Performance Create Sign Verify.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "from tqdm import tqdm\n",
    "\n",
    "import setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [54:58<00:00, 32.99s/it]\n"
     ]
    }
   ],
   "source": [
    "rexp = r\"Testing algorithm (?P<alg_num>\\d+)\\((?P<alg_name>[a-zA-Z0-9\\-]+)\\): \\'(?P<creator>[^\\']*)\\' ->\\'(?P<signer>[^\\']*)\\' -> \\'(?P<verifier>[^\\']*)\\' \\((?P<alg_size>\\d+) bits\\) Signature \\& verify ok, create (?P<time_create_usec>\\d+)usec, signature (?P<time_sign_usec>\\d+)usec, verify (?P<time_verify_usec>\\d+)usec\"\n",
    "    \n",
    "raw_data = [\n",
    "    re.match(rexp, l).groupdict()\n",
    "    for _ in tqdm(range(100))\n",
    "    for l in setup.auth(\"test-algorithms\").split(\"\\n\") if l\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>alg_num</th>\n",
       "      <th>alg_name</th>\n",
       "      <th>creator</th>\n",
       "      <th>signer</th>\n",
       "      <th>verifier</th>\n",
       "      <th>alg_size</th>\n",
       "      <th>time_create_usec</th>\n",
       "      <th>time_sign_usec</th>\n",
       "      <th>time_verify_usec</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>RSASHA1</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>2048</td>\n",
       "      <td>67550</td>\n",
       "      <td>577</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "      <td>RSASHA1-NSEC3-SHA1</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>2048</td>\n",
       "      <td>69483</td>\n",
       "      <td>585</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>RSASHA256</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>2048</td>\n",
       "      <td>64748</td>\n",
       "      <td>568</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10</td>\n",
       "      <td>RSASHA512</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>2048</td>\n",
       "      <td>85491</td>\n",
       "      <td>569</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>ECDSAP256SHA256</td>\n",
       "      <td>OpenSSL ECDSA</td>\n",
       "      <td>OpenSSL ECDSA</td>\n",
       "      <td>OpenSSL ECDSA</td>\n",
       "      <td>256</td>\n",
       "      <td>10</td>\n",
       "      <td>23</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>1595</th>\n",
       "      <td>15</td>\n",
       "      <td>ED25519</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>OpenSSL EDDSA</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>256</td>\n",
       "      <td>25</td>\n",
       "      <td>36</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1596</th>\n",
       "      <td>15</td>\n",
       "      <td>ED25519</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>OpenSSL EDDSA</td>\n",
       "      <td>256</td>\n",
       "      <td>25</td>\n",
       "      <td>24</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1597</th>\n",
       "      <td>15</td>\n",
       "      <td>ED25519</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>256</td>\n",
       "      <td>26</td>\n",
       "      <td>24</td>\n",
       "      <td>62</td>\n",
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       "      <th>1598</th>\n",
       "      <td>16</td>\n",
       "      <td>ED448</td>\n",
       "      <td>OpenSSL EDDSA</td>\n",
       "      <td>OpenSSL EDDSA</td>\n",
       "      <td>OpenSSL EDDSA</td>\n",
       "      <td>456</td>\n",
       "      <td>331</td>\n",
       "      <td>333</td>\n",
       "      <td>584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599</th>\n",
       "      <td>17</td>\n",
       "      <td>falcon</td>\n",
       "      <td>OpenSSL PQC</td>\n",
       "      <td>OpenSSL PQC</td>\n",
       "      <td>OpenSSL PQC</td>\n",
       "      <td>10248</td>\n",
       "      <td>7091</td>\n",
       "      <td>276</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1600 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      alg_num            alg_name         creator          signer  \\\n",
       "0           5             RSASHA1     OpenSSL RSA     OpenSSL RSA   \n",
       "1           7  RSASHA1-NSEC3-SHA1     OpenSSL RSA     OpenSSL RSA   \n",
       "2           8           RSASHA256     OpenSSL RSA     OpenSSL RSA   \n",
       "3          10           RSASHA512     OpenSSL RSA     OpenSSL RSA   \n",
       "4          13     ECDSAP256SHA256   OpenSSL ECDSA   OpenSSL ECDSA   \n",
       "...       ...                 ...             ...             ...   \n",
       "1595       15             ED25519  Sodium ED25519   OpenSSL EDDSA   \n",
       "1596       15             ED25519  Sodium ED25519  Sodium ED25519   \n",
