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diff --git a/assignment1/flamegraph.svg b/assignment1/flamegraph.svg
new file mode 100644
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--- /dev/null
+++ b/assignment1/flamegraph.svg
@@ -0,0 +1,4946 @@
+<?xml version="1.0" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg version="1.1" width="1200" height="1334" onload="init(evt)" viewBox="0 0 1200 1334" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+<!-- Flame graph stack visualization. See https://github.com/brendangregg/FlameGraph for latest version, and http://www.brendangregg.com/flamegraphs.html for examples. -->
+<!-- NOTES:  -->
+<defs>
+	<linearGradient id="background" y1="0" y2="1" x1="0" x2="0" >
+		<stop stop-color="#eeeeee" offset="5%" />
+		<stop stop-color="#eeeeb0" offset="95%" />
+	</linearGradient>
+</defs>
+<style type="text/css">
+	text { font-family:Verdana; font-size:12px; fill:rgb(0,0,0); }
+	#search, #ignorecase { opacity:0.1; cursor:pointer; }
+	#search:hover, #search.show, #ignorecase:hover, #ignorecase.show { opacity:1; }
+	#subtitle { text-anchor:middle; font-color:rgb(160,160,160); }
+	#title { text-anchor:middle; font-size:17px}
+	#unzoom { cursor:pointer; }
+	#frames > *:hover { stroke:black; stroke-width:0.5; cursor:pointer; }
+	.hide { display:none; }
+	.parent { opacity:0.5; }
+</style>
+<script type="text/ecmascript">
+<![CDATA[
+	"use strict";
+	var details, searchbtn, unzoombtn, matchedtxt, svg, searching, currentSearchTerm, ignorecase, ignorecaseBtn;
+	function init(evt) {
+		details = document.getElementById("details").firstChild;
+		searchbtn = document.getElementById("search");
+		ignorecaseBtn = document.getElementById("ignorecase");
+		unzoombtn = document.getElementById("unzoom");
+		matchedtxt = document.getElementById("matched");
+		svg = document.getElementsByTagName("svg")[0];
+		searching = 0;
+		currentSearchTerm = null;
+
+		// use GET parameters to restore a flamegraphs state.
+		var params = get_params();
+		if (params.x && params.y)
+			zoom(find_group(document.querySelector('[x="' + params.x + '"][y="' + params.y + '"]')));
+                if (params.s) search(params.s);
+	}
+
+	// event listeners
+	window.addEventListener("click", function(e) {
+		var target = find_group(e.target);
+		if (target) {
+			if (target.nodeName == "a") {
+				if (e.ctrlKey === false) return;
+				e.preventDefault();
+			}
+			if (target.classList.contains("parent")) unzoom(true);
+			zoom(target);
+			if (!document.querySelector('.parent')) {
+				// we have basically done a clearzoom so clear the url
+				var params = get_params();
+				if (params.x) delete params.x;
+				if (params.y) delete params.y;
+				history.replaceState(null, null, parse_params(params));
+				unzoombtn.classList.add("hide");
+				return;
+			}
+
+			// set parameters for zoom state
+			var el = target.querySelector("rect");
+			if (el && el.attributes && el.attributes.y && el.attributes._orig_x) {
+				var params = get_params()
+				params.x = el.attributes._orig_x.value;
+				params.y = el.attributes.y.value;
+				history.replaceState(null, null, parse_params(params));
+			}
+		}
+		else if (e.target.id == "unzoom") clearzoom();
+		else if (e.target.id == "search") search_prompt();
+		else if (e.target.id == "ignorecase") toggle_ignorecase();
+	}, false)
+
+	// mouse-over for info
+	// show
+	window.addEventListener("mouseover", function(e) {
+		var target = find_group(e.target);
