diff --git a/setup.py b/setup.py
index 9e4494d..f3742fa 100644
--- a/setup.py
+++ b/setup.py
@@ -32,13 +32,14 @@
 # SPDX-License-Identifier: BSD-3-Clause
 import os
 import re
+
 import setuptools
 
 
 def read_file(*path):
     """Read file content."""
     package_path = os.path.abspath(os.path.dirname(__file__))
-    with open(os.path.join(package_path, *path), 'r') as text_file:
+    with open(os.path.join(package_path, *path)) as text_file:
         return text_file.read()
 
 
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/base.py b/stencil_benchmarks/benchmarks_collection/stencils/base.py
index 1cbf36f..a45188c 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/base.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/base.py
@@ -368,11 +368,11 @@ def __setitem__(self, index, value):
 
         if not self.all_components:
             (ustage, upos, utens, utensstage, wcon, ccol, dcol,
-             datacol) = [Wrapper(data) for data in data_before]
+             datacol) = (Wrapper(data) for data in data_before)
         else:
             (ustage, upos, utens, utensstage, vstage, vpos, vtens, vtensstage,
              wstage, wpos, wtens, wtensstage, wcon, ccol, dcol,
-             datacol) = [Wrapper(data) for data in data_before]
+             datacol) = (Wrapper(data) for data in data_before)
 
         dtr_stage = 3 / 20
         beta_v = 0
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/cuda_hip/__init__.py b/stencil_benchmarks/benchmarks_collection/stencils/cuda_hip/__init__.py
index 3655cd9..91cc858 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/cuda_hip/__init__.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/cuda_hip/__init__.py
@@ -30,8 +30,6 @@
 # POSSIBILITY OF SUCH DAMAGE.
 #
 # SPDX-License-Identifier: BSD-3-Clause
-from . import basic
-from . import horizontal_diffusion
-from . import vertical_advection
+from . import basic, horizontal_diffusion, vertical_advection
 
 __all__ = ['basic', 'horizontal_diffusion', 'vertical_advection']
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/cuda_hip/horizontal_diffusion.py b/stencil_benchmarks/benchmarks_collection/stencils/cuda_hip/horizontal_diffusion.py
index f3a046d..4b7619b 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/cuda_hip/horizontal_diffusion.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/cuda_hip/horizontal_diffusion.py
@@ -33,8 +33,8 @@
 from stencil_benchmarks.benchmark import Parameter
 from stencil_benchmarks.benchmarks_collection.stencils import base
 
-from .mixin import StencilMixin
 from .basic import BasicStencilMixin
+from .mixin import StencilMixin
 
 
 class HorizontalDiffusionMixin(StencilMixin):
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/cuda_hip/mixin.py b/stencil_benchmarks/benchmarks_collection/stencils/cuda_hip/mixin.py
index 0b3b334..8f6ef56 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/cuda_hip/mixin.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/cuda_hip/mixin.py
@@ -36,9 +36,14 @@
 import os
 import warnings
 
-from stencil_benchmarks.benchmark import (Benchmark, ExecutionError, Parameter,
-                                          ParameterError)
-from stencil_benchmarks.tools import array, cpphelpers, compilation, template
+from stencil_benchmarks.benchmark import (
+    Benchmark,
+    ExecutionError,
+    Parameter,
+    ParameterError,
+)
+from stencil_benchmarks.tools import array, compilation, cpphelpers, template
+
 from . import api
 
 
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/jax/basic.py b/stencil_benchmarks/benchmarks_collection/stencils/jax/basic.py
index c23f0e2..1212b5f 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/jax/basic.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/jax/basic.py
@@ -33,8 +33,9 @@
 import numpy as np
 
 from stencil_benchmarks.benchmark import Parameter
-from .mixin import StencilMixin
+
 from .. import base
+from .mixin import StencilMixin
 
 
 class BasicStencilMixin(StencilMixin):
@@ -96,7 +97,8 @@ class Laplacian(BasicStencilMixin, base.LaplacianStencil):
                                choices=['pad', 'set', 'roll', 'convolve'])
 
     def stencil_definition(self):
-        from jax import numpy as jnp, scipy as jsp
+        from jax import numpy as jnp
+        from jax import scipy as jsp
 
         along_axes = (self.along_x, self.along_y, self.along_z)
 
