remove 1 equal sign to adhere to 80 char pylint limit

Author: Sinestro38

benchmarks/scripts/benchmark_clifford_circuit.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Benchmark simulators against classically simulatable circuits."""
 import os
 import time

benchmarks/scripts/benchmark_op_gradients.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Benchmark differentiator methods."""
 import os
 import time

benchmarks/scripts/benchmark_random_circuit.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Benchmark simulators against classically intractable 'supremacy' circuits."""
 import os
 import time

benchmarks/scripts/benchmark_util.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Utility functions for benchmark tools."""
 import tensorflow as tf
 import test_log_pb2

benchmarks/scripts/benchmark_util_test.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Tests for utilities related to reading/running benchmarks."""
 import os
 import tempfile

benchmarks/scripts/flags.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Command line flags shared between benchmarks."""
 from collections import namedtuple
 from absl import flags as absl_flags

benchmarks/scripts/flags_test.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Tests for benchmark command line flags."""
 
 import tensorflow as tf

benchmarks/scripts/models/__init__.py

@@ -11,4 +11,4 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================

benchmarks/scripts/models/random_clifford_circuit.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 
 from typing import Iterable
 

benchmarks/scripts/models/random_clifford_circuit_test.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 
 from absl.testing import parameterized
 import cirq

configure.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 PLATFORM="$(uname -s | tr 'A-Z' 'a-z')"
 
 function write_to_bazelrc() {

docs/_book.yaml

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 upper_tabs:
 # Tabs left of dropdown menu
 - include: /_upper_tabs_left.yaml

docs/_index.yaml

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 book_path: /quantum/_book.yaml
 project_path: /quantum/_project.yaml
 description: >

release/build_pip_package.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 set -e
 set -x
 

release/setup.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """TensorFlow Quantum adds qauntum computing primitives to TensorFlow.
 
 TensorFlow Quantum is an open source library for high performance batch

scripts/benchmark_all.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 echo "Testing benchmarks.";
 test_outputs=$(bazel test -c opt --cxxopt="-D_GLIBCXX_USE_CXX11_ABI=1" --cxxopt="-msse2" --cxxopt="-msse3" --cxxopt="-msse4" --test_output=errors $(bazel query //benchmarks/...))
 exit_code=$?

scripts/build_docs.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Tool to generate external api_docs for tfq."""
 
 from __future__ import absolute_import

scripts/build_pip_package_test.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 
 pip install -r requirements.txt
 

scripts/ci_install.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 wget https://github.com/bazelbuild/bazel/releases/download/5.3.0/bazel_5.3.0-linux-x86_64.deb
 sudo dpkg -i bazel_5.3.0-linux-x86_64.deb
 pip install --upgrade pip setuptools wheel

scripts/ci_validate_tutorials.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 
 # Run the tutorials using the installed pip package
 pip install jupyter nbclient==0.6.5 jupyter-client==6.1.12 ipython==7.22.0

scripts/format_all.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 echo "Doing python language formatting..."
 python3 -m yapf --style=google --in-place --recursive ./benchmarks
 python3 -m yapf --style=google --in-place --recursive ./tensorflow_quantum

scripts/format_check.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 echo "Checking python formatting...";
 
 ################################################################################

scripts/format_ipynb.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Format notebook code cells using yapf google style."""
 import glob
 import nbformat

scripts/import_test.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Tests to check if importing `tfq` APIs is successful or not."""
 import tensorflow_quantum as tfq
 

scripts/lint_all.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 echo "Checking for lint in python code...";
 linting_outputs=$(pylint --rcfile .pylintrc ./tensorflow_quantum ./examples);
 exit_code=$?

scripts/msan_test.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 echo "Testing All Bazel cc_tests with msan.";
 test_outputs=$(bazel test -c opt --cxxopt="-D_GLIBCXX_USE_CXX11_ABI=1" \
   --cxxopt="-msse2" --cxxopt="-msse3" --cxxopt="-msse4" \

scripts/run_example.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 cd ..
 cp quantum/scripts/import_test.py import_test.py
 python import_test.py

scripts/test_all.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 echo "Testing All Bazel py_test and cc_tests.";
 test_outputs=$(bazel test -c opt --experimental_repo_remote_exec --cxxopt="-D_GLIBCXX_USE_CXX11_ABI=1" --cxxopt="-std=c++17" --cxxopt="-msse2" --cxxopt="-msse3" --cxxopt="-msse4" --notest_keep_going --test_output=errors //tensorflow_quantum/...)
 exit_code=$?

scripts/test_benchmarks.sh

@@ -12,7 +12,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 echo "Testing all Benchmarks.";
 bazel test -c opt --cxxopt="-D_GLIBCXX_USE_CXX11_ABI=1" --cxxopt="-msse2" --cxxopt="-msse3" --cxxopt="-msse4" --test_output=errors $(bazel query //benchmarks/scripts:all)
 # test_outputs=$(bazel test -c opt --cxxopt="-D_GLIBCXX_USE_CXX11_ABI=1" --cxxopt="-msse2" --cxxopt="-msse3" --cxxopt="-msse4" --test_output=errors $(bazel query //benchmarks/scripts:all))

scripts/test_tutorials.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Module to ensure all notebooks execute without error by pytesting them."""
 import glob
 import re

tensorflow_quantum/__init__.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Module functions for tensorflow_quantum.*"""
 
 # Import basic ops and op getters.

tensorflow_quantum/core/__init__.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Imports to tensorflow_quantum.core.* level."""
 # Import getters for constructing ops.
 from tensorflow_quantum.core.ops import (get_expectation_op,

tensorflow_quantum/core/ops/__init__.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Module for tfq.core.ops.*"""
 
 # Import getters for constructing ops.

tensorflow_quantum/core/ops/batch_util.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """A module to for running Cirq objects."""
 import collections
 

tensorflow_quantum/core/ops/batch_util_test.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Test parallel Cirq simulations."""
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position

tensorflow_quantum/core/ops/circuit_execution_ops.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """A module for user-facing generators of tfq ops."""
 import enum
 

tensorflow_quantum/core/ops/circuit_execution_ops_test.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Module to test consistency between Cirq and TFQ circuit execution ops."""
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position

tensorflow_quantum/core/ops/cirq_ops.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Generators for ops that call out to cirq simulators from the tf graph."""
 import functools
 import numbers

tensorflow_quantum/core/ops/cirq_ops_test.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Tests for the cirq simulation ops."""
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position

tensorflow_quantum/core/ops/load_module.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Module to load python op libraries."""
 
 import os

tensorflow_quantum/core/ops/math_ops/__init__.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Module for tfq.core.ops.math_ops.*"""
 
 from tensorflow_quantum.core.ops.math_ops.fidelity_op import fidelity

tensorflow_quantum/core/ops/math_ops/fidelity_op.py

@@ -11,7 +11,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-# ==============================================================================
+# =============================================================================
 """Module for tfq.math.fidelity op."""
 import tensorflow as tf
 from tensorflow_quantum.core.ops.math_ops import inner_product_op