nsrec_plots.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Notebook for NSREC publication plots\n",
    "A collections of analyses and plots for our NSREC paper. As multiple data sets are imported, I am adding caching of parsed data in for of pickle files to save some time. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "\n",
    "from src.data_interface import DataInterface\n",
    "from src.analysis.base_tools import BaseTools\n",
    "from src.data_parser import DataParser\n",
    "from src.analysis.ibex_coremark_tools import IbexCoremarkTools, regfile_name_map_ibex \n",
    "from src.analysis.ibex_hwsec_coremark_tools import IbexHwsecCoremarkTools\n",
    "from src.run_info.run_info import RunInfo\n",
    "from typing import List, Tuple, NamedTuple\n",
    "from src.analysis.structures.seu_log import SeuLog\n",
    "from src.analysis.structures.node import Node\n",
    "\n",
    "import pickle\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import scipy.stats as stats\n",
    "from scipy.special import comb\n",
    "from anytree.exporter import DotExporter\n",
    "from anytree import RenderTree, AsciiStyle, PreOrderIter \n",
    "\n",
    "def visualization_setup():\n",
    "    # Interactive plots. Requires tkinter on the machine running the code\n",
    "    mpl.use(\"TkAgg\")\n",
    "    # Latex formatting for plots. Some visualizations might not work without this\n",
    "    plt.rcParams[\"font.family\"] = \"serif\"\n",
    "    plt.rcParams[\"mathtext.fontset\"] = \"dejavuserif\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parse and cache data sets\n",
    "* Only run this if data has changed. Takes a loooong time\n",
    "* If re-parsing within a notebook, its recommended to restart the kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\" \n",
    "Declare which data sets you want to parse and make accessible thru the SeuDataSet, so they can be looped thru.\n",
    " \n",
    "The key is the name of the data set, the value is a list with the run_info file and \n",
    "a boolean indicating if the raw data is to be parsed and cached. \n",
    "\"\"\"\n",
    "\n",
    "data_set_info = {\n",
    "    \"baseline\"          : [\"src/run_info/ibex_coremark.ini\", 0],  \n",
    "    # \"baselineTMR\"          : [\"src/run_info/ibex_tmr_coremark.ini\", 0],  \n",
    "    \"RV32MSingleCycle\"  : [\"src/run_info/ibex_RV32MSingleCycle_coremark.ini\", 0],\n",
    "    \"regfileTMR\"  : [\"src/run_info/ibex_regfileTMR.ini\", 0],\n",
    "    \"compOptO1\"  : [\"src/run_info/ibex_compOptO1.ini\", 0]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "class SeuDataSet(NamedTuple):\n",
    "    runinfo: RunInfo\n",
    "    root: Node\n",
    "    node: Tuple[Node]\n",
    "    root_data: SeuLog\n",
    "    node_data: SeuLog\n",
    "    golden: pd.Series\n",
    "    data_interface: DataInterface\n",
    "    \n",
    "for data_set, runinfo_path in data_set_info.items():\n",
    "    if runinfo_path[1]: \n",
    "        runinfo = RunInfo(runinfo_path[0])\n",
    "        data_interface = DataInterface(runinfo)\n",
    "        golden = data_interface.golden_log\n",
    "        if data_set == \"compOptO1\": # Append the data from the 16k compOptO1 run\n",
    "            append_runinfo = RunInfo(\"src/run_info/ibex_compOptO1_67k_combined_170724.ini\")\n",
    "            append_seu_log, append_register_runs = DataParser.read_seu_logs(append_runinfo)\n",
    "            data_interface.append_seu_log(append_seu_log, append_register_runs)\n",
    "        elif data_set == \"baseline\": # Append the data from the 16k compOptO1 run\n",
    "            append_runinfo = RunInfo(\"src/run_info/ibex_baseline_35k_130724.ini\")\n",
    "            append_seu_log, append_register_runs = DataParser.read_seu_logs(append_runinfo)\n",
    "            data_interface.append_seu_log(append_seu_log, append_register_runs)\n",