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/jax/horizontal_diffusion.py b/stencil_benchmarks/benchmarks_collection/stencils/jax/horizontal_diffusion.py
index e4bdf0d..2243c79 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/jax/horizontal_diffusion.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/jax/horizontal_diffusion.py
@@ -30,8 +30,8 @@
 # POSSIBILITY OF SUCH DAMAGE.
 #
 # SPDX-License-Identifier: BSD-3-Clause
-from .mixin import StencilMixin
 from .. import base
+from .mixin import StencilMixin
 
 
 class HdiffStencilMixin(StencilMixin):
@@ -84,7 +84,8 @@ def stencil(inp, coeff, out):
 
 class Vmapped(HdiffStencilMixin, base.HorizontalDiffusionStencil):
     def stencil_definition(self):
-        from jax import numpy as jnp, vmap
+        from jax import numpy as jnp
+        from jax import vmap
 
         def plane(inp, coeff):
             lap = 4 * inp[1:-1, 1:-1] - (inp[2:, 1:-1] + inp[:-2, 1:-1] +
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/jax/vertical_advection.py b/stencil_benchmarks/benchmarks_collection/stencils/jax/vertical_advection.py
index 906d910..47759a3 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/jax/vertical_advection.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/jax/vertical_advection.py
@@ -31,8 +31,9 @@
 #
 # SPDX-License-Identifier: BSD-3-Clause
 from stencil_benchmarks.benchmark import Parameter, ParameterError
-from .mixin import StencilMixin
+
 from .. import base
+from .mixin import StencilMixin
 
 
 class VadvStencilMixin(StencilMixin):
@@ -56,7 +57,8 @@ class PlaneLoop(VadvStencilMixin, base.VerticalAdvectionStencil):
     loop = Parameter('loop implementation', 'jax', choices=['jax', 'python'])
 
     def stencil_definition(self):
-        from jax import lax, numpy as jnp
+        from jax import lax
+        from jax import numpy as jnp
 
         dtr_stage = 3 / 20
         beta_v = 0
@@ -175,7 +177,7 @@ def backward(k, args):
             utensstage = utensstage.data
             if self.loop == 'jax':
                 _, utensstage = lax.fori_loop(
-                    -(self.domain[2] - 2), -(-1),
+                    -(self.domain[2] - 2), 1,
                     lambda nk, args: backward(-nk, args),
                     (datacol, utensstage))
             else:
@@ -191,7 +193,8 @@ class ColumnLoop(VadvStencilMixin, base.VerticalAdvectionStencil):
     loop = Parameter('loop implementation', 'jax', choices=['jax', 'python'])
 
     def stencil_definition(self):
-        from jax import lax, numpy as jnp, vmap
+        from jax import lax, vmap
+        from jax import numpy as jnp
 
         dtr_stage = 3 / 20
         beta_v = 0
@@ -280,7 +283,7 @@ def backward(k, args):
 
             if self.loop == 'jax':
                 _, utensstage = lax.fori_loop(
-                    -(self.domain[2] - 2), -(-1),
+                    -(self.domain[2] - 2), 1,
                     lambda nk, args: backward(-nk, args),
                     (datacol, utensstage))
             else:
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/numba_cpu/basic.py b/stencil_benchmarks/benchmarks_collection/stencils/numba_cpu/basic.py
index ef03d46..53cfd12 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/numba_cpu/basic.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/numba_cpu/basic.py
@@ -30,8 +30,8 @@
 # POSSIBILITY OF SUCH DAMAGE.
 #
 # SPDX-License-Identifier: BSD-3-Clause
-from .. import base
 from ....tools import timing
+from .. import base
 
 # pylint: disable=not-an-iterable
 
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/numpy/__init__.py b/stencil_benchmarks/benchmarks_collection/stencils/numpy/__init__.py
index f57e6f2..14e3c9d 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/numpy/__init__.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/numpy/__init__.py
@@ -30,7 +30,6 @@
 # POSSIBILITY OF SUCH DAMAGE.
 #
 # SPDX-License-Identifier: BSD-3-Clause
-from . import basic
-from . import horizontal_diffusion
+from . import basic, horizontal_diffusion
 