+		if (target) details.nodeValue = "Function: " + g_to_text(target);
+	}, false)
+
+	// clear
+	window.addEventListener("mouseout", function(e) {
+		var target = find_group(e.target);
+		if (target) details.nodeValue = ' ';
+	}, false)
+
+	// ctrl-F for search
+	// ctrl-I to toggle case-sensitive search
+	window.addEventListener("keydown",function (e) {
+		if (e.keyCode === 114 || (e.ctrlKey && e.keyCode === 70)) {
+			e.preventDefault();
+			search_prompt();
+		}
+		else if (e.ctrlKey && e.keyCode === 73) {
+			e.preventDefault();
+			toggle_ignorecase();
+		}
+	}, false)
+
+	// functions
+	function get_params() {
+		var params = {};
+		var paramsarr = window.location.search.substr(1).split('&');
+		for (var i = 0; i < paramsarr.length; ++i) {
+			var tmp = paramsarr[i].split("=");
+			if (!tmp[0] || !tmp[1]) continue;
+			params[tmp[0]]  = decodeURIComponent(tmp[1]);
+		}
+		return params;
+	}
+	function parse_params(params) {
+		var uri = "?";
+		for (var key in params) {
+			uri += key + '=' + encodeURIComponent(params[key]) + '&';
+		}
+		if (uri.slice(-1) == "&")
+			uri = uri.substring(0, uri.length - 1);
+		if (uri == '?')
+			uri = window.location.href.split('?')[0];
+		return uri;
+	}
+	function find_child(node, selector) {
+		var children = node.querySelectorAll(selector);
+		if (children.length) return children[0];
+	}
+	function find_group(node) {
+		var parent = node.parentElement;
+		if (!parent) return;
+		if (parent.id == "frames") return node;
+		return find_group(parent);
+	}
+	function orig_save(e, attr, val) {
+		if (e.attributes["_orig_" + attr] != undefined) return;
+		if (e.attributes[attr] == undefined) return;
+		if (val == undefined) val = e.attributes[attr].value;
+		e.setAttribute("_orig_" + attr, val);
+	}
+	function orig_load(e, attr) {
+		if (e.attributes["_orig_"+attr] == undefined) return;
+		e.attributes[attr].value = e.attributes["_orig_" + attr].value;
+		e.removeAttribute("_orig_"+attr);
+	}
+	function g_to_text(e) {
+		var text = find_child(e, "title").firstChild.nodeValue;
+		return (text)
+	}
+	function g_to_func(e) {
+		var func = g_to_text(e);
+		// if there's any manipulation we want to do to the function
+		// name before it's searched, do it here before returning.
+		return (func);
+	}
+	function update_text(e) {
+		var r = find_child(e, "rect");
+		var t = find_child(e, "text");
+		var w = parseFloat(r.attributes.width.value) -3;
+		var txt = find_child(e, "title").textContent.replace(/\([^(]*\)$/,"");
+		t.attributes.x.value = parseFloat(r.attributes.x.value) + 3;
+
+		// Smaller than this size won't fit anything
+		if (w < 2 * 12 * 0.59) {
+			t.textContent = "";
+			return;
+		}
+
+		t.textContent = txt;
+		var sl = t.getSubStringLength(0, txt.length);
+		// check if only whitespace or if we can fit the entire string into width w
+		if (/^ *$/.test(txt) || sl < w)
+			return;
+
+		// this isn't perfect, but gives a good starting point
+		// and avoids calling getSubStringLength too often
+		var start = Math.floor((w/sl) * txt.length);
+		for (var x = start; x > 0; x = x-2) {
+			if (t.getSubStringLength(0, x + 2) <= w) {
+				t.textContent = txt.substring(0, x) + "..";
+				return;
+			}
+		}
+		t.textContent = "";
+	}
+
+	// zoom
+	function zoom_reset(e) {
+		if (e.attributes != undefined) {
+			orig_load(e, "x");
+			orig_load(e, "width");
+		}
+		if (e.childNodes == undefined) return;
+		for (var i = 0, c = e.childNodes; i < c.length; i++) {