    "        data_interface.filter_seu_log() # filter out injections on zero GPR\n",
    "        data_interface.filter_seu_log(filter=\"rvfi\")\n",
    "        node = data_interface.get_node_by_name(\"register_file_i\")[0]\n",
    "        root = data_interface.get_node_by_name(\"u_top\")[0]\n",
    "        node_data = data_interface.get_seu_log_by_node(node)\n",
    "        root_data = data_interface.get_seu_log_by_node(root)\n",
    "        node_runs = list(node_data.index)\n",
    "\n",
    "        save = SeuDataSet(runinfo, root, node, root_data, node_data, golden, data_interface)\n",
    "        \n",
    "        try:\n",
    "            pickle.dump(save, open(f\"cache/{data_set}.pickle\", \"wb\"))\n",
    "            print(f\"Saved {data_set}.pickle to cache.\")\n",
    "        except Exception as e:\n",
    "            print(e)\n",
    "            print(f\"Could not save {data_set}.pickle to cache.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Cached Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['baseline', 'RV32MSingleCycle', 'regfileTMR', 'compOptO1'])\n"
     ]
    }
   ],
   "source": [
    "# load data sets from cache\n",
    "data_sets = {name : pickle.load(open(f\"cache/{name}.pickle\", \"rb\")) for name in data_set_info.keys()}\n",
    "print(data_sets.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "root_data = (data_sets[\"baseline\"].node_data)\n",
    "root_data.to_csv(\"root_data.csv\", index=True)\n",
    "data_set=data_sets[\"compOptO1\"]\n",
    "err_data = BaseTools.error_classification(data_set.data_interface, data_set.root, visualize=False)\n",
    "# Assuming root_data is a pandas DataFrame\n",
    "err_data.to_csv(\"./err_data.csv\", index=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams.update({\n",
    "    # 'font.family': 'serif',\n",
    "    # 'font.serif': ['Times', 'Palatino', 'New Century Schoolbook', 'Bookman', 'Computer Modern Roman'],\n",
    "    'font.size': 8,\n",
    "    'axes.labelsize': 8,\n",
    "    'axes.titlesize': 8,\n",
    "    'xtick.labelsize': 6,\n",
    "    'ytick.labelsize': 6,\n",
    "    'legend.fontsize': 6,\n",
    "    'figure.dpi': 300,\n",
    "    'figure.figsize': [3.39, 2.10],\n",
    "    'lines.linewidth': 0.5,\n",
    "    'lines.markersize': 0.5,\n",
    "    'lines.markeredgewidth': 0.5,\n",
    "    # 'text.usetex': True,\n",
    "    # 'text.latex.preamble': r'\\usepackage{amsmath}'\n",
    "})\n",
    "\n",
    "# _ = BaseTools.error_classification_confidence(data_interface, data_sets[\"RV32MSingleCycle\"].root, visualize=True)\n",
    "# _ = BaseTools.error_classification_confidence(data_interface, data_sets[\"RV32MSingleCycle\"].node, visualize=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grouped bar plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Group by config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.00565487 -0.00475356 -0.00345311]\n",
      "[-0.00690983 -0.00592635 -0.0040034 ]\n",
      "[-0.00355573 -0.00235169 -0.00269038]\n",
      "[-0.0068003  -0.00546416 -0.00468269]\n",
      "compot cycles: 593955\n",
      "\n",
      "Raw Counts:\n",
      "      baseline  RV32MSingleCycle  regfileTMR  compOptO1\n",
      "NE       90641             58941       39942      73089\n",
      "SDC      10818              7001         349      10569\n",
      "SEFI      5404              3001         458       7475\n",
      "\n",
      "Proportional:\n",
      "      baseline  RV32MSingleCycle  regfileTMR  compOptO1\n",
      "NE    0.848198          0.854924    0.980196   0.802004\n",
      "SDC   0.101232          0.101548    0.008565   0.115973\n",
      "SEFI  0.050569          0.043529    0.011240   0.082023\n",
      "\n",
      "e_extrapolated:\n",
      "                       SDC      SEFI\n",
      "baseline          0.101232  0.050569\n",
      "RV32MSingleCycle  0.097280  0.041699\n",