 __all__ = ['basic', 'horizontal_diffusion']
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/numpy/basic.py b/stencil_benchmarks/benchmarks_collection/stencils/numpy/basic.py
index d1bf882..0d67e28 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/numpy/basic.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/numpy/basic.py
@@ -32,9 +32,13 @@
 # SPDX-License-Identifier: BSD-3-Clause
 import numpy as np
 
-from ..base import (CopyStencil, OnesidedAverageStencil,
-                    SymmetricAverageStencil, LaplacianStencil)
 from ....tools import timing
+from ..base import (
+    CopyStencil,
+    LaplacianStencil,
+    OnesidedAverageStencil,
+    SymmetricAverageStencil,
+)
 
 
 class Copy1D(CopyStencil):
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/numpy/horizontal_diffusion.py b/stencil_benchmarks/benchmarks_collection/stencils/numpy/horizontal_diffusion.py
index cfbab58..096f929 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/numpy/horizontal_diffusion.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/numpy/horizontal_diffusion.py
@@ -32,8 +32,8 @@
 # SPDX-License-Identifier: BSD-3-Clause
 import numpy as np
 
-from ..base import HorizontalDiffusionStencil
 from ....tools import timing
+from ..base import HorizontalDiffusionStencil
 
 
 class OnTheFly(HorizontalDiffusionStencil):
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/openmp/__init__.py b/stencil_benchmarks/benchmarks_collection/stencils/openmp/__init__.py
index 3655cd9..91cc858 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/openmp/__init__.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/openmp/__init__.py
@@ -30,8 +30,6 @@
 # POSSIBILITY OF SUCH DAMAGE.
 #
 # SPDX-License-Identifier: BSD-3-Clause
-from . import basic
-from . import horizontal_diffusion
-from . import vertical_advection
+from . import basic, horizontal_diffusion, vertical_advection
 
 __all__ = ['basic', 'horizontal_diffusion', 'vertical_advection']
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/openmp/basic.py b/stencil_benchmarks/benchmarks_collection/stencils/openmp/basic.py
index 51c9457..65a2092 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/openmp/basic.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/openmp/basic.py
@@ -66,7 +66,7 @@ def stencil_body_vec(self):
         body = re.sub(
             r'out\[index\] = ([^;]*)', r'storent(&out[index], \1)'
             if self.streaming_stores else r'store(&out[index], \1)', body,
-            re.MULTILINE | re.DOTALL)
+            flags=re.MULTILINE | re.DOTALL)
         return body
 
     def template_file(self):
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/openmp/horizontal_diffusion.py b/stencil_benchmarks/benchmarks_collection/stencils/openmp/horizontal_diffusion.py
index 86b4bf3..548ee27 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/openmp/horizontal_diffusion.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/openmp/horizontal_diffusion.py
@@ -33,8 +33,8 @@
 from stencil_benchmarks.benchmark import Parameter
 from stencil_benchmarks.benchmarks_collection.stencils import base
 
-from .mixin import StencilMixin
 from .basic import BasicStencilMixin
+from .mixin import StencilMixin
 
 
 class HorizontalDiffusionMixin(StencilMixin):
diff --git a/stencil_benchmarks/benchmarks_collection/stencils/openmp/mixin.py b/stencil_benchmarks/benchmarks_collection/stencils/openmp/mixin.py
index 3d63581..8bad7e6 100644
--- a/stencil_benchmarks/benchmarks_collection/stencils/openmp/mixin.py
+++ b/stencil_benchmarks/benchmarks_collection/stencils/openmp/mixin.py
@@ -36,7 +36,7 @@
 import warnings
 
 from stencil_benchmarks.benchmark import Benchmark, ExecutionError, Parameter
-from stencil_benchmarks.tools import cpphelpers, compilation, template
+from stencil_benchmarks.tools import compilation, cpphelpers, template
 
 
 class StencilMixin(Benchmark):
diff --git a/stencil_benchmarks/benchmarks_collection/stream/__init__.py b/stencil_benchmarks/benchmarks_collection/stream/__init__.py
index 15587da..c148f76 100644
--- a/stencil_benchmarks/benchmarks_collection/stream/__init__.py
+++ b/stencil_benchmarks/benchmarks_collection/stream/__init__.py
@@ -30,6 +30,6 @@
 # POSSIBILITY OF SUCH DAMAGE.
 #
 # SPDX-License-Identifier: BSD-3-Clause
-from . import mc_calpin, cuda_hip
+from . import cuda_hip, mc_calpin
 
 __all__ = ['mc_calpin', 'cuda_hip']
diff --git a/stencil_benchmarks/benchmarks_collection/stream/cuda_hip.py b/stencil_benchmarks/benchmarks_collection/stream/cuda_hip.py
index 8cbc7fe..7bfd777 100644
--- a/stencil_benchmarks/benchmarks_collection/stream/cuda_hip.py
+++ b/stencil_benchmarks/benchmarks_collection/stream/cuda_hip.py
@@ -34,7 +34,7 @@
 import re
 import warnings
 
-from ...benchmark import Benchmark, Parameter, ExecutionError
+from ...benchmark import Benchmark, ExecutionError, Parameter
 from ...tools import compilation, cpphelpers, template
 
 
diff --git a/stencil_benchmarks/benchmarks_collection/stream/mc_calpin.py b/stencil_benchmarks/benchmarks_collection/stream/mc_calpin.py
index e8af96a..97321e3 100644
--- a/stencil_benchmarks/benchmarks_collection/stream/mc_calpin.py
+++ b/stencil_benchmarks/benchmarks_collection/stream/mc_calpin.py
@@ -35,7 +35,7 @@
 
 import numpy as np
 
-from ...benchmark import Benchmark, Parameter, ParameterError, ExecutionError
+from ...benchmark import Benchmark, ExecutionError, Parameter, ParameterError
 from ...tools import compilation, cpphelpers, template
 
 
diff --git a/stencil_benchmarks/cli.py b/stencil_benchmarks/cli.py
index 52b0bde..0b12a9b 100644
--- a/stencil_benchmarks/cli.py
+++ b/stencil_benchmarks/cli.py
@@ -40,7 +40,8 @@
 import click
 
 from . import benchmark
-from .tools import cli as cli_tools, validation
+from .tools import cli as cli_tools
+from .tools import validation
 
 
 def _cli_command(bmark):
diff --git a/stencil_benchmarks/scripts/sbench_a100_collection.py b/stencil_benchmarks/scripts/sbench_a100_collection.py
index 0c2631c..08f31c2 100644
--- a/stencil_benchmarks/scripts/sbench_a100_collection.py
+++ b/stencil_benchmarks/scripts/sbench_a100_collection.py
@@ -33,12 +33,19 @@
 
 import click
 
+from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import basic
 from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import (
-    basic, horizontal_diffusion as hdiff, vertical_advection as vadv)
-from stencil_benchmarks.tools.multirun import (Configuration,
-                                               run_scaling_benchmark,
-                                               truncate_block_size_to_domain,
-                                               default_kwargs)
+    horizontal_diffusion as hdiff,
+)
+from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import (
+    vertical_advection as vadv,
+)
+from stencil_benchmarks.tools.multirun import (
+    Configuration,
+    default_kwargs,
+    run_scaling_benchmark,
+    truncate_block_size_to_domain,
+)
 
 
 @click.group()
diff --git a/stencil_benchmarks/scripts/sbench_a64fx_collection.py b/stencil_benchmarks/scripts/sbench_a64fx_collection.py
index 6467fbd..470fdf3 100644
--- a/stencil_benchmarks/scripts/sbench_a64fx_collection.py
+++ b/stencil_benchmarks/scripts/sbench_a64fx_collection.py
@@ -36,15 +36,28 @@
 import click
 import numpy as np
 