+			zoom_reset(c[i]);
+		}
+	}
+	function zoom_child(e, x, ratio) {
+		if (e.attributes != undefined) {
+			if (e.attributes.x != undefined) {
+				orig_save(e, "x");
+				e.attributes.x.value = (parseFloat(e.attributes.x.value) - x - 10) * ratio + 10;
+				if (e.tagName == "text")
+					e.attributes.x.value = find_child(e.parentNode, "rect[x]").attributes.x.value + 3;
+			}
+			if (e.attributes.width != undefined) {
+				orig_save(e, "width");
+				e.attributes.width.value = parseFloat(e.attributes.width.value) * ratio;
+			}
+		}
+
+		if (e.childNodes == undefined) return;
+		for (var i = 0, c = e.childNodes; i < c.length; i++) {
+			zoom_child(c[i], x - 10, ratio);
+		}
+	}
+	function zoom_parent(e) {
+		if (e.attributes) {
+			if (e.attributes.x != undefined) {
+				orig_save(e, "x");
+				e.attributes.x.value = 10;
+			}
+			if (e.attributes.width != undefined) {
+				orig_save(e, "width");
+				e.attributes.width.value = parseInt(svg.width.baseVal.value) - (10 * 2);
+			}
+		}
+		if (e.childNodes == undefined) return;
+		for (var i = 0, c = e.childNodes; i < c.length; i++) {
+			zoom_parent(c[i]);
+		}
+	}
+	function zoom(node) {
+		var attr = find_child(node, "rect").attributes;
+		var width = parseFloat(attr.width.value);
+		var xmin = parseFloat(attr.x.value);
+		var xmax = parseFloat(xmin + width);
+		var ymin = parseFloat(attr.y.value);
+		var ratio = (svg.width.baseVal.value - 2 * 10) / width;
+
+		// XXX: Workaround for JavaScript float issues (fix me)
+		var fudge = 0.0001;
+
+		unzoombtn.classList.remove("hide");
+
+		var el = document.getElementById("frames").children;
+		for (var i = 0; i < el.length; i++) {
+			var e = el[i];
+			var a = find_child(e, "rect").attributes;
+			var ex = parseFloat(a.x.value);
+			var ew = parseFloat(a.width.value);
+			var upstack;
+			// Is it an ancestor
+			if (0 == 0) {
+				upstack = parseFloat(a.y.value) > ymin;
+			} else {
+				upstack = parseFloat(a.y.value) < ymin;
+			}
+			if (upstack) {
+				// Direct ancestor
+				if (ex <= xmin && (ex+ew+fudge) >= xmax) {
+					e.classList.add("parent");
+					zoom_parent(e);
+					update_text(e);
+				}
+				// not in current path
+				else
+					e.classList.add("hide");
+			}
+			// Children maybe
+			else {
+				// no common path
+				if (ex < xmin || ex + fudge >= xmax) {
+					e.classList.add("hide");
+				}
+				else {
+					zoom_child(e, xmin, ratio);
+					update_text(e);
+				}
+			}
+		}
+		search();
+	}
+	function unzoom(dont_update_text) {
+		unzoombtn.classList.add("hide");
+		var el = document.getElementById("frames").children;
+		for(var i = 0; i < el.length; i++) {
+			el[i].classList.remove("parent");
+			el[i].classList.remove("hide");
+			zoom_reset(el[i]);
+			if(!dont_update_text) update_text(el[i]);
+		}
+		search();
+	}
+	function clearzoom() {
+		unzoom();
+
+		// remove zoom state
+		var params = get_params();
+		if (params.x) delete params.x;
+		if (params.y) delete params.y;
+		history.replaceState(null, null, parse_params(params));
+	}
+
+	// search
+	function toggle_ignorecase() {
+		ignorecase = !ignorecase;
+		if (ignorecase) {
+			ignorecaseBtn.classList.add("show");
+		} else {
+			ignorecaseBtn.classList.remove("show");
+		}
+		reset_search();
+		search();
+	}
+	function reset_search() {
+		var el = document.querySelectorAll("#frames rect");
+		for (var i = 0; i < el.length; i++) {
+			orig_load(el[i], "fill")
+		}
+		var params = get_params();
+		delete params.s;
