{ "cells": [ { "cell_type": "markdown", "id": "5d6ed43a-3baf-4da1-a40e-c11a646df6d6", "metadata": {}, "source": [ "# Masks\n", "In the following notebook we analyze random masks extracted from several smartcards performing elliptic curve crypto. We extracted the masks using the \"Test n + \\epsilon\" from the [ECTester paper](https://pyecsca.org/_static/ectester_ches25.pdf).\n", "\n", "See the overview of the data collection below.\n", "\n", "![](overview.svg)" ] }, { "cell_type": "code", "execution_count": 20, "id": "b5ca2f23-cdd2-4475-84a6-fd7f273f1445", "metadata": {}, "outputs": [], "source": [ "import os\n", "from math import ceil\n", "import matplotlib.pyplot as plt\n", "\n", "def get_masks(filepath):\n", " with open(filepath) as f:\n", " masks = [m.strip() for m in f.readlines()]\n", " masks = [int(m,16) for m in masks]\n", " return masks\n", "\n", "def get_masks_info(filepath):\n", " # Returns a list of [mask,scalar,n,epsilon]. Here n is the real order and n+epsilon is the claimed order \n", " with open(filepath) as f:\n", " masks_info = [mi.strip() for mi in f.readlines()]\n", " masks_info = [[int(v,16) for v in mi.split(\",\")] for mi in masks_info]\n", " return masks_info\n", "\n", "def i_byte_his(masks_info,i=1):\n", " fsb = [0 for i in range(256)]\n", " for m,_,_,_ in masks_info:\n", " b = m>>(i-1)\n", " b %= 256\n", " fsb[b]+= 1\n", " return fsb\n", "\n", "def i_byte(masks_info,i=1):\n", " return [float(m/len(masks_info)) for m in i_byte_his(masks_info,i)]\n", " \n", "def lsbyte(masks_info):\n", " lsb = [0 for i in range(256)]\n", " for m,_,_,_ in masks_info:\n", " lsb[int(m[-2:],16)]+= 1\n", " return [float(m/len(masks_info)) for m in lsb]" ] }, { "cell_type": "code", "execution_count": 21, "id": "88c64f99-acf5-48df-bca2-a53624552bf8", "metadata": {}, "outputs": [], "source": [ "def load_collection(collection_path):\n", " collection = []\n", " run_files = [file for file in os.listdir(collection_path) if file.endswith(\"_full.txt\")]\n", " run_files = sorted(run_files, key = lambda x: int(x[:-9].split(\"_\")[-1]))\n", " sizes = set()\n", " for file in run_files:\n", " masks_info = get_masks_info(os.path.join(collection_path,file))\n", " collection.append(masks_info)\n", " return collection\n", "\n", "def load_collections(card, protocol):\n", " path = f\"results/{card}/testdn/\"\n", " collections = []\n", " collection_dirs = list(os.listdir(path))\n", " collection_dirs.sort()\n", " counter = 0\n", " for collection_dir in collection_dirs:\n", " if not collection_dir.startswith(protocol):\n", " continue\n", " collection_path = os.path.join(path, collection_dir)\n", " collection = load_collection(collection_path)\n", " collections.append(collection)\n", " sizes = set([len(masks) for masks in collection])\n", " assert len(sizes)==1\n", " print(f\"({counter}) Loading collection with {len(collection)}x{sizes.pop()} masks from {collection_path}\")\n", " counter+=1\n", " return collections" ] }, { "cell_type": "markdown", "id": "32ff43b3-fe9f-4301-9653-87cf401a9153", "metadata": {}, "source": [ "## Loading measured masks\n", "See the structure of the results directory for an overview of what collections are available.