+from stencil_benchmarks.benchmarks_collection.stencils.openmp import basic
 from stencil_benchmarks.benchmarks_collection.stencils.openmp import (
-    basic, horizontal_diffusion as hdiff, vertical_advection as vadv)
+    horizontal_diffusion as hdiff,
+)
+from stencil_benchmarks.benchmarks_collection.stencils.openmp import (
+    vertical_advection as vadv,
+)
+from stencil_benchmarks.benchmarks_collection.stencils.openmp_blocked import (
+    basic as basic_blocked,
+)
+from stencil_benchmarks.benchmarks_collection.stencils.openmp_blocked import (
+    horizontal_diffusion as hdiff_blocked,
+)
 from stencil_benchmarks.benchmarks_collection.stencils.openmp_blocked import (
-    basic as basic_blocked, horizontal_diffusion as hdiff_blocked,
-    vertical_advection as vadv_blocked)
-from stencil_benchmarks.tools.multirun import (Configuration,
-                                               run_scaling_benchmark,
-                                               truncate_block_size_to_domain)
+    vertical_advection as vadv_blocked,
+)
 from stencil_benchmarks.tools import alloc
+from stencil_benchmarks.tools.multirun import (
+    Configuration,
+    run_scaling_benchmark,
+    truncate_block_size_to_domain,
+)
 
 
 @click.group()
diff --git a/stencil_benchmarks/scripts/sbench_analyze.py b/stencil_benchmarks/scripts/sbench_analyze.py
index 5d324db..70a4dbb 100644
--- a/stencil_benchmarks/scripts/sbench_analyze.py
+++ b/stencil_benchmarks/scripts/sbench_analyze.py
@@ -171,8 +171,9 @@ def plot(csv, uniform, ylim, title, auto_group, group, select, filter,
     X is the data column name for the values used for the x-axis in the plot, Y
     is the column name for the y-axis.
     """
-    from matplotlib import pyplot as plt, ticker
     import cycler
+    from matplotlib import pyplot as plt
+    from matplotlib import ticker
     if output:
         plt.switch_backend('Agg')
     elif ascii:
diff --git a/stencil_benchmarks/scripts/sbench_h100_collection.py b/stencil_benchmarks/scripts/sbench_h100_collection.py
index 71b7f40..fb91d37 100644
--- a/stencil_benchmarks/scripts/sbench_h100_collection.py
+++ b/stencil_benchmarks/scripts/sbench_h100_collection.py
@@ -33,12 +33,19 @@
 
 import click
 
+from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import basic
 from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import (
-    basic, horizontal_diffusion as hdiff, vertical_advection as vadv)
-from stencil_benchmarks.tools.multirun import (Configuration,
-                                               run_scaling_benchmark,
-                                               truncate_block_size_to_domain,
-                                               default_kwargs)
+    horizontal_diffusion as hdiff,
+)
+from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import (
+    vertical_advection as vadv,
+)
+from stencil_benchmarks.tools.multirun import (
+    Configuration,
+    default_kwargs,
+    run_scaling_benchmark,
+    truncate_block_size_to_domain,
+)
 
 
 @click.group()
diff --git a/stencil_benchmarks/scripts/sbench_mi100_collection.py b/stencil_benchmarks/scripts/sbench_mi100_collection.py
index ca96336..dd5a93c 100644
--- a/stencil_benchmarks/scripts/sbench_mi100_collection.py
+++ b/stencil_benchmarks/scripts/sbench_mi100_collection.py
@@ -33,12 +33,19 @@
 
 import click
 
+from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import basic
 from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import (
-    basic, horizontal_diffusion as hdiff, vertical_advection as vadv)
-from stencil_benchmarks.tools.multirun import (Configuration,
-                                               run_scaling_benchmark,
-                                               truncate_block_size_to_domain,
-                                               default_kwargs)
+    horizontal_diffusion as hdiff,
+)
+from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import (
+    vertical_advection as vadv,
+)
+from stencil_benchmarks.tools.multirun import (
+    Configuration,
+    default_kwargs,
+    run_scaling_benchmark,
+    truncate_block_size_to_domain,
+)
 
 
 @click.group()
diff --git a/stencil_benchmarks/scripts/sbench_mi50_collection.py b/stencil_benchmarks/scripts/sbench_mi50_collection.py
index 68ed22a..84c14d4 100644
--- a/stencil_benchmarks/scripts/sbench_mi50_collection.py
+++ b/stencil_benchmarks/scripts/sbench_mi50_collection.py
@@ -33,12 +33,19 @@
 
 import click
 
+from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import basic
 from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import (
-    basic, horizontal_diffusion as hdiff, vertical_advection as vadv)
-from stencil_benchmarks.tools.multirun import (Configuration,
-                                               run_scaling_benchmark,
-                                               truncate_block_size_to_domain,
-                                               default_kwargs)
+    horizontal_diffusion as hdiff,
+)
+from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import (
+    vertical_advection as vadv,
+)
+from stencil_benchmarks.tools.multirun import (
+    Configuration,
+    default_kwargs,
+    run_scaling_benchmark,
+    truncate_block_size_to_domain,
+)
 