+		history.replaceState(null, null, parse_params(params));
+	}
+	function search_prompt() {
+		if (!searching) {
+			var term = prompt("Enter a search term (regexp " +
+			    "allowed, eg: ^ext4_)"
+			    + (ignorecase ? ", ignoring case" : "")
+			    + "\nPress Ctrl-i to toggle case sensitivity", "");
+			if (term != null) search(term);
+		} else {
+			reset_search();
+			searching = 0;
+			currentSearchTerm = null;
+			searchbtn.classList.remove("show");
+			searchbtn.firstChild.nodeValue = "Search"
+			matchedtxt.classList.add("hide");
+			matchedtxt.firstChild.nodeValue = ""
+		}
+	}
+	function search(term) {
+		if (term) currentSearchTerm = term;
+		if (currentSearchTerm === null) return;
+
+		var re = new RegExp(currentSearchTerm, ignorecase ? 'i' : '');
+		var el = document.getElementById("frames").children;
+		var matches = new Object();
+		var maxwidth = 0;
+		for (var i = 0; i < el.length; i++) {
+			var e = el[i];
+			var func = g_to_func(e);
+			var rect = find_child(e, "rect");
+			if (func == null || rect == null)
+				continue;
+
+			// Save max width. Only works as we have a root frame
+			var w = parseFloat(rect.attributes.width.value);
+			if (w > maxwidth)
+				maxwidth = w;
+
+			if (func.match(re)) {
+				// highlight
+				var x = parseFloat(rect.attributes.x.value);
+				orig_save(rect, "fill");
+				rect.attributes.fill.value = "rgb(230,0,230)";
+
+				// remember matches
+				if (matches[x] == undefined) {
+					matches[x] = w;
+				} else {
+					if (w > matches[x]) {
+						// overwrite with parent
+						matches[x] = w;
+					}
+				}
+				searching = 1;
+			}
+		}
+		if (!searching)
+			return;
+		var params = get_params();
+		params.s = currentSearchTerm;
+		history.replaceState(null, null, parse_params(params));
+
+		searchbtn.classList.add("show");
+		searchbtn.firstChild.nodeValue = "Reset Search";
+
+		// calculate percent matched, excluding vertical overlap
+		var count = 0;
+		var lastx = -1;
+		var lastw = 0;
+		var keys = Array();
+		for (k in matches) {
+			if (matches.hasOwnProperty(k))
+				keys.push(k);
+		}
+		// sort the matched frames by their x location
+		// ascending, then width descending
+		keys.sort(function(a, b){
+			return a - b;
+		});
+		// Step through frames saving only the biggest bottom-up frames
+		// thanks to the sort order. This relies on the tree property
+		// where children are always smaller than their parents.
+		var fudge = 0.0001;	// JavaScript floating point
+		for (var k in keys) {
+			var x = parseFloat(keys[k]);
+			var w = matches[keys[k]];
+			if (x >= lastx + lastw - fudge) {
+				count += w;
+				lastx = x;
+				lastw = w;
+			}
+		}
+		// display matched percent
+		matchedtxt.classList.remove("hide");
+		var pct = 100 * count / maxwidth;
+		if (pct != 100) pct = pct.toFixed(1)
+		matchedtxt.firstChild.nodeValue = "Matched: " + pct + "%";
+	}
+]]>
+</script>
+<rect x="0.0" y="0" width="1200.0" height="1334.0" fill="url(#background)"  />
+<text id="title" x="600.00" y="24" >Flame Graph</text>
+<text id="details" x="10.00" y="1317" > </text>
+<text id="unzoom" x="10.00" y="24" class="hide">Reset Zoom</text>
+<text id="search" x="1090.00" y="24" >Search</text>
+<text id="ignorecase" x="1174.00" y="24" >ic</text>
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diff --git a/assignment1/matmul_fast.py b/assignment1/matmul_fast.py
index 557e5fb..64c9b8e 100644
--- a/assignment1/matmul_fast.py
+++ b/assignment1/matmul_fast.py
@@ -8,6 +8,7 @@
 