      "regfileTMR        0.017026  0.022343\n",
      "compOptO1         0.143829  0.101724\n",
      "\\nComparison $r$:\n",
      "                       SDC      SEFI\n",
      "baseline          1.000000  1.000000\n",
      "RV32MSingleCycle  1.040631  1.212716\n",
      "regfileTMR        5.945816  2.263288\n",
      "compOptO1         0.703841  0.497125\n",
      "\\nComparison $r$:\n",
      "                       SDC      SEFI\n",
      "baseline          1.000000  1.000000\n",
      "RV32MSingleCycle  0.960956  0.824595\n",
      "regfileTMR        0.168185  0.441835\n",
      "compOptO1         1.420776  2.011567\n",
      "\n",
      "Conf. Intervals:\n",
      "                       SDC      SEFI\n",
      "baseline          0.004754  0.003453\n",
      "RV32MSingleCycle  0.005926  0.004003\n",
      "regfileTMR        0.002352  0.002690\n",
      "compOptO1         0.005464  0.004683\n",
      "\n",
      "Std dev.:\n",
      "                       SDC      SEFI\n",
      "baseline          0.301638  0.219118\n",
      "RV32MSingleCycle  0.302055  0.204046\n",
      "regfileTMR        0.092149  0.105421\n",
      "compOptO1         0.320195  0.274401\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_25430/4131186331.py:66: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
      "  df_r = e_extrapolated.div(e_extrapolated.iloc[0,:]).applymap(lambda x: 1/x)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from src.analysis.structures.error_definitions import (\n",
    "    SilentError,\n",
    "    DataCorruptionError,\n",
    "    CriticalError,\n",
    "    BaseError,\n",
    ")\n",
    "\n",
    "# x_tick_locs = np.arange(len(data_sets.keys()))\n",
    "\n",
    "\n",
    "# provide which errors are to be plotted\n",
    "errors_classes_to_plot = [DataCorruptionError, CriticalError]\n",
    "transpose = 1\n",
    "normalize = 1 # normalize results to baseline injection population size\n",
    "\n",
    "df_raw = pd.DataFrame()\n",
    "df_conf = pd.DataFrame()\n",
    "df_std = pd.DataFrame()\n",
    "df_r = pd.DataFrame()\n",
    "\n",
    "# Multi bar plot grouped by configuration\n",
    "for name, data_set in data_sets.items():\n",
    "\n",
    "    # get error outcomes\n",
    "    data = BaseTools.error_classification(data_set.data_interface, data_set.root, visualize=False)\n",
    "    data.name = \"Error class\"\n",
    "    data_conf, data_std = BaseTools.error_classification_confidence(data_set.data_interface, data_set.root, confidence=0.99,  visualize=False)\n",
    "    data_conf = data_conf.rename(name)\n",
    "    data_std = data_std.rename(name)\n",
    "    # count unique values\n",
    "    counts = data.value_counts()\n",
    "    counts = counts.rename(name)\n",
    "\n",
    "    # build data to plot\n",
    "    df_raw = pd.concat([df_raw, counts], axis=1, sort=False)\n",
    "    df_conf = pd.concat([df_conf, data_conf], axis=1, sort=False)\n",
    "    df_std = pd.concat([df_std, data_std], axis=1, sort=False)\n",
    "\n",
    "# get proportions of each error class against sum of each row\n",
    "# i.e. f_samples / n_samples\n",
    "N_sampled = df_raw.sum(axis=0)\n",
    "df_prop = df_raw.div(N_sampled, axis=1) # proportional\n",
    "\n",
    "print(\"compot cycles:\", getattr(data_sets[\"compOptO1\"].runinfo.data, \"cpu_cyles\"))\n",
    "\n",
    "# population size of each config normalized to baseline population\n",
    "\n",
    "S_pop = np.array([getattr(data_sets[name].runinfo.data, \"cpu_cyles\") * getattr(data_sets[name].runinfo.data, \"vpi_bits\") for name in data_sets.keys()]) / (getattr(data_sets[\"baseline\"].runinfo.data, \"cpu_cyles\")*getattr(data_sets[\"baseline\"].runinfo.data, \"vpi_bits\"))\n",
    "s_hard_list = np.array([getattr(data_sets[name].runinfo.data, \"cpu_cyles\") * getattr(data_sets[name].runinfo.data, \"vpi_bits\") for name in data_sets.keys()])\n",
    "\n",