\n", "\n", "The \"rk\" or \"rpk\" in the protocol name signifies what is done during a reset:\n", " - \"rk\" -> Resets only the key parameters (S,W)\n", " - \"rpk\" -> Resets the key parameters and the curve parameters (FP,A,B,G,R,K)\n", " \n", "Each collection contains lists of [mask,scalar,order,espilon] where n is the real order and n+epsilon is the (fake) claimed order. " ] }, { "cell_type": "code", "execution_count": 22, "id": "6e5c5eb1-00d6-4890-a09c-996a8fd7f839", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "N1\n", "(0) Loading collection with 5x1000 masks from results/N1/testdn/ecdsa_rpk_19_13_28_Jun_12_2025_1b3ea101c0150a1684f8007885199e4046382951\n", "N2\n", "(0) Loading collection with 1000x1000 masks from results/N2/testdn/ecdsa_rpk_19_20_12_Jun_13_2025_e77ea044bf986927d9e15ed6896006338bdf1433\n", "(1) Loading collection with 5x1000 masks from results/N2/testdn/ecdsa_rpk_19_27_23_Jun_12_2025_1b3ea101c0150a1684f8007885199e4046382951\n", "(2) Loading collection with 1000x200 masks from results/N2/testdn/ecdsa_rpk_21_19_23_Jun_12_2025_da746192780b752fdf39382678161b4ab53cb7b7\n", "N8\n", "(0) Loading collection with 1000x200 masks from results/N8/testdn/ecdsa_rpk_13_15_24_Jun_18_2025_e77ea044bf986927d9e15ed6896006338bdf1433\n", "(1) Loading collection with 5x1000 masks from results/N8/testdn/ecdsa_rpk_20_47_37_Jun_12_2025_da746192780b752fdf39382678161b4ab53cb7b7\n", "N9\n", "(0) Loading collection with 5x1000 masks from results/N9/testdn/ecdsa_rk_12_23_17_Jun_12_2025_60889d3ffb92583d96d09cb818a36c67680893b5\n", "(1) Loading collection with 1000x100 masks from results/N9/testdn/ecdsa_rk_18_15_52_Jun_11_2025_60889d3ffb92583d96d09cb818a36c67680893b5\n" ] } ], "source": [ "collections = {}\n", "\n", "print(\"N1\")\n", "collections[\"N1\"] = load_collections(\"N1\",\"ecdsa_rpk\")\n", "print(\"N2\")\n", "collections[\"N2\"] = load_collections(\"N2\",\"ecdsa_rpk\")\n", "print(\"N8\")\n", "collections[\"N8\"] = load_collections(\"N8\",\"ecdsa_rpk\")\n", "print(\"N9\")\n", "collections[\"N9\"] = load_collections(\"N9\",\"ecdsa_rk\")" ] }, { "cell_type": "markdown", "id": "cd4dc7a0-6c2b-4a9a-b213-0ce24b5de08c", "metadata": {}, "source": [ "Now select the collection of runs to analyze." ] }, { "cell_type": "code", "execution_count": 23, "id": "b355819a-205e-4f83-b213-c509e83828fc", "metadata": {}, "outputs": [], "source": [ "analyzed_runs = collections[\"N9\"][1][:20]" ] }, { "cell_type": "markdown", "id": "d7011abd-5461-4e3e-a615-8fa1f12391e6", "metadata": {}, "source": [ "## MSB bias\n", "We see behavior in which each run has some bias in the MSB. The reset at the start of the run \"chooses\" some distribution from a family of distributions and then all masks from that run have the bias.\n", "Below, we visualize 20 runs from the first collection. Each run has 100 executions only, as we were focusing on the overall behavior and not on the details of the distribution." ] }, { "cell_type": "code", "execution_count": 24, "id": "d55ed262-3f5c-4f65-953e-cbf82987a3b5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "num = len(analyzed_runs)\n", "ncols = 4\n", "nrows = ceil(num/ncols)\n", "x = list(range(256))\n", "\n", "fig, axs = plt.subplots(nrows,ncols,figsize =(25, 14)) \n", "r,c = 0,0\n", "for i, masks_info in enumerate(analyzed_runs):\n", " y = i_byte(masks_info,153)\n", " ax = axs[r][c]\n", " ax.bar(x, y, width = 1)\n", " ax.set_xlabel(\"MSB\")\n", " ax.set_ylabel(\"Occurences (%)\")\n", " ax.set_title(f\"Run {i}\")\n", " c+=1\n", " if c>=ncols:\n", " c = 0\n", " r +=1\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "cbb76c0d-c428-4655-8681-fa699643ff1e", "metadata": {}, "source": [ "## Residue bias\n", "Furthermore, when we look at the same 20 runs we see that there is also bias in the residue classes modulo small primes. These plots show on the x-axis the prime and on the y-axis the number of residue classes that the masks \"hit\" for that run. The expected number of hits is marked in red." ] }, { "cell_type": "code", "execution_count": 26, "id": "28333ccd-4a1b-47f1-87ef-e735088a870c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from math import factorial\n", "\n", "\n", "def expected_residue_count(n,q):\n", " e = 0\n", " for r in range(1,q+1):\n", " s = 0\n", " for i in range(r):\n", " v1 = factorial(q)//factorial(q-r)\n", " v2 = factorial(r)//factorial(r-i)//factorial(i)\n", " s+=(-1)**i*v1*v2*(r-i)**n//factorial(r)\n", " assert s<=(q**n),(s,n,q,v1,v2)\n", " e+=r*s/(q**n)\n", " return e\n", "\n", "\n", "small_divisors = list(range(2,100))\n", "\n", "num = len(analyzed_runs)\n", "ncols = 4\n", "nrows = ceil(num/ncols)\n", "x = small_divisors\n", "expected = [expected_residue_count(len(analyzed_runs[0]),q) for q in small_divisors] # assumes all runs have the same number of executions\n", "\n", "fig,axs = plt.subplots(nrows,ncols,figsize =(25, 12)) \n", "r,c = 0,0\n", "for i, masks_info in enumerate(analyzed_runs):\n", " y = [len(set(([m%q for m,_,_,_ in masks]))) for q in small_divisors]\n", " ax = axs[r][c]\n", " ax.bar(x,y,width = 1)\n", " ax.plot(x,expected,color = \"red\")\n", " ax.set_xlabel(\"Prime $p$\")\n", " ax.set_ylabel(\"Occurences\")\n", " ax.set_title(f\"Run {i}\")\n", " c+=1\n", " if c>=ncols:\n", " c = 0\n", " r +=1\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "154e0b4d-6552-4b54-8ae4-131658b22c96", "metadata": {}, "source": [ "### Simulated bias for a\\*r1+b\\*r2+c\n", "We had a hypothesis that the masks are of the form $ a*r_1+b*r_2+c $ where each run has a fixed $a, b, c$ but random $r_1$ and $r_2$ for each execution. The simulated results are shown below." ] }, { "cell_type": "code", "execution_count": 27, "id": "1da0fe96-cf17-401c-b550-cf00b0922211", "metadata": {}, "outputs": [], "source": [ "from random import randint\n", "\n", "fake_masks = []\n", "for _ in range(len(analyzed_runs)):\n", " a,b,c = randint(1,2**128),randint(1,2**128),randint(1,2**128)\n", " masks = []\n", " for _ in range(len(analyzed_runs[0])):\n", " r1,r2 = randint(1,2**32),randint(1,2**32)\n", " masks.append(a*r1+b*r2+c)\n", " fake_masks.append(masks)\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "f2387d86-1276-48b2-9fc2-5688a914f4d5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "num = len(fake_masks)\n", "ncols = 4\n", "nrows = ceil(num/ncols)\n", "x = small_divisors\n", "\n", "fig,axs = plt.subplots(nrows,ncols,figsize =(25, 12)) \n", "r,c = 0,0\n", "for masks in fake_masks:\n", " y = [len(set(([m%q for m in masks]))) for q in small_divisors]\n", " axs[r][c].bar(x,y,width = 1)\n", " axs[r][c].plot(x,expected,color = \"red\")\n", " c+=1\n", " if c>=ncols:\n", " c = 0\n", " r +=1" ] }, { "cell_type": "code", "execution_count": null, "id": "bad8fd24-9eff-4a16-961f-3e3d0f40abe3", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }