diff --git a/CMakeLists.txt b/CMakeLists.txt
index 592b12833b..d4469a9216 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -360,9 +360,7 @@ install(
     PATTERN "rooflines*" EXCLUDE)
 # src/utils/rooflines
 file(GLOB rooflinebins src/utils/rooflines/roofline-*)
-install(
-    PROGRAMS ${rooflinebins}
-    DESTINATION ${CMAKE_INSTALL_BINDIR}/utils/rooflines)
+install(PROGRAMS ${rooflinebins} DESTINATION ${CMAKE_INSTALL_BINDIR}/utils/rooflines)
 # src/omniperf_soc
 install(
     DIRECTORY src/omniperf_soc
diff --git a/src/omniperf_profile/profiler_base.py b/src/omniperf_profile/profiler_base.py
index 5853a83a42..447cb49b60 100644
--- a/src/omniperf_profile/profiler_base.py
+++ b/src/omniperf_profile/profiler_base.py
@@ -400,7 +400,7 @@ class OmniProfiler_Base:
             skip_roof=self.__args.no_roof,
             roof_only=self.__args.roof_only,
             mspec=self._soc._mspec,
-            soc=self._soc
+            soc=self._soc,
         )
 
 
diff --git a/src/omniperf_soc/soc_gfx940.py b/src/omniperf_soc/soc_gfx940.py
index cfc58b8fd8..11e369c981 100644
--- a/src/omniperf_soc/soc_gfx940.py
+++ b/src/omniperf_soc/soc_gfx940.py
@@ -67,7 +67,7 @@ class gfx940_soc(OmniSoC_Base):
                 "TCC_channels": 32,
             }
         )
-        #self.roofline_obj = Roofline(args, self._mspec)
+        # self.roofline_obj = Roofline(args, self._mspec)
 
         # Set arch specific specs
         self._mspec._l2_banks = 16
diff --git a/src/omniperf_soc/soc_gfx941.py b/src/omniperf_soc/soc_gfx941.py
index 7027e451a4..d4fcc999c5 100644
--- a/src/omniperf_soc/soc_gfx941.py
+++ b/src/omniperf_soc/soc_gfx941.py
@@ -67,7 +67,7 @@ class gfx941_soc(OmniSoC_Base):
                 "TCC_channels": 32,
             }
         )
-        #self.roofline_obj = Roofline(args, self._mspec)
+        # self.roofline_obj = Roofline(args, self._mspec)
 
         # Set arch specific specs
         self._mspec._l2_banks = 16
diff --git a/src/omniperf_soc/soc_gfx942.py b/src/omniperf_soc/soc_gfx942.py
index 20a714e656..596bcd5b20 100644
--- a/src/omniperf_soc/soc_gfx942.py
+++ b/src/omniperf_soc/soc_gfx942.py
@@ -67,7 +67,7 @@ class gfx942_soc(OmniSoC_Base):
                 "TCC_channels": 32,
             }
         )
-        #self.roofline_obj = Roofline(args, self._mspec)
+        # self.roofline_obj = Roofline(args, self._mspec)
 
         # Set arch specific specs
         self._mspec._l2_banks = 16
diff --git a/src/roofline.py b/src/roofline.py
index 34c735aec1..0c2f6f0678 100644
--- a/src/roofline.py
+++ b/src/roofline.py
@@ -376,8 +376,10 @@ class Roofline:
             sysinfo_path = os.path.join(self.__args.path, "sysinfo.csv")
             if not os.path.isfile(sysinfo_path):
                 logging.info("[roofline] sysinfo.csv not found. Generating...")
+
                 class Dummy_SoC:
                     roofline_obj = True
+
                 gen_sysinfo(
                     workload_name=self.__args.name,
                     workload_dir=self.__workload_dir,
@@ -386,7 +388,7 @@ class Roofline:
                     skip_roof=self.__args.no_roof,
                     roof_only=self.__args.roof_only,
                     mspec=self.__mspec,
-                    soc=Dummy_SoC
+                    soc=Dummy_SoC,
                 )
 
     @abstractmethod
diff --git a/src/utils/roofline_calc.py b/src/utils/roofline_calc.py
index 1998b11f80..cadf0db08c 100644
--- a/src/utils/roofline_calc.py
+++ b/src/utils/roofline_calc.py
@@ -195,21 +195,11 @@ def calc_ai(sort_type, ret_df):
     df = df.sort_values(by=["Kernel_Name"])
     df = df.reset_index(drop=True)
 
-    total_flops = (
-        valu_flops
-    ) = (
-        mfma_flops_bf16
-    ) = (
-        mfma_flops_f16
-    ) = (
-        mfma_iops_i8
-    ) = (
+    total_flops = valu_flops = mfma_flops_bf16 = mfma_flops_f16 = mfma_iops_i8 = (
         mfma_flops_f32
-    ) = (
-        mfma_flops_f64
-    ) = (
-        lds_data
-    ) = L1cache_data = L2cache_data = hbm_data = calls = totalDuration = avgDuration = 0.0
+    ) = mfma_flops_f64 = lds_data = L1cache_data = L2cache_data = hbm_data = calls = (
+        totalDuration
+    ) = avgDuration = 0.0
 
     kernelName = ""
 
@@ -390,23 +380,11 @@ def calc_ai(sort_type, ret_df):
                     kernelName, idx, calls
                 )
             )
-            total_flops = (
-                valu_flops
-            ) = (
-                mfma_flops_bf16
-            ) = (
-                mfma_flops_f16
-            ) = (
-                mfma_iops_i8
-            ) = (
+            total_flops = valu_flops = mfma_flops_bf16 = mfma_flops_f16 = mfma_iops_i8 = (
                 mfma_flops_f32
-            ) = (
-                mfma_flops_f64
-            ) = (
-                lds_data
-            ) = (
-                L1cache_data
-            ) = L2cache_data = hbm_data = calls = totalDuration = avgDuration = 0.0
+            ) = mfma_flops_f64 = lds_data = L1cache_data = L2cache_data = hbm_data = (
+                calls
+            ) = totalDuration = avgDuration = 0.0
 
         if sort_type == "dispatches":
             myList.append(
@@ -428,23 +406,11 @@ def calc_ai(sort_type, ret_df):
                     avgDuration,
                 )
             )
-            total_flops = (
-                valu_flops
-            ) = (
-                mfma_flops_bf16
-            ) = (
-                mfma_flops_f16
-            ) = (
-                mfma_iops_i8
-            ) = (
+            total_flops = valu_flops = mfma_flops_bf16 = mfma_flops_f16 = mfma_iops_i8 = (
                 mfma_flops_f32
-            ) = (
-                mfma_flops_f64
-            ) = (
-                lds_data
-            ) = (
-                L1cache_data
-            ) = L2cache_data = hbm_data = calls = totalDuration = avgDuration = 0.0
+            ) = mfma_flops_f64 = lds_data = L1cache_data = L2cache_data = hbm_data = (
+                calls
+            ) = totalDuration = avgDuration = 0.0
 
     myList.sort(key=lambda x: x.totalDuration, reverse=True)