       "1597       15             ED25519  Sodium ED25519  Sodium ED25519   \n",
       "1598       16               ED448   OpenSSL EDDSA   OpenSSL EDDSA   \n",
       "1599       17              falcon     OpenSSL PQC     OpenSSL PQC   \n",
       "\n",
       "            verifier  alg_size  time_create_usec  time_sign_usec  \\\n",
       "0        OpenSSL RSA      2048             67550             577   \n",
       "1        OpenSSL RSA      2048             69483             585   \n",
       "2        OpenSSL RSA      2048             64748             568   \n",
       "3        OpenSSL RSA      2048             85491             569   \n",
       "4      OpenSSL ECDSA       256                10              23   \n",
       "...              ...       ...               ...             ...   \n",
       "1595  Sodium ED25519       256                25              36   \n",
       "1596   OpenSSL EDDSA       256                25              24   \n",
       "1597  Sodium ED25519       256                26              24   \n",
       "1598   OpenSSL EDDSA       456               331             333   \n",
       "1599     OpenSSL PQC     10248              7091             276   \n",
       "\n",
       "      time_verify_usec  \n",
       "0                   18  \n",
       "1                   17  \n",
       "2                   17  \n",
       "3                   18  \n",
       "4                   63  \n",
       "...                ...  \n",
       "1595                61  \n",
       "1596               112  \n",
       "1597                62  \n",
       "1598               584  \n",
       "1599                48  \n",
       "\n",
       "[1600 rows x 9 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.DataFrame(raw_data)\n",
    "for c in ['alg_num', 'alg_size', 'time_create_usec', 'time_sign_usec', 'time_verify_usec']:\n",
    "    data[c] = data[c].apply(int)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>alg_num</th>\n",
       "      <th>alg_name</th>\n",
       "      <th>alg_size</th>\n",
       "      <th>creator</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>RSASHA1</td>\n",
       "      <td>2048</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>time_create_usec</td>\n",
       "      <td>67550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "      <td>RSASHA1-NSEC3-SHA1</td>\n",
       "      <td>2048</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>time_create_usec</td>\n",
       "      <td>69483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>RSASHA256</td>\n",
       "      <td>2048</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>time_create_usec</td>\n",
       "      <td>64748</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10</td>\n",
       "      <td>RSASHA512</td>\n",
       "      <td>2048</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>OpenSSL RSA</td>\n",
       "      <td>time_create_usec</td>\n",
       "      <td>85491</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>ECDSAP256SHA256</td>\n",
       "      <td>256</td>\n",
       "      <td>OpenSSL ECDSA</td>\n",
       "      <td>OpenSSL ECDSA</td>\n",
       "      <td>OpenSSL ECDSA</td>\n",
       "      <td>time_create_usec</td>\n",
       "      <td>10</td>\n",
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       "      <th>4795</th>\n",
       "      <td>15</td>\n",
       "      <td>ED25519</td>\n",
       "      <td>256</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>OpenSSL EDDSA</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>time_verify_usec</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4796</th>\n",
       "      <td>15</td>\n",
       "      <td>ED25519</td>\n",
       "      <td>256</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>OpenSSL EDDSA</td>\n",
       "      <td>time_verify_usec</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4797</th>\n",
       "      <td>15</td>\n",
       "      <td>ED25519</td>\n",
       "      <td>256</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>Sodium ED25519</td>\n",
       "      <td>time_verify_usec</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4798</th>\n",
       "      <td>16</td>\n",
       "      <td>ED448</td>\n",
       "      <td>456</td>\n",
       "      <td>OpenSSL EDDSA</td>\n",
       "      <td>OpenSSL EDDSA</td>\n",
       "      <td>OpenSSL EDDSA</td>\n",
       "      <td>time_verify_usec</td>\n",
       "      <td>584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4799</th>\n",
       "      <td>17</td>\n",
       "      <td>falcon</td>\n",
