uber / neuropod Conditional 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 (51.8% 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
public int getBytesPerElement() in source/neuropod/bindings/java/src/main/java/com/uber/neuropod/TensorType.java	16	12	0
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
void insert_value_in_output() in source/neuropod/backends/torchscript/torch_backend.cc	67	12	5
def validate_neuropod_config() in source/python/neuropod/utils/config_utils.py	56	12	1
std::unique_ptr maybe_initialize() in source/neuropod/backends/python_bridge/python_bridge.cc	71	11	0
def validate_tensor_spec() in source/python/neuropod/utils/config_utils.py	33	11	1
void populate_default_backend_map() in source/neuropod/internal/backend_registration.cc	54	10	2
void multiprocess_worker_loop() in source/neuropod/multiprocess/multiprocess_worker.cc	71	10	1
def parse_docstring() in build/gen_py_api_docs.py	29	10	1
std::unordered_map get_id_mapping() in source/neuropod/internal/cuda_device_mapping.cc	48	9	0
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
def upload() in build/upload_release.py	26	9	0
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 _infer_keras_spec() in source/python/neuropod/backends/keras/packager.py	20	8	3
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
void TransitionVerifier::assert_transition_allowed() in source/neuropod/multiprocess/ipc_control_channel.cc	28	7	1
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
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
def _random_from_output_spec() in source/python/neuropod/utils/randomify.py	41	7	2
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
private static boolean loadEmbeddedLibrary() in source/neuropod/bindings/java/src/main/java/com/uber/neuropod/LibraryLoader.java	27	6	0
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
py::array tensor_to_numpy() in source/neuropod/bindings/python_bindings.cc	36	6	1
def __init__() in source/neuropod/backends/python_bridge/_neuropod_native_bootstrap/filelock.py	7	6	3
void move_graph_to_device() in source/neuropod/backends/tensorflow/tf_utils.cc	29	6	3
std::shared_ptr load_model_from_path() in source/neuropod/backends/torchscript/torch_backend.cc	46	6	3
def expand_default_kwargs() in source/python/neuropod/utils/packaging_utils.py	5	6	1
def _check_spec() in source/python/neuropod/backends/keras/packager.py	23	6	4
def write_doc() in build/gen_py_api_docs.py	19	6	2
bool load_nvml() in source/neuropod/internal/cuda_device_mapping.cc	33	5	0
private long toPos() in source/neuropod/bindings/java/src/main/java/com/uber/neuropod/NeuropodTensor.java	20	5	1
public NeuropodTensor tensorFromMemory() in source/neuropod/bindings/java/src/main/java/com/uber/neuropod/NeuropodTensorAllocator.java	15	5	3
public boolean equals() in source/neuropod/bindings/java/src/main/java/com/uber/neuropod/TensorSpec.java	8	5	1
JNIEXPORT jobject JNICALL Java_com_uber_neuropod_NeuropodTensor_nativeToStringList() in source/neuropod/bindings/java/src/main/native/com_uber_neuropod_NeuropodTensor.cc	29	5	3
RuntimeOptions get_options_from_kwargs() in source/neuropod/bindings/neuropod_native.cc	29	5	1
static Status ValidateNode() in source/neuropod/backends/tensorflow/saved_model/loader.cc	29	5	1
static Status ValidateSavedTensors() in source/neuropod/backends/tensorflow/saved_model/loader.cc	19	5	1