 
 @click.group()
diff --git a/stencil_benchmarks/scripts/sbench_p100_collection.py b/stencil_benchmarks/scripts/sbench_p100_collection.py
index 4eb8f45..50e4ca7 100644
--- a/stencil_benchmarks/scripts/sbench_p100_collection.py
+++ b/stencil_benchmarks/scripts/sbench_p100_collection.py
@@ -33,12 +33,19 @@
 
 import click
 
+from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import basic
 from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import (
-    basic, horizontal_diffusion as hdiff, vertical_advection as vadv)
-from stencil_benchmarks.tools.multirun import (Configuration,
-                                               run_scaling_benchmark,
-                                               truncate_block_size_to_domain,
-                                               default_kwargs)
+    horizontal_diffusion as hdiff,
+)
+from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import (
+    vertical_advection as vadv,
+)
+from stencil_benchmarks.tools.multirun import (
+    Configuration,
+    default_kwargs,
+    run_scaling_benchmark,
+    truncate_block_size_to_domain,
+)
 
 
 @click.group()
diff --git a/stencil_benchmarks/scripts/sbench_rome_collection.py b/stencil_benchmarks/scripts/sbench_rome_collection.py
index d7abd31..2f7cc14 100644
--- a/stencil_benchmarks/scripts/sbench_rome_collection.py
+++ b/stencil_benchmarks/scripts/sbench_rome_collection.py
@@ -36,15 +36,28 @@
 import click
 import numpy as np
 
+from stencil_benchmarks.benchmarks_collection.stencils.openmp import basic
 from stencil_benchmarks.benchmarks_collection.stencils.openmp import (
-    basic, horizontal_diffusion as hdiff, vertical_advection as vadv)
+    horizontal_diffusion as hdiff,
+)
+from stencil_benchmarks.benchmarks_collection.stencils.openmp import (
+    vertical_advection as vadv,
+)
+from stencil_benchmarks.benchmarks_collection.stencils.openmp_blocked import (
+    basic as basic_blocked,
+)
+from stencil_benchmarks.benchmarks_collection.stencils.openmp_blocked import (
+    horizontal_diffusion as hdiff_blocked,
+)
 from stencil_benchmarks.benchmarks_collection.stencils.openmp_blocked import (
-    basic as basic_blocked, horizontal_diffusion as hdiff_blocked,
-    vertical_advection as vadv_blocked)
-from stencil_benchmarks.tools.multirun import (Configuration,
-                                               run_scaling_benchmark,
-                                               truncate_block_size_to_domain)
+    vertical_advection as vadv_blocked,
+)
 from stencil_benchmarks.tools import alloc
+from stencil_benchmarks.tools.multirun import (
+    Configuration,
+    run_scaling_benchmark,
+    truncate_block_size_to_domain,
+)
 
 
 @click.group()
diff --git a/stencil_benchmarks/scripts/sbench_v100_collection.py b/stencil_benchmarks/scripts/sbench_v100_collection.py
index 1973545..132494a 100644
--- a/stencil_benchmarks/scripts/sbench_v100_collection.py
+++ b/stencil_benchmarks/scripts/sbench_v100_collection.py
@@ -33,12 +33,19 @@
 
 import click
 
+from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import basic
 from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import (
-    basic, horizontal_diffusion as hdiff, vertical_advection as vadv)
-from stencil_benchmarks.tools.multirun import (Configuration,
-                                               run_scaling_benchmark,
-                                               truncate_block_size_to_domain,
-                                               default_kwargs)
+    horizontal_diffusion as hdiff,
+)
+from stencil_benchmarks.benchmarks_collection.stencils.cuda_hip import (
+    vertical_advection as vadv,
+)
+from stencil_benchmarks.tools.multirun import (
+    Configuration,
+    default_kwargs,
+    run_scaling_benchmark,
+    truncate_block_size_to_domain,
+)
 