       "      <td>10248</td>\n",
       "      <td>OpenSSL PQC</td>\n",
       "      <td>OpenSSL PQC</td>\n",
       "      <td>OpenSSL PQC</td>\n",
       "      <td>time_verify_usec</td>\n",
       "      <td>48</td>\n",
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       "<p>4800 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      alg_num            alg_name  alg_size         creator          signer  \\\n",
       "0           5             RSASHA1      2048     OpenSSL RSA     OpenSSL RSA   \n",
       "1           7  RSASHA1-NSEC3-SHA1      2048     OpenSSL RSA     OpenSSL RSA   \n",
       "2           8           RSASHA256      2048     OpenSSL RSA     OpenSSL RSA   \n",
       "3          10           RSASHA512      2048     OpenSSL RSA     OpenSSL RSA   \n",
       "4          13     ECDSAP256SHA256       256   OpenSSL ECDSA   OpenSSL ECDSA   \n",
       "...       ...                 ...       ...             ...             ...   \n",
       "4795       15             ED25519       256  Sodium ED25519   OpenSSL EDDSA   \n",
       "4796       15             ED25519       256  Sodium ED25519  Sodium ED25519   \n",
       "4797       15             ED25519       256  Sodium ED25519  Sodium ED25519   \n",
       "4798       16               ED448       456   OpenSSL EDDSA   OpenSSL EDDSA   \n",
       "4799       17              falcon     10248     OpenSSL PQC     OpenSSL PQC   \n",
       "\n",
       "            verifier          variable  duration_usec  \n",
       "0        OpenSSL RSA  time_create_usec          67550  \n",
       "1        OpenSSL RSA  time_create_usec          69483  \n",
       "2        OpenSSL RSA  time_create_usec          64748  \n",
       "3        OpenSSL RSA  time_create_usec          85491  \n",
       "4      OpenSSL ECDSA  time_create_usec             10  \n",
       "...              ...               ...            ...  \n",
       "4795  Sodium ED25519  time_verify_usec             61  \n",
       "4796   OpenSSL EDDSA  time_verify_usec            112  \n",
       "4797  Sodium ED25519  time_verify_usec             62  \n",
       "4798   OpenSSL EDDSA  time_verify_usec            584  \n",
       "4799     OpenSSL PQC  time_verify_usec             48  \n",
       "\n",
       "[4800 rows x 8 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mdata = data.melt(\n",
    "    id_vars=['alg_num', 'alg_name', 'alg_size', 'creator', 'signer', 'verifier'], \n",
    "    value_vars=['time_create_usec', 'time_sign_usec', 'time_verify_usec'], \n",
    "    value_name='duration_usec'\n",
    ")\n",
    "mdata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>library</th>\n",
       "      <th>algorithm</th>\n",
       "      <th>action</th>\n",
       "      <th>duration_usec</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>OQS/OpenSSL</td>\n",
       "      <td>RSASHA1 2048bits\\n[OQS/OpenSSL]</td>\n",
       "      <td>create</td>\n",
       "      <td>67550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OQS/OpenSSL</td>\n",
       "      <td>RSASHA1-NSEC3-SHA1 2048bits\\n[OQS/OpenSSL]</td>\n",
       "      <td>create</td>\n",
       "      <td>69483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>OQS/OpenSSL</td>\n",
       "      <td>RSASHA256 2048bits\\n[OQS/OpenSSL]</td>\n",
       "      <td>create</td>\n",
       "      <td>64748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OQS/OpenSSL</td>\n",
       "      <td>RSASHA512 2048bits\\n[OQS/OpenSSL]</td>\n",
       "      <td>create</td>\n",
       "      <td>85491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OQS/OpenSSL</td>\n",
       "      <td>ECDSAP256SHA256 256bits\\n[OQS/OpenSSL]</td>\n",
       "      <td>create</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>4795</th>\n",
       "      <td>Sodium</td>\n",
       "      <td>ED25519 256bits\\n[Sodium]</td>\n",
       "      <td>verify</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4796</th>\n",
       "      <td>OQS/OpenSSL</td>\n",
       "      <td>ED25519 256bits\\n[OQS/OpenSSL]</td>\n",
       "      <td>verify</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4797</th>\n",
       "      <td>Sodium</td>\n",
       "      <td>ED25519 256bits\\n[Sodium]</td>\n",
       "      <td>verify</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4798</th>\n",
       "      <td>OQS/OpenSSL</td>\n",
       "      <td>ED448 456bits\\n[OQS/OpenSSL]</td>\n",
       "      <td>verify</td>\n",
       "      <td>584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4799</th>\n",
       "      <td>OQS/OpenSSL</td>\n",
       "      <td>falcon 10248bits\\n[OQS/OpenSSL]</td>\n",
