Make spacing before imports consistent

doc/source/conf.py

@@ -12,6 +12,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 # ==============================================================================
+
+
 import os
 import sys
 from sphinx.application import ConfigError

examples/android/tflite_convertor/tfltransfer/bases/__init__.py

@@ -13,5 +13,6 @@
 # limitations under the License.
 """Shortcuts for base model configurations."""
 
+
 from .mobilenetv2_base import MobileNetV2Base
 from .saved_model_base import SavedModelBase

examples/android/tflite_convertor/tfltransfer/bases/mobilenetv2_base.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """Base model configuration for MobileNetV2."""
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/android/tflite_convertor/tfltransfer/bases/quantizable_base.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """Base model abstract base class that handles quantization."""
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/android/tflite_convertor/tfltransfer/bases/saved_model_base.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """Base model configuration that reads a specified SavedModel."""
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/android/tflite_convertor/tfltransfer/heads/__init__.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """Shortcuts for head model configurations."""
 
+
 from .keras_model_head import KerasModelHead
 from .logits_saved_model_head import LogitsSavedModelHead
 from .softmax_classifier_head import SoftmaxClassifierHead

examples/android/tflite_convertor/tfltransfer/heads/keras_model_head.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """Head model configuration for Keras models."""
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/android/tflite_convertor/tfltransfer/heads/logits_saved_model_head.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """Head model configuration for classifier SavedModels."""
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/android/tflite_convertor/tfltransfer/heads/softmax_classifier_head.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """Head model configuration for simple softmax classifiers."""
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/android/tflite_convertor/tfltransfer/model_correctness_test.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """End-to-end tests that check model correctness."""
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/android/tflite_convertor/tfltransfer/optimizers/__init__.py

@@ -13,5 +13,6 @@
 # limitations under the License.
 """Shortcuts for optimizer configurations."""
 
+
 from .adam import Adam
 from .sgd import SGD

examples/android/tflite_convertor/tfltransfer/optimizers/adam.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """Adam optimizer implementation for transfer learning models."""
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/android/tflite_convertor/tfltransfer/optimizers/sgd.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """SGD optimizer implementation for transfer learning models."""
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/android/tflite_convertor/tfltransfer/tflite_transfer_convert.py

@@ -16,6 +16,7 @@
 Converts a pair of TF models to a TFLite transfer learning model.
 """
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/android/tflite_convertor/tfltransfer/tflite_transfer_converter.py

@@ -19,6 +19,7 @@
 transfer learning library.
 """
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/android/tflite_convertor/tfltransfer/tflite_transfer_converter_test.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """Tests for tflite_transfer_converter."""
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/android/tflite_convertor/tfltransfer/utils.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 """Helper utilities for various parts of the converter."""
 
+
 from __future__ import absolute_import
 from __future__ import division
 from __future__ import print_function

examples/mxnet_from_centralized_to_federated/client.py

@@ -1,5 +1,6 @@
 """Flower client example using MXNet for MNIST classification."""
 
+
 from typing import Dict, List, Tuple
 
 import flwr as fl

examples/mxnet_from_centralized_to_federated/server.py

@@ -1,5 +1,6 @@
 """Flower server example."""
 
+
 import flwr as fl
 
 if __name__ == "__main__":

examples/pytorch_from_centralized_to_federated/client.py

@@ -1,5 +1,6 @@
 """Flower client example using PyTorch for CIFAR-10 image classification."""
 
+
 import os
 import sys
 import timeit

examples/quickstart_jax/client.py

@@ -1,5 +1,6 @@
 """Flower client example using JAX for linear regression."""
 
+
 from typing import Dict, List, Tuple, Callable
 
 import flwr as fl

examples/quickstart_jax/jax_training.py

@@ -7,6 +7,7 @@
 please read the JAX documentation or the mentioned tutorial.
 """
 
+
 from typing import Dict, List, Tuple, Callable
 import jax
 import jax.numpy as jnp

examples/quickstart_mxnet/client.py

@@ -5,6 +5,7 @@
 https://mxnet.apache.org/api/python/docs/tutorials/packages/gluon/image/mnist.html
 """
 
+
 import flwr as fl
 import numpy as np
 import mxnet as mx

examples/quickstart_mxnet/server.py

@@ -1,5 +1,6 @@
 """Flower server example."""
 
+
 import flwr as fl
 
 if __name__ == "__main__":

src/py/flwr/__init__.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """Flower main package."""
 
