tensorflow/tensorflow

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Function testLookupInNestedTFWhileLoop has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def testLookupInNestedTFWhileLoop(self, source):
    strategy = parameter_server_strategy_v2.ParameterServerStrategyV2(
        self.cluster_resolver)
    coordinator = coordinator_lib.ClusterCoordinator(strategy=strategy)

Severity: Minor
Found in tensorflow/python/distribute/distributed_table_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function testBigAddN has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def testBigAddN(self):
    np.random.seed(12345)
    with self.session(use_gpu=True) as _:
      for dtype in self._supported_types():
        for count in range(10, 31):
Severity: Minor
Found in tensorflow/tools/ci_build/osx/arm64/tensorflow_metal_plugin_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _make_replica_local has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _make_replica_local(method, strategy=None):
  if strategy is None:
    devices = ("/device:GPU:0", "/device:CPU:0")
  else:
    devices = strategy.extended.worker_devices
Severity: Minor
Found in tensorflow/python/distribute/values_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _exists_dependency has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _exists_dependency(start, end):
  """Returns whether there exists a dependency chain from start to end."""
  nexts = [start]
  while nexts:
    op, nexts = nexts[0], nexts[1:]
Severity: Minor
Found in tensorflow/python/distribute/test_util.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function testPoolSimple has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def testPoolSimple(self):
    with self.session(use_gpu=test.is_gpu_available()):
      for padding in ["SAME", "VALID"]:
        for pooling_type in ["MAX", "AVG"]:
          for dtype in [np.float32, np.float16]:
Severity: Minor
Found in tensorflow/tools/ci_build/osx/arm64/tensorflow_metal_plugin_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _CompareFwdValues has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _CompareFwdValues(
      self, tensor_in_sizes, filter_in_sizes, conv_strides, padding
  ):
    """Verifies that CPU and GPU produce the same values.

Severity: Minor
Found in tensorflow/tools/ci_build/osx/arm64/tensorflow_metal_plugin_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function testEmptyGradient has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def testEmptyGradient(self):
    for data_format, use_gpu in ("NHWC", False), ("NHWC", True):
      for shape in (0, 0), (2, 0), (0, 2):
        self._testGradient(
            np.random.randn(*shape),
Severity: Minor
Found in tensorflow/tools/ci_build/osx/arm64/tensorflow_metal_plugin_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _flatten_tensors has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _flatten_tensors(tensors):
  """Check tensors for isomorphism and flatten.

  Args:
    tensors: list of `tf.Tensor` which must all have the same shape.
Severity: Minor
Found in tensorflow/python/distribute/v1/all_reduce.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function start has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def start(self):
    """Starts processes, one for each task in `cluster_spec`.

    Note that this is best effort by the applicable multiprocessing library,
    and it may take up to seconds for a subprocess to be successfully started.
Severity: Minor
Found in tensorflow/python/distribute/multi_process_runner.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _start has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _start(self):
    """Starts the worker pool."""
    # We need different arguments for different processes so we're passing a
    # no-op fn here and use start_single_process instead.

Severity: Minor
Found in tensorflow/python/distribute/multi_process_runner.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _reduce_non_singleton has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _reduce_non_singleton(input_tensors, red_f, un_op):
  """If len(input_tensors) > 1, apply red_f, else apply un_op."""
  if len(input_tensors) > 1:
    return red_f(input_tensors)
  else:
Severity: Minor
Found in tensorflow/python/distribute/v1/all_reduce.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function __init__ has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def __init__(self, input_fn, input_workers, input_contexts, strategy):
    """Make an iterator for input provided via an input function.

    Currently implements PER_WORKER mode, in which the `input_fn` is called
    once on each worker.
Severity: Minor
Found in tensorflow/python/distribute/v1/input_lib.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _terminate_all has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _terminate_all(self, sig=None):
    """Terminates all subprocesses.

    The caller is required to hold self._process_lock.

Severity: Minor
Found in tensorflow/python/distribute/multi_process_runner.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function copy_binary has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def copy_binary(directory, origin_tag, new_tag, version, package):
  """Rename and copy binaries for different python versions.

  Args:
    directory: string of directory
Severity: Minor
Found in tensorflow/tools/ci_build/copy_binary.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function shutdown has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def shutdown(self):
    """Shuts down the worker pool."""
    for conn in self._conn.values():
      conn.close()
    self._conn = {}
Severity: Minor
Found in tensorflow/python/distribute/multi_process_runner.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _build_recursive_hd_scatter has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def _build_recursive_hd_scatter(input_tensors, devices):
  """Construct the scatter phase of recursive halving-doubling all-reduce.

  Args:
    input_tensors: list of `tf.Tensor` that are fully-reduced shards.
Severity: Minor
Found in tensorflow/python/distribute/v1/all_reduce.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function testBatchNormGradShape2 has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def testBatchNormGradShape2(self):
    for is_training in [True, False]:
      x_shape = [1, 1, 6, 2]
      for dtype in [np.float32]:
        if test.is_gpu_available(cuda_only=True):
Severity: Minor
Found in tensorflow/tools/ci_build/osx/arm64/tensorflow_metal_plugin_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function compareConv2d has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def compareConv2d(
      self, input, filter, padding, format="NHWC", dilations=None
  ):
    stride = 2

Severity: Minor
Found in tensorflow/tools/ci_build/osx/arm64/tensorflow_metal_plugin_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function get_examples has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def get_examples(self,
                   string: str,
                   name: str = '<string>') -> Iterable[doctest.Example]:
    # Check for a file-level skip comment.
    if re.search('<!--.*?doctest.*?skip.*?all.*?-->', string, re.IGNORECASE):
Severity: Minor
Found in tensorflow/tools/docs/fenced_doctest_lib.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

Function _replace_domain_error_with_inf has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

  def _replace_domain_error_with_inf(self, fn):
    def func(x):
      try:
        return fn(x)
      except ValueError as e:
Severity: Minor
Found in tensorflow/tools/ci_build/osx/arm64/tensorflow_metal_plugin_test.py - About 25 mins to fix

Cognitive Complexity

Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

A method's cognitive complexity is based on a few simple rules:

  • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
  • Code is considered more complex for each "break in the linear flow of the code"
  • Code is considered more complex when "flow breaking structures are nested"

Further reading

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