    "# calc extrapolated f = S * (f_samples / M_samples)\n",
    "if normalize:\n",
    "    e_extrapolated = df_prop.multiply(S_pop, axis=1)\n",
    "else: \n",
    "    e_extrapolated = df_prop\n",
    "\n",
    "# plot\n",
    "error_class_names = [str(error_class.name) for error_class in errors_classes_to_plot]\n",
    "e_extrapolated = e_extrapolated.loc[error_class_names]\n",
    "df_conf = df_conf.loc[error_class_names]\n",
    "df_std = df_std.loc[error_class_names]\n",
    "\n",
    "if transpose:\n",
    "    e_extrapolated = e_extrapolated.transpose()\n",
    "    # calc improvement ratio df_r: (e_extrapolated / baselnine) ^ -1\n",
    "    df_r = e_extrapolated.div(e_extrapolated.iloc[0,:]).applymap(lambda x: 1/x) \n",
    "    df_conf = df_conf.transpose()\n",
    "    df_std = df_std.transpose()\n",
    "\n",
    "print(\"\\nRaw Counts:\")\n",
    "print(df_raw)\n",
    "\n",
    "print(\"\\nProportional:\")\n",
    "print(df_prop)\n",
    "\n",
    "print(\"\\ne_extrapolated:\")\n",
    "print(e_extrapolated)\n",
    "\n",
    "print(r\"\\nComparison $r$:\")\n",
    "print(df_r)\n",
    "\n",
    "print(r\"\\nComparison $r$:\")\n",
    "print(1/df_r)\n",
    "\n",
    "print(\"\\nConf. Intervals:\")\n",
    "print(df_conf)\n",
    "\n",
    "print(\"\\nStd dev.:\")\n",
    "print(df_std)\n",
    "\n",
    "ax = e_extrapolated.plot.bar(\n",
    "    color=[error_class.color for error_class in errors_classes_to_plot], \n",
    "    yerr=df_conf/2, \n",
    "    capsize=3,\n",
    "    rot=0\n",
    ")\n",
    "\n",
    "legend = ax.get_legend_handles_labels()\n",
    "\n",
    "if transpose: \n",
    "    ax.set_xticklabels([f\"baseline\\nM={N_sampled.iloc[0]:.0f}\", f\"fastMult\\nM={N_sampled.iloc[1]:.0f}\",f\"regfileTMR\\nM={N_sampled.iloc[2]:.0f} \", f\"compOptO1\\nM={N_sampled.iloc[3]:.0f}\"])\n",
    "    ax.set_ylim(0, 1.1 * e_extrapolated.max().max())\n",
    "    if normalize:\n",
    "        ax.set_ylabel(r\"$E_{normalized}$\")\n",
    "    else:\n",
    "        ax.set_ylabel(r\"Proportional Error $E$\")\n",
    "\n",
    "fig = ax.get_figure()\n",
    "fig.savefig(f\"plots/multi_bar_four_configs\", bbox_inches=\"tight\")\n",
    "    #ax = df_r.plot.bar(\n",
    "    #     color=[error_class.color for error_class in errors_classes_to_plot], \n",
    "    #     yerr=df_conf/2, \n",
    "    #     capsize=3,\n",
    "    #     rot=0\n",
    "    # )\n",
    "    # for container in ax.containers:\n",
    "    #     ax.bar_label(container,padding=3)\n",
    "    # for i, name in enumerate(name_list):\n",
    "    #     text = f\"$\\sigma={{{std[name]:.1e}}}$\\n\"\n",
    "    #     text += f\"CI size: {2*ci[name]:.1e}\\n\"\n",
    "    #     ax.text(i - 0.2, text_height, text, color=\"black\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.00715177 -0.00658639 -0.00349121]\n",
      "[-0.00868829 -0.00829983 -0.00320683]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/anvesh/projects/Ibex-Analysis/.venv/lib/python3.11/site-packages/scipy/stats/_distn_infrastructure.py:2241: RuntimeWarning: invalid value encountered in multiply\n",
      "  lower_bound = _a * scale + loc\n",
      "/home/anvesh/projects/Ibex-Analysis/.venv/lib/python3.11/site-packages/scipy/stats/_distn_infrastructure.py:2242: RuntimeWarning: invalid value encountered in multiply\n",
      "  upper_bound = _b * scale + loc\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nan]\n",
      "[-0.00878332 -0.00769768 -0.0058738 ]\n",
      "\n",
      "Raw Counts:\n",
      "      baseline  RV32MSingleCycle  regfileTMR  compOptO1\n",
      "NE       39873             25875     30385.0      29492\n",
      "SDC       8834              5647         NaN       9349\n",
      "SEFI      2141               711         NaN       4807\n",
      "\n",
      "Proportional:\n",
      "      baseline  RV32MSingleCycle  regfileTMR  compOptO1\n",