+
 from flwr.common.version import package_version as _package_version
 
 from . import client, common, server, simulation

src/py/flwr/__init___test.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """Test for flwr __init__.py."""
 
+
 import semver
 
 

src/py/flwr/client/grpc_client/connection_test.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """Tests for module connection."""
 
+
 import concurrent.futures
 import socket
 from contextlib import closing

src/py/flwr/common/dp.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """Building block functions for DP algorithms."""
 
+
 from typing import Tuple
 
 import numpy as np

src/py/flwr/common/logger.py

@@ -13,6 +13,8 @@
 # limitations under the License.
 # ==============================================================================
 """Flower Logger."""
+
+
 import logging
 from logging import LogRecord
 from logging.handlers import HTTPHandler

src/py/flwr/common/telemetry.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """Flower telemetry."""
 
+
 import datetime
 import json
 import logging

src/py/flwr/common/telemetry_test.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """Telemetry tests."""
 
+
 import time
 import unittest
 from typing import Callable

src/py/flwr/common/version.py

@@ -1,4 +1,6 @@
 """Flower package version helper."""
+
+
 import sys
 from typing import Tuple
 

src/py/flwr/server/criterion_test.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """Tests for criterion sampling."""
 
+
 from unittest.mock import MagicMock
 
 from flwr.server.client_manager import SimpleClientManager

src/py/flwr/server/grpc_server/grpc_server_test.py

@@ -13,6 +13,8 @@
 # limitations under the License.
 # ==============================================================================
 """Tests for module server."""
+
+
 import socket
 import subprocess
 from contextlib import closing

src/py/flwr/server/history.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """Training history."""
 
+
 from functools import reduce
 from typing import Dict, List, Tuple
 

src/py/flwr/server/state/__init__.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """Flower server state."""
 
+
 from .in_memory_state import InMemoryState as InMemoryState
 from .sqlite_state import SqliteState as SqliteState
 from .state import State as State

src/py/flwr/server/strategy/dpfedavg_fixed.py

@@ -17,6 +17,7 @@
 Paper: https://arxiv.org/pdf/1710.06963.pdf
 """
 
+
 from typing import Dict, List, Optional, Tuple, Union
 
 from flwr.common import EvaluateIns, EvaluateRes, FitIns, FitRes, Parameters, Scalar

src/py/flwr/server/strategy/fedavgm_test.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """FedAvgM tests."""
 
+
 from typing import List, Tuple, Union
 from unittest.mock import MagicMock
 

src/py/flwr/server/strategy/fedmedian_test.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """FedMedian tests."""
 
+
 from typing import List, Tuple
 from unittest.mock import MagicMock
 

src/py/flwr/server/strategy/krum_test.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """Krum tests."""
 
+
 from typing import List, Tuple
 from unittest.mock import MagicMock
 

src/py/flwr/server/strategy/multikrum_test.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """Krum tests."""
 
+
 from typing import List, Tuple
 from unittest.mock import MagicMock
 

src/py/flwr/server/utils/tensorboard.py

@@ -13,6 +13,8 @@
 # limitations under the License.
 # ==============================================================================
 """Flower TensorBoard utilities."""
+
+
 import os
 from datetime import datetime
 from typing import Callable, Dict, List, Optional, Tuple, TypeVar, Union, cast

src/py/flwr/server/utils/validator.py

@@ -13,6 +13,8 @@
 # limitations under the License.
 # ==============================================================================
 """Validators."""
+
+
 from typing import List, Union
 
 from flwr.proto.task_pb2 import TaskIns, TaskRes

src/py/flwr/server/utils/validator_test.py

@@ -13,6 +13,8 @@
 # limitations under the License.
 # ==============================================================================
 """Validator tests."""
+
+
 import unittest
 from typing import List, Tuple
 

src/py/flwr/simulation/__init__.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """Flower simulation."""
 
+
 import importlib
 
 is_ray_installed = importlib.util.find_spec("ray") is not None

src/py/flwr_tool/init_py_check.py

@@ -6,6 +6,7 @@
     python -m flwr_tool.init_py_check src/py/flwr
 """
 
+
 import os
 import re
 import sys

src/py/flwr_tool/protoc.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """This module contains functions related to proto compilation."""
 
+
 import glob
 from os import path
 

src/py/flwr_tool/protoc_test.py

@@ -14,6 +14,7 @@
 # ==============================================================================
 """This module contains functions related to proto compilation."""
 
+
 from os import path
 
 from .protoc import IN_PATH, OUT_PATH, PROTO_FILES