       "      <td>verify</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4800 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          library                                   algorithm  action  \\\n",
       "0     OQS/OpenSSL             RSASHA1 2048bits\\n[OQS/OpenSSL]  create   \n",
       "1     OQS/OpenSSL  RSASHA1-NSEC3-SHA1 2048bits\\n[OQS/OpenSSL]  create   \n",
       "2     OQS/OpenSSL           RSASHA256 2048bits\\n[OQS/OpenSSL]  create   \n",
       "3     OQS/OpenSSL           RSASHA512 2048bits\\n[OQS/OpenSSL]  create   \n",
       "4     OQS/OpenSSL      ECDSAP256SHA256 256bits\\n[OQS/OpenSSL]  create   \n",
       "...           ...                                         ...     ...   \n",
       "4795       Sodium                   ED25519 256bits\\n[Sodium]  verify   \n",
       "4796  OQS/OpenSSL              ED25519 256bits\\n[OQS/OpenSSL]  verify   \n",
       "4797       Sodium                   ED25519 256bits\\n[Sodium]  verify   \n",
       "4798  OQS/OpenSSL                ED448 456bits\\n[OQS/OpenSSL]  verify   \n",
       "4799  OQS/OpenSSL             falcon 10248bits\\n[OQS/OpenSSL]  verify   \n",
       "\n",
       "      duration_usec  \n",
       "0             67550  \n",
       "1             69483  \n",
       "2             64748  \n",
       "3             85491  \n",
       "4                10  \n",
       "...             ...  \n",
       "4795             61  \n",
       "4796            112  \n",
       "4797             62  \n",
       "4798            584  \n",
       "4799             48  \n",
       "\n",
       "[4800 rows x 4 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mdata['action'] = mdata['variable'].apply(lambda v: v.split('_')[1])\n",
    "mdata['library'] = mdata.apply(lambda row: row[{'create': 'creator', 'sign': 'signer', 'verify': 'verifier'}[row['action']]], axis=1)\n",
    "mdata['library'] = mdata['library'].replace({'OpenSSL PQC': 'OQS/OpenSSL'})\n",
    "mdata['library'] = mdata['library'].apply(lambda lib: lib.split(' ', 1)[0])\n",
    "mdata['library'] = mdata['library'].replace({'OpenSSL': 'OQS/OpenSSL'})\n",
    "mdata['algorithm'] = mdata.apply(lambda row: f\"{row['alg_name']} {row['alg_size']}bits\\n[{row['library']}]\", axis=1)\n",
    "mdata[['library', 'algorithm', 'action', 'duration_usec']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns.set(font_scale=2)\n",
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "ALGORITHM_COLORS = {\n",
    "    'RSASHA1 2048bits\\n[OQS/OpenSSL]': '#ff0000',\n",
    "    'RSASHA1-NSEC3-SHA1 2048bits\\n[OQS/OpenSSL]': '#dd0000',\n",
    "    'RSASHA256 2048bits\\n[OQS/OpenSSL]': '#bb0000',\n",
    "    'RSASHA512 2048bits\\n[OQS/OpenSSL]': '#990000',\n",
    "    'ECDSAP256SHA256 256bits\\n[OQS/OpenSSL]': '#00ff00',\n",
    "    'ECDSAP384SHA384 384bits\\n[OQS/OpenSSL]': '#00dd00',\n",
    "    'ED25519 256bits\\n[OQS/OpenSSL]': '#0000ff',\n",
    "    'ED25519 256bits\\n[Sodium]': '#0000dd',\n",
    "    'ED448 456bits\\n[OQS/OpenSSL]': '#0000bb',\n",
    "    'falcon 10248bits\\n[OQS/OpenSSL]': '#00ffff',\n",
    "}\n",
    "ALGORITHM_ORDER = list(ALGORITHM_COLORS.keys())\n",
    "ALGORITHM_PALETTE = sns.color_palette([ALGORITHM_COLORS[a] for a in ALGORITHM_ORDER])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nils/git/dns-falcon/venv/lib/python3.9/site-packages/seaborn/axisgrid.py:88: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1731.83x648 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.displot(\n",
    "    data=mdata,\n",
    "    x='duration_usec',\n",
    "    row='algorithm', col='action',\n",
    "    hue='algorithm', hue_order=ALGORITHM_ORDER, palette=ALGORITHM_PALETTE,\n",
    "    log_scale=(True, False),\n",
    "    height=.9,\n",
    "    aspect=6/.9,\n",
    "    facet_kws=dict(legend_out=True, margin_titles=False, despine=False, sharey=False),\n",
    "    kind='hist',\n",
    "    kde=True,    \n",
    ")\n",
    "g.set(\n",
    "    #xlim=(1*1e-3, 1e-1), \n",
    "    ylabel='', \n",
    "    yticks=[],\n",
    "    xticks=[10, 100, 1000, 10000],\n",
    "    xticklabels=[\"10µs\", \"100µs\", \"1ms\", \"10ms\"],\n",
    "    title='',\n",
    ")\n",
    "\n",
    "for ax, label in zip(g.axes[-1, :], ['Create Keypair', 'Sign', 'Verify']):\n",
    "    ax.set_xlabel(f'{label}\\nDuration')\n",
    "    \n",
    "g.figure.suptitle('Crypto Algorithm Run Time as Measured by PowerDNS', y=1.02)\n",
    "g.figure.subplots_adjust(wspace=0, hspace=0)\n",
    "g.legend.set_title('')\n",
    "g.legend.set_zorder(1)\n",
    "g.savefig('data/crypto_times_indv.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}