 import sys
 from typing import List
+import time
 
 Matrix = List[List[float]]
 
@@ -26,6 +27,7 @@ def zero_matrix(n: int) -> Matrix:
 
 #Reorder loops to improve locality
 def matmul_fast1(a: Matrix, b: Matrix, c: Matrix, n: int) -> None:
+    time_start=time.perf_counter()
     for i in range(n):
         row_ai = a[i]
         row_ci = c[i]
@@ -34,9 +36,11 @@ def matmul_fast1(a: Matrix, b: Matrix, c: Matrix, n: int) -> None:
             for k in range(n):
                 total += row_ai[k] * b[k][j]
             row_ci[j] = total
+    print(f"Algo1 takes: {time.perf_counter()-time_start}")
 
 #Reorder loops to reduce inner loops
 def matmul_fast2(a: Matrix, b: Matrix, c: Matrix, n: int) -> None:
+    time_start=time.perf_counter()
     for i in range(n):
         row_ai = a[i]
         row_ci = c[i]
@@ -47,15 +51,17 @@ def matmul_fast2(a: Matrix, b: Matrix, c: Matrix, n: int) -> None:
             row_bk = b[k]
             for j in range(n):
               row_ci[j] += aik * row_bk[j]
-
+    print(f"Algo2 takes: {time.perf_counter()-time_start}")
+    
 def transpose(m: Matrix) -> Matrix:
     n = len(m)
     return [[m[i][j] for i in range(n)] for j in range(n)]
 
 #Matrix transpose method
 def matmul_fast3(a: Matrix, b: Matrix, c: Matrix, n: int) -> None:
+    time_start=time.perf_counter()
+    
     bt = transpose(b)
-
     for i in range(n):
         row_ai = a[i]
         row_ci = c[i]
@@ -65,6 +71,8 @@ def matmul_fast3(a: Matrix, b: Matrix, c: Matrix, n: int) -> None:
             for k in range(n):
                 total += row_ai[k] * row_btj[k]
             row_ci[j] = total
+            
+    print(f"Algo3 takes: {time.perf_counter()-time_start}")
 
 
 def checksum(m: Matrix, n: int) -> float:
@@ -111,9 +119,19 @@ def main(argv: list[str]) -> int:
     c = zero_matrix(n)
 
     for _ in range(reps):
-        matmul_fast3(a, b, c, n)
+        matmul_fast1(a, b, c, n)
+    print(f"n={n} reps={reps} checksum={checksum(c, n):.6f}")
 
+    for _ in range(reps):
+        matmul_fast2(a, b, c, n)
+    print(f"n={n} reps={reps} checksum={checksum(c, n):.6f}")
+
+    for _ in range(reps):
+        matmul_fast3(a, b, c, n)
     print(f"n={n} reps={reps} checksum={checksum(c, n):.6f}")
+    
+    
+    
     return 0
 
 
diff --git a/assignment1/matmul_slow.py b/assignment1/matmul_slow.py
index b88da06..21b4e88 100644
--- a/assignment1/matmul_slow.py
+++ b/assignment1/matmul_slow.py
@@ -8,6 +8,7 @@
 
 import sys
 from typing import List
+import time
 
 Matrix = List[List[float]]
 
@@ -28,13 +29,26 @@ def zero_matrix(n: int) -> Matrix:
 # Intentionally simple O(n^3) matrix multiplication.
 # This loop order is correct but cache-unfriendly for matrix B.
 def matmul_slow(a: Matrix, b: Matrix, c: Matrix, n: int) -> None:
+    # For duration calcs
+    function_start=time.perf_counter()
+    cell_times=[] 
+    
+    # Actual function
     for i in range(n):
         for j in range(n):
+            cell_start=time.perf_counter() # For duration calcs
             total = 0.0
             for k in range(n):
                 total += a[i][k] * b[k][j]
             c[i][j] = total
-
+            
+    # For duration calcs
+    cell_time=time.perf_counter()-cell_start
+    cell_time.append((i,j,cell_time))
+    function_time=time.perf_counter()-function_start
+    print("cell calculation times")
+    print(cell_time)
+    print(f"function calc. time:{function_time}")
 
