reformatting

Author: Sinestro38

tensorflow_quantum/core/ops/batch_util_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/circuit_execution_ops_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/cirq_ops_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/math_ops/fidelity_op_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/math_ops/inner_product_grad_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/math_ops/inner_product_op_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/math_ops/simulate_mps_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/noise/noisy_expectation_op_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/noise/noisy_sampled_expectation_op_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/noise/noisy_samples_op_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/tfq_adj_grad_op_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/tfq_ps_util_ops_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/tfq_simulate_expectation_op_cuda.cu.cc

@@ -43,10 +43,10 @@ using ::tfq::proto::Program;
 typedef qsim::Cirq::GateCirq<float> QsimGate;
 typedef qsim::Circuit<QsimGate> QsimCircuit;
 
-
 class TfqSimulateExpectationOpCuda : public tensorflow::OpKernel {
  public:
-  explicit TfqSimulateExpectationOpCuda(tensorflow::OpKernelConstruction* context)
+  explicit TfqSimulateExpectationOpCuda(
+      tensorflow::OpKernelConstruction* context)
       : OpKernel(context) {}
 
   void Compute(tensorflow::OpKernelContext* context) override {
@@ -169,7 +169,6 @@ class TfqSimulateExpectationOpCuda : public tensorflow::OpKernel {
       }
     }
   }
-
 };
 
 REGISTER_KERNEL_BUILDER(

tensorflow_quantum/core/ops/tfq_simulate_expectation_op_cuquantum.cu.cc

@@ -44,14 +44,13 @@ using ::tfq::proto::Program;
 typedef qsim::Cirq::GateCirq<float> QsimGate;
 typedef qsim::Circuit<QsimGate> QsimCircuit;
 
-
 class TfqSimulateExpectationOpCuQuantum : public tensorflow::OpKernel {
  public:
-  explicit TfqSimulateExpectationOpCuQuantum(tensorflow::OpKernelConstruction* context)
+  explicit TfqSimulateExpectationOpCuQuantum(
+      tensorflow::OpKernelConstruction* context)
       : OpKernel(context) {}
 
   void Compute(tensorflow::OpKernelContext* context) override {
-
     // TODO (mbbrough): add more dimension checks for other inputs here.
     const int num_inputs = context->num_inputs();
     OP_REQUIRES(context, num_inputs == 4,
@@ -67,15 +66,16 @@ class TfqSimulateExpectationOpCuQuantum : public tensorflow::OpKernel {
 
     tensorflow::Tensor* output = nullptr;
     tensorflow::AllocatorAttributes alloc_attr;
-    alloc_attr.set_on_host(true); // why??
+    alloc_attr.set_on_host(true);  // why??
     alloc_attr.set_gpu_compatible(true);
     OP_REQUIRES_OK(context, context->allocate_output(0, output_shape, &output,
                                                      alloc_attr));
     auto output_tensor = output->matrix<float>();
     // Parse program protos.
     std::vector<Program> programs;
     std::vector<int> num_qubits;
-    std::vector<std::vector<PauliSum>> pauli_sums; // why is this a vector of vectors??
+    std::vector<std::vector<PauliSum>>
+        pauli_sums;  // why is this a vector of vectors??
     OP_REQUIRES_OK(context, GetProgramsAndNumQubits(context, &programs,
                                                     &num_qubits, &pauli_sums));
 
@@ -141,7 +141,6 @@ class TfqSimulateExpectationOpCuQuantum : public tensorflow::OpKernel {
     using Simulator = qsim::SimulatorCuStateVec<float>;
     using StateSpace = Simulator::StateSpace;
 
-
     // Launch the cuda kernel.
     // Begin simulation.
     int largest_nq = 1;

tensorflow_quantum/core/ops/tfq_simulate_ops_gpu_test.py

@@ -23,6 +23,7 @@
 from tensorflow_quantum.core.ops import tfq_simulate_ops_cuquantum
 from tensorflow_quantum.python import util
 
+
 def measure_average_runtime(fn, tag, num_samples=10):
     """
     Measure the average runtime of a function.
@@ -133,5 +134,6 @@ def test_simulate_expectation_cpu_vs_cuquantum(self):
         # cuQuantum op should be faster than CPU op.
         self.assertGreater(cpu_avg_time, cuda_avg_time)
 
+
 if __name__ == "__main__":
-    tf.test.main()
+    tf.test.main()

tensorflow_quantum/core/ops/tfq_simulate_ops_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/tfq_unitary_op_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/ops/tfq_utility_ops_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/serialize/op_deserializer_test.py

@@ -15,6 +15,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/serialize/op_serializer_test.py

@@ -15,6 +15,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/serialize/serializable_gate_set_test.py

@@ -15,6 +15,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/core/serialize/serializer_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position
@@ -99,7 +100,7 @@ def _build_op_proto(gate_id, arg_names, arg_vals, qubit_ids):
         if isinstance(arg_vals[i], str) else \
             program_pb2.Arg(
                 arg_value=program_pb2.ArgValue(
-                    float_value=np.round(float(arg_vals[i]), 6)))) \
+                    float_value=np.round(float(arg_vals[i]), 6))))
                 for i in range(len(arg_vals))},
         qubits=[program_pb2.Qubit(
             id=q_id) for q_id in qubit_ids])])

tensorflow_quantum/datasets/cluster_state_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/datasets/spin_system_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/differentiators/adjoint_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/differentiators/differentiator_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/differentiators/gradient_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/differentiators/linear_combination_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/differentiators/parameter_shift_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/differentiators/parameter_shift_util_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/layers/circuit_construction/elementary_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/layers/circuit_executors/expectation_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/layers/circuit_executors/input_checks_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/layers/circuit_executors/sample_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/layers/circuit_executors/sampled_expectation_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/layers/circuit_executors/state_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/layers/circuit_executors/unitary_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/layers/high_level/controlled_pqc_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/layers/high_level/noisy_controlled_pqc_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/layers/high_level/noisy_pqc_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position

tensorflow_quantum/python/layers/high_level/pqc_test.py

@@ -16,6 +16,7 @@
 # Remove PYTHONPATH collisions for protobuf.
 # pylint: disable=wrong-import-position
 import sys
+
 NEW_PATH = [x for x in sys.path if 'com_google_protobuf' not in x]
 sys.path = NEW_PATH
 # pylint: enable=wrong-import-position