaker_tensorflow_container/s3_utils.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 66 unit: def main() file: src/sagemaker_tensorflow_container/deep_learning_container.py start line: 0 end line: 0 size: 4 LOC McCabe index: 3 number of parameters: 0 id: 67 unit: def main() file: docker/build_artifacts/deep_learning_container.py start line: 0 end line: 0 size: 4 LOC McCabe index: 3 number of parameters: 0 id: 68 unit: def activate() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 3 LOC McCabe index: 3 number of parameters: 3 id: 69 unit: def job_name() file: benchmarks/horovod-resnet/execute_horovod_training.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 4 id: 70 unit: def conv2d_linear() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 4 id: 71 unit: def conv2d() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 4 id: 72 unit: def max_pooling2d() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 4 id: 73 unit: def average_pooling2d() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 4 id: 74 unit: def dense_linear() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 4 id: 75 unit: def dense() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 4 id: 76 unit: def _fp32_trainvar_getter() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 77 unit: def fp32_trainable_vars() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 78 unit: def apply_gradients() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 79 unit: def compute_gradients() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 80 unit: def get_with_default() file: benchmarks/horovod-resnet/train_imagenet_resnet_hvd.py start line: 0 end line: 0 size: 2 LOC McCabe index: 3 number of parameters: 3 id: 81 unit: def cli() file: benchmarks/horovod-resnet/execute_horovod_training.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 82 unit: def _is_host_master() file: src/sagemaker_tensorflow_container/training.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 83 unit: def read() file: setup.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 84 unit: def read_version() file: setup.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0