 def checksum(m: Matrix, n: int) -> float:
     total = 0.0
diff --git a/assignment2/assignment2.odt b/assignment2/assignment2.odt
new file mode 100644
index 0000000..5b9d936
Binary files /dev/null and b/assignment2/assignment2.odt differ
diff --git a/assignment2/flamegraph.svg b/assignment2/flamegraph.svg
new file mode 100644
index 0000000..a1bff76
--- /dev/null
+++ b/assignment2/flamegraph.svg
@@ -0,0 +1,7 @@
+<?xml version="1.0" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg version="1.1" width="1200" height="60" onload="init(evt)" viewBox="0 0 1200 60" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+<!-- Flame graph stack visualization. See https://github.com/brendangregg/FlameGraph for latest version, and http://www.brendangregg.com/flamegraphs.html for examples. -->
+<!-- NOTES:  -->
+<text  x="600.00" y="24" >ERROR: No valid input provided to flamegraph.pl.</text>
+</svg>
diff --git a/assignment2/rdtime.py b/assignment2/rdtime.py
index bab807e..a812dcc 100644
--- a/assignment2/rdtime.py
+++ b/assignment2/rdtime.py
@@ -55,12 +55,12 @@ def get_min_time_diff(num,filename):
 	
 if __name__ == "__main__":
 	filename = "time_py.txt"
-	num = 100
+	num = 1000000
 	counter = get_cpu_time_counter()
 	print(f"CPU time counter: {counter} ns")
 	counter2 = get_cpu_time_counter()
 	print(f"CPU time diff: {counter2-counter} ns")
 
 ## Uncomment the lines below to run multiple measurement iterations
-	#min_diff=get_min_time_diff(num,filename)
-	#print(f"CPU min diff time: {min_diff} ns")
+	min_diff=get_min_time_diff(num,filename)
+	print(f"CPU min diff time: {min_diff} ns")
diff --git a/assignment2/time_c.txt b/assignment2/time_c.txt
new file mode 100644
index 0000000..5699a0e
--- /dev/null
+++ b/assignment2/time_c.txt
@@ -0,0 +1,999999 @@
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diff --git a/assignment2/time_py.txt b/assignment2/time_py.txt
new file mode 100644
index 0000000..6dc3b2a
--- /dev/null
+++ b/assignment2/time_py.txt
@@ -0,0 +1,1000000 @@
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diff --git a/assignment3/assignment3.odt b/assignment3/assignment3.odt
new file mode 100644
index 0000000..60746ec
Binary files /dev/null and b/assignment3/assignment3.odt differ
diff --git a/assignment4/assignment4.odt b/assignment4/assignment4.odt
new file mode 100644
index 0000000..bc21f84
Binary files /dev/null and b/assignment4/assignment4.odt differ
diff --git a/assignment4/buffer_overflow/4A/main b/assignment4/buffer_overflow/4A/main
new file mode 100755
index 0000000..a7b87d5
Binary files /dev/null and b/assignment4/buffer_overflow/4A/main differ
diff --git a/assignment4/buffer_overflow/4B/src/vuln b/assignment4/buffer_overflow/4B/src/vuln
new file mode 100755
index 0000000..3de6396
Binary files /dev/null and b/assignment4/buffer_overflow/4B/src/vuln differ
diff --git a/scripts/make_flamegraph.sh b/scripts/make_flamegraph.sh
index 138adbf..ae0e554 100644
--- a/scripts/make_flamegraph.sh
+++ b/scripts/make_flamegraph.sh
@@ -1,7 +1,7 @@
 #!/usr/bin/env bash
 set -euo pipefail
 
-DIR="/home/ubuntu/CWM-FDI/"
+DIR="/home/ubuntu/CWM-FDI"
 INPUT="${1:-out.perf}"
 OUTPUT="${2:-flamegraph.svg}"