diff --git a/pact/experiments/layout/create_summary.py b/pact/experiments/layout/create_summary.py
index 5a4bb0a5..582f0882 100644
--- a/pact/experiments/layout/create_summary.py
+++ b/pact/experiments/layout/create_summary.py
@@ -1,15 +1,28 @@
 import json
+
 import pandas as pd
+
 # Open the test_results.json file
-with open('test_results.json', 'r') as file:
+with open("test_results.json") as file:
     data = json.load(file)
 
 # Convert the data into a pandas DataFrame
-df = pd.DataFrame(data, columns=['layout', 'backend', 'size', 'success', 'cycles'])
+df = pd.DataFrame(data, columns=["layout", "backend", "size", "success", "cycles"])
 
-# order the data by layout, backend, and size
-df = df.sort_values(by=['layout', 'backend', 'size'])
 
-print(df)
+def calculate_expected(size):
+    sizes = size.split("x")
+    sizes = [round(int(x) / 8) for x in sizes]
+    return sizes[0] * sizes[1] * sizes[2]
+
 
+# Add a new column to the DataFrame with the expected number of cycles
+df["expected"] = df["size"].apply(calculate_expected)
 
+# add a new column to the DataFrame with the speedup
+df["utilization"] = df["expected"] / df["cycles"]
+
+# order the data by layout, backend, and size
+df = df.sort_values(by=["layout", "backend", "size"])
+
+print(df)
diff --git a/pact/experiments/layout/generate_tests.py b/pact/experiments/layout/generate_tests.py
index 7e79214b..82edc8ce 100644
--- a/pact/experiments/layout/generate_tests.py
+++ b/pact/experiments/layout/generate_tests.py
@@ -18,23 +18,23 @@ class UnsupportedCombinationException(Exception):
     [16, 16, 32],  # ops = 16*16*32 = 8192
     [16, 32, 32],  # ops = 16*32*32 = 16384
     [32, 32, 32],  # ops = 32*32*32 = 32768
-    # [32, 32, 64], # ops = 32*32*64 = 65536
-    # [32, 64, 64], # ops = 32*64*64 = 131072
-    # [64, 64, 64], # ops = 64*64*64 = 262144
+    [32, 32, 64],  # ops = 32*32*64 = 65536
+    [32, 64, 64],  # ops = 32*64*64 = 131072
+    [64, 64, 64],  # ops = 64*64*64 = 262144
     # [64, 64, 128], # ops = 64*64*128 = 524288
     # [64, 128, 128], # ops = 64*128*128 = 1048576
     # [128, 128, 128], # ops = 128*128*128 = 2097152
 ]
 
 layouts = [
-    "default",
+    # "default",
     "tiled",
     # "round-robin",
 ]
 
 backends = [
-    # 'cpu',      # cpu golden model
-    # 'base',     # base system (no streamers)
+    "cpu",  # cpu golden model
+    "base",  # base system (no streamers)
     "fifo-2",  # streamer with a fifo depth of 2
 ]
 
diff --git a/pact/experiments/layout/main_template_fifo.c_template b/pact/experiments/layout/main_template_fifo.c_template
index 21039650..440e3921 100644
--- a/pact/experiments/layout/main_template_fifo.c_template
+++ b/pact/experiments/layout/main_template_fifo.c_template
@@ -106,11 +106,12 @@ void set_block_gemm_start() {{ write_csr(986, 1); }}
 void wait_streamer_gemm() {{
     write_csr(981, 0);
     write_csr(986, 0);
-
-    // implement some artificial delay
-    for (int i = 0; i < 1000; i++) {{
-        asm volatile("nop");
-    }}
+    write_csr(986, 0);
+    
+    // // implement some artificial delay
+    // for (int i = 0; i < 1000; i++) {{
+    //     asm volatile("nop");
+    // }}
 }}
 
 // Kernel provided via external definition
diff --git a/requirements.txt b/requirements.txt
index ba04092b..9cf2bdb8 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,3 +4,4 @@ lit
 numpy
 xdsl @ git+https://github.com/xdslproject/xdsl.git@ad8f2e0c1af9dedd267a1e3e75634ebefee12710
 tensorflow-cpu==2.14.0
+pandas