 
 @click.group()
diff --git a/stencil_benchmarks/tools/array.py b/stencil_benchmarks/tools/array.py
index fc9716d..ca56dc7 100644
--- a/stencil_benchmarks/tools/array.py
+++ b/stencil_benchmarks/tools/array.py
@@ -31,8 +31,8 @@
 #
 # SPDX-License-Identifier: BSD-3-Clause
 import ctypes
-from typing import Any, Callable, Optional, Tuple, Union
 import warnings
+from typing import Any, Callable, Optional, Tuple, Union
 
 import numpy as np
 
diff --git a/stencil_benchmarks/tools/cli.py b/stencil_benchmarks/tools/cli.py
index 01ea747..e4d487c 100644
--- a/stencil_benchmarks/tools/cli.py
+++ b/stencil_benchmarks/tools/cli.py
@@ -37,8 +37,7 @@
 import re
 import sys
 import types
-from typing import (Any, Dict, Iterable, Iterator, List, NamedTuple, Optional,
-                    Tuple)
+from typing import Any, Dict, Iterable, Iterator, List, NamedTuple, Optional, Tuple
 
 import click
 
diff --git a/stencil_benchmarks/tools/compilation.py b/stencil_benchmarks/tools/compilation.py
index fd983ae..2f6079b 100644
--- a/stencil_benchmarks/tools/compilation.py
+++ b/stencil_benchmarks/tools/compilation.py
@@ -37,9 +37,8 @@
 import pathlib
 import subprocess
 import tempfile
-from typing import (Any, Callable, Iterator, List, Optional, TextIO, Tuple,
-                    Union)
 import warnings
+from typing import Any, Callable, Iterator, List, Optional, TextIO, Tuple, Union
 
 import numpy as np
 
@@ -83,8 +82,7 @@ def _capture_output(stdout: TextIO, stderr: TextIO) -> Iterator[None]:
     stderr : TextIO
         TextIO to capture stderr.
     """
-    with _redirect_output(1, stdout):
-        with _redirect_output(2, stderr):
+    with _redirect_output(1, stdout), _redirect_output(2, stderr):
             yield
 
 
@@ -130,7 +128,9 @@ def __init__(self,
         output_dir = pathlib.Path("benchmarks_source_code")
         output_dir.mkdir(exist_ok=True)
 
-        with tempfile.NamedTemporaryFile(suffix=extension, dir=output_dir, delete=False) as srcfile:
+        with tempfile.NamedTemporaryFile(suffix=extension,
+                                         dir=output_dir,
+                                         delete=False) as srcfile:
             srcfile.write(code.encode())
             srcfile.flush()
 
@@ -138,8 +138,7 @@ def __init__(self,
                 result = subprocess.run(
                     [compile_command[0], '-o', library.name, srcfile.name] +
                     compile_command[1:],
-                    stdout=subprocess.PIPE,
-                    stderr=subprocess.PIPE)
+                    capture_output=True)
                 if result.returncode != 0:
                     raise CompilationError(result.stderr.decode())
                 if result.stdout or result.stderr:
diff --git a/stencil_benchmarks/tools/cpphelpers.py b/stencil_benchmarks/tools/cpphelpers.py
index 3b2e002..5f9c808 100644
--- a/stencil_benchmarks/tools/cpphelpers.py
+++ b/stencil_benchmarks/tools/cpphelpers.py
@@ -30,8 +30,8 @@
 # POSSIBILITY OF SUCH DAMAGE.
 #
 # SPDX-License-Identifier: BSD-3-Clause
-import warnings
 import subprocess
+import warnings
 
 
 def format_code(code: str, line_numbers: bool = True) -> str:
diff --git a/stencil_benchmarks/tools/multirun.py b/stencil_benchmarks/tools/multirun.py
index 818bfb2..77caa53 100644
--- a/stencil_benchmarks/tools/multirun.py
+++ b/stencil_benchmarks/tools/multirun.py
@@ -30,10 +30,10 @@
 # POSSIBILITY OF SUCH DAMAGE.
 #
 # SPDX-License-Identifier: BSD-3-Clause
-from ast import literal_eval
 import gc
 import re
 import warnings
+from ast import literal_eval
 
 import pandas as pd