Uber / neuropodConditional Complexity

Intro

Conditional complexity (also called cyclomatic complexity) is a term used to measure the complexity of software. The term refers to the number of possible paths through a program function. A higher value ofter means higher maintenance and testing costs (infosecinstitute.com).
Conditional complexity is calculated by counting all conditions in the program that can affect the execution path (e.g. if statement, loops, switches, and/or operators, try and catch blocks...).
Conditional complexity is measured at the unit level (methods, functions...).
Units are classified in four categories based on the measured McCabe index: 1-5 (simple units), 6-10 (medium complex units), 11-25 (complex units), 26+ (very complex units).

Learn more...

Conditional Complexity Overall

There are 504 units with 5,765 lines of code in units (51.6% of code).

0 very complex units (0 lines of code)
1 complex units (156 lines of code)
10 medium complex units (579 lines of code)
31 simple units (1,095 lines of code)
462 very simple units (3,935 lines of code)

Legend:

51+

26-50

11-25

6-10

1-5

Alternative Visuals

3D view of all units

Conditional Complexity per Extension

51+

26-50

11-25

6-10

1-5

Conditional Complexity per Logical Component

primary logical decomposition

51+

26-50

11-25

6-10

1-5

Most Complex Units

Top 50 most complex units

Unit	# lines	McCabe index	# params
std::unique_ptr TorchNeuropodBackend::infer_internal() in source/neuropod/backends/torchscript/torch_backend.cc	156	37	1
def install_pytorch() in build/install_frameworks.py	48	20	1
std::unique_ptr load_model_config() in source/neuropod/internal/config_utils.cc	90	17	1
def _load_deps_internal() in source/neuropod/backends/python_bridge/_neuropod_native_bootstrap/pip_utils.py	41	16	1
void validate_tensors_against_specs() in source/neuropod/backends/neuropod_backend.cc	95	15	3
def validate_neuropod_config() in source/python/neuropod/utils/config_utils.py	56	12	1
void insert_value_in_output() in source/neuropod/backends/torchscript/torch_backend.cc	67	12	5
JNIEXPORT jobject JNICALL Java_com_uber_neuropod_Neuropod_nativeInfer() in source/neuropod/bindings/java/src/main/native/com_uber_neuropod_Neuropod.cc	62	12	5
public int getBytesPerElement() in source/neuropod/bindings/java/src/main/java/com/uber/neuropod/TensorType.java	16	12	0
def validate_tensor_spec() in source/python/neuropod/utils/config_utils.py	33	11	1
std::unique_ptr maybe_initialize() in source/neuropod/backends/python_bridge/python_bridge.cc	71	11	0
void multiprocess_worker_loop() in source/neuropod/multiprocess/multiprocess_worker.cc	71	10	1
void populate_default_backend_map() in source/neuropod/internal/backend_registration.cc	54	10	2
def parse_docstring() in build/gen_py_api_docs.py	29	10	1
void IPCMessageQueue::read_worker_loop() in source/neuropod/multiprocess/mq/ipc_message_queue_impl.hh	63	9	0
def acquire() in source/neuropod/backends/python_bridge/_neuropod_native_bootstrap/filelock.py	39	9	3
std::unordered_map get_id_mapping() in source/neuropod/internal/cuda_device_mapping.cc	48	9	0
def upload() in build/upload_release.py	26	9	0
def _infer_keras_spec() in source/python/neuropod/backends/keras/packager.py	20	8	3
def __init__() in source/neuropod/backends/python_bridge/_neuropod_native_bootstrap/executor.py	41	8	2
def forward() in source/neuropod/backends/python_bridge/_neuropod_native_bootstrap/executor.py	19	8	2
std::unique_ptr TensorflowNeuropodBackend::infer_internal() in source/neuropod/backends/tensorflow/tf_backend.cc	52	8	2
def _random_from_output_spec() in source/python/neuropod/utils/randomify.py	41	7	2
void TransitionVerifier::assert_transition_allowed() in source/neuropod/multiprocess/ipc_control_channel.cc	28	7	1
void setup_node_mapping_and_init_ops() in source/neuropod/backends/tensorflow/tf_backend.cc	36	7	3
void TensorflowNeuropodBackend::load_model_internal() in source/neuropod/backends/tensorflow/tf_backend.cc	38	7	0
std::vector get_dims_from_json() in source/neuropod/internal/config_utils.cc	29	7	1
spdlog::level::level_enum get_default_log_level() in source/neuropod/internal/logging.cc	32	7	0
JNIEXPORT jobject JNICALL Java_com_uber_neuropod_NeuropodTensor_nativeGetBuffer() in source/neuropod/bindings/java/src/main/native/com_uber_neuropod_NeuropodTensor.cc	36	7	3
def _check_spec() in source/python/neuropod/backends/keras/packager.py	23	6	4
def expand_default_kwargs() in source/python/neuropod/utils/packaging_utils.py	5	6	1
def __init__() in source/neuropod/backends/python_bridge/_neuropod_native_bootstrap/filelock.py	7	6	3
std::shared_ptr load_model_from_path() in source/neuropod/backends/torchscript/torch_backend.cc	46	6	3
void move_graph_to_device() in source/neuropod/backends/tensorflow/tf_utils.cc	29	6	3
bool load_default_backend() in source/neuropod/internal/backend_registration.cc	35	6	3
BackendFactoryFunction get_backend_for_type() in source/neuropod/internal/backend_registration.cc	44	6	3
std::unique_ptr get_istream_for_file() in source/neuropod/internal/neuropod_loader.cc	35	6	1
jobject toJavaTensorSpecList() in source/neuropod/bindings/java/src/main/native/com_uber_neuropod_Neuropod.cc	40	6	2
JNIEXPORT jlong JNICALL Java_com_uber_neuropod_NeuropodTensorAllocator_nativeAllocate() in source/neuropod/bindings/java/src/main/native/com_uber_neuropod_NeuropodTensorAllocator.cc	47	6	6
private static boolean loadEmbeddedLibrary() in source/neuropod/bindings/java/src/main/java/com/uber/neuropod/LibraryLoader.java	27	6	0
py::array tensor_to_numpy() in source/neuropod/bindings/python_bindings.cc	36	6	1
def write_doc() in build/gen_py_api_docs.py	19	6	2
def packager() in source/python/neuropod/utils/packaging_utils.py	11	5	1
def _get_default_args() in source/python/neuropod/utils/packaging_utils.py	8	5	1
def _placeholdes_from_input_spec() in source/python/neuropod/utils/randomify.py	14	5	2
def infer() in source/python/neuropod/loader.py	9	5	2
void TorchNeuropodBackend::load_model_internal() in source/neuropod/backends/torchscript/torch_backend.cc	27	5	0
Status GetInitOp() in source/neuropod/backends/tensorflow/saved_model/loader_util.cc	30	5	3
Status GetAssetFileDefs() in source/neuropod/backends/tensorflow/saved_model/loader_util.cc	25	5	2
static Status ValidateNode() in source/neuropod/backends/tensorflow/saved_model/loader.cc	29	5	1