diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..eca74f0
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+output-image
+venv
+.vscode
diff --git a/bpf_progs/Makefile b/bpf_progs/Makefile
index f14e4b2..20cc16c 100644
--- a/bpf_progs/Makefile
+++ b/bpf_progs/Makefile
@@ -4,11 +4,11 @@ ALL_NATIVE_PROGS = $(patsubst %.bpf.c,%.native,$(shell ls *.bpf.c))
 all: $(ALL_EBPF_PROGS) $(ALL_NATIVE_PROGS)
 
 %.bpf.o: %.bpf.c
-	clang -Wall -O2 -target bpf -c -o $@ $<
+	clang -Wall -O3 -target bpf -c -o $@ $<
 %.bpf.bin: %.bpf.o
 	llvm-objcopy -j .text -O binary $< $@
 %.native: %.bpf.c native_wrapper.c
-	clang -Wall -O2 -o $@ $^
+	clang -Wall -O3 -o $@ $^
 
 clean:
 	rm -rf *.bpf.o *.bpf.bin *.native
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..f048409
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,11 @@
+contourpy==1.1.0
+cycler==0.11.0
+fonttools==4.42.0
+kiwisolver==1.4.4
+matplotlib==3.7.2
+numpy==1.25.2
+packaging==23.1
+Pillow==10.0.0
+pyparsing==3.0.9
+python-dateutil==2.8.2
+six==1.16.0
diff --git a/run_benchmark.py b/run_benchmark.py
index e01f724..d840ece 100644
--- a/run_benchmark.py
+++ b/run_benchmark.py
@@ -3,6 +3,9 @@
 import subprocess
 import os
 import multiprocessing
+import matplotlib.pyplot as plt
+import shutil
+
 PROGS_DIR = Path("./bpf_progs")
 EXECUTABLES = ["./bpftime-ubpf", "./bpftime-llvm", "<NATIVE>"]
 
@@ -21,32 +24,22 @@ class RunArgs(TypedDict):
     name: str
 
 
-def run_single(runtime: str, bpf_prog: str, memory: Optional[str], name: str) -> RunResult:
+def run_single(
+    runtime: str, bpf_prog: str, memory: Optional[str], name: str
+) -> RunResult:
     if runtime == "<NATIVE>":
         command_line = [bpf_prog.replace(".bpf.bin", ".native")]
         if memory:
             command_line.append(memory)
     else:
-        command_line = [runtime, bpf_prog] + ([memory]
-                                              if memory else [])
-    ret = subprocess.run(command_line, text=True,
-                         capture_output=True, check=True)
+        command_line = [runtime, bpf_prog] + ([memory] if memory else [])
+    ret = subprocess.run(command_line, text=True, capture_output=True, check=True)
     jit, exec, ret = (int(x) for x in ret.stdout.strip().split(" "))
-    return {
-        "exec_usage": exec,
-        "jit_usage": jit,
-        "result": ret,
-        "name": name
-    }
+    return {"exec_usage": exec, "jit_usage": jit, "result": ret, "name": name}
 
 
 def run_multiple_wrapper(cfg: RunArgs):
-    ret = {
-        "exec_usage": 0,
-        "jit_usage": 0,
-        "result": [],
-        "name": cfg["name"]
-    }
+    ret = {"exec_usage": 0, "jit_usage": 0, "result": [], "name": cfg["name"]}
     for _ in range(5):
         r = run_single(**cfg)
         ret["exec_usage"] += r["exec_usage"]
@@ -58,32 +51,68 @@ def run_multiple_wrapper(cfg: RunArgs):
 
 
 def main():
-    all_tests = [
-
-    ]
+    all_tests = []
     for bpf_prog in os.listdir(PROGS_DIR):
         if bpf_prog.endswith(".bpf.bin"):
             name = bpf_prog.replace(".bpf.bin", "")
-            memory_file = str(PROGS_DIR/(name+".mem"))
-            all_tests.append({
-                "name": name,
-                "bpf_prog": str(PROGS_DIR/bpf_prog),
-                "memory": memory_file if os.path.exists(memory_file) else None
-            })
+            memory_file = str(PROGS_DIR / (name + ".mem"))
+            all_tests.append(
+                {
+                    "name": name,
+                    "bpf_prog": str(PROGS_DIR / bpf_prog),
+                    "memory": memory_file if os.path.exists(memory_file) else None,
+                }
+            )
     print("TESTS")
     print("--------------")
     for item in all_tests:
         print(item["name"])
     print("--------------")
     print(f"Loaded {len(all_tests)} tests")
+    test_results = []
     for runtime in EXECUTABLES:
         print(f"Testing {runtime}")
         with multiprocessing.Pool() as pool:
             results = pool.map(
-                run_multiple_wrapper, ({**x, "runtime": runtime} for x in all_tests))
+                run_multiple_wrapper, ({**x, "runtime": runtime} for x in all_tests)
+            )
+        test_results.append(results)
         for item in results:
             print(
-                f"TEST <{item['name']}> JIT {item['jit_usage']/10**6}ms EXEC {item['exec_usage']/10**6}ms RET {item['result']}")
+                f"TEST <{item['name']}> JIT {item['jit_usage']/10**6}ms EXEC {item['exec_usage']/10**6}ms RET {item['result']}"
+            )
+    images_out = Path("output-image")
+    shutil.rmtree(images_out, ignore_errors=True)
+    os.mkdir(images_out)
+    for test_line in zip(*test_results):
+        jit_values = [x["jit_usage"] for x in test_line]
+        exec_values = [x["exec_usage"] for x in test_line]
+        name = test_line[0]["name"]
+
+        plt.figure()
+        plt.bar(EXECUTABLES, exec_values, 0.35, label="Execution", color="orange")
+        plt.ylabel("Time (nanoseconds)")
+        plt.title(f'Time usage on example "{name}"')
+        plt.legend()
+        plt.savefig(images_out / f"{name}.execution.png")
+        plt.clf()
+
+        plt.figure()
+        plt.bar(EXECUTABLES, jit_values, 0.35, label="Compilation", color="blue")
+        plt.bar(
+            EXECUTABLES,
+            exec_values,
+            0.35,
+            bottom=jit_values,
+            label="Execution",
+            color="orange",
+        )
+        plt.ylabel("Time (nanoseconds)")
+        plt.title(f'Time usage on example "{name}"')
+        plt.legend()
+        plt.savefig(images_out / f"{name}.png")
+        plt.clf()
+    print("Visualized images are in output-images")
 
 
 if __name__ == "__main__":