      "NE    0.784161          0.802749         1.0   0.675678\n",
      "SDC   0.173733          0.175193         NaN   0.214191\n",
      "SEFI  0.042106          0.022058         NaN   0.110131\n",
      "\n",
      "e_extrapolated:\n",
      "                       SDC      SEFI\n",
      "baseline          0.173733  0.042106\n",
      "RV32MSingleCycle  0.167830  0.021131\n",
      "regfileTMR             NaN       NaN\n",
      "compOptO1         0.265637  0.136583\n",
      "\\nComparison $r$:\n",
      "                       SDC      SEFI\n",
      "baseline          1.000000  1.000000\n",
      "RV32MSingleCycle  1.035174  1.992604\n",
      "regfileTMR             NaN       NaN\n",
      "compOptO1         0.654027  0.308281\n",
      "\n",
      "Conf. Intervals:\n",
      "                       SDC      SEFI\n",
      "baseline          0.006586  0.003491\n",
      "RV32MSingleCycle  0.008300  0.003207\n",
      "regfileTMR             NaN       NaN\n",
      "compOptO1         0.007698  0.005874\n",
      "\n",
      "Std dev.:\n",
      "                       SDC      SEFI\n",
      "baseline          0.378884  0.200833\n",
      "RV32MSingleCycle  0.380138  0.146875\n",
      "regfileTMR             NaN       NaN\n",
      "compOptO1         0.410264  0.313057\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_25430/3557771665.py:58: FutureWarning: DataFrame.applymap has been deprecated. Use DataFrame.map instead.\n",
      "  df_r = e_extrapolated.div(e_extrapolated.iloc[0,:]).applymap(lambda x: 1/x)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1017x630 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "from src.analysis.structures.error_definitions import (\n",
    "    SilentError,\n",
    "    DataCorruptionError,\n",
    "    CriticalError,\n",
    "    BaseError,\n",
    ")\n",
    "\n",
    "x_tick_locs = np.arange(len(data_sets.keys()))\n",
    "\n",
    "\n",
    "# provide which errors are to be plotted\n",
    "errors_classes_to_plot = [DataCorruptionError, CriticalError]\n",
    "transpose = 1\n",
    "\n",
    "df_raw = pd.DataFrame()\n",
    "df_conf = pd.DataFrame()\n",
    "df_std = pd.DataFrame()\n",
    "df_r = pd.DataFrame()\n",
    "\n",
    "# Multi bar plot grouped by configuration\n",
    "for name, data_set in data_sets.items():\n",
    "\n",
    "    # get error outcomes\n",
    "    data = BaseTools.error_classification(data_set.data_interface, data_set.node, visualize=False)\n",
    "    data_conf, data_std = BaseTools.error_classification_confidence(data_set.data_interface, data_set.node, visualize=False)\n",
    "    data_conf = data_conf.rename(name)\n",
    "    data_std = data_std.rename(name)\n",
    "    # count unique values\n",
    "    counts = data.value_counts()\n",
    "    counts = counts.rename(name)\n",
    "\n",
    "    # build data to plot\n",
    "    df_raw = pd.concat([df_raw, counts], axis=1, sort=False)\n",
    "    df_conf = pd.concat([df_conf, data_conf], axis=1, sort=False)\n",
    "    df_std = pd.concat([df_std, data_std], axis=1, sort=False)\n",
    "\n",
    "# get proportions of each error class against sum of each row\n",
    "# i.e. f_samples / n_samples\n",
    "N_sampled = df_raw.sum(axis=0)\n",
    "df_prop = df_raw.div(N_sampled, axis=1) # proportional\n",
    "\n",
    "# population size of each config normalized to baseline, is missing VPI?\n",
    "S_pop = np.array([getattr(data_sets[name].runinfo.data, \"cpu_cyles\")*getattr(data_sets[name].runinfo.data, \"vpi_bits\") for name in data_sets.keys()]) / (getattr(data_sets[\"baseline\"].runinfo.data, \"cpu_cyles\")*getattr(data_sets[\"baseline\"].runinfo.data, \"vpi_bits\"))\n",
    "# S_pop = np.array([getattr(data_sets[name].runinfo.data, \"cpu_cyles\") for name in data_sets.keys()]) / getattr(data_sets[\"baseline\"].runinfo.data, \"cpu_cyles\")\n",
    "\n",
    "# calc extrapolated f = S * (f_samples / M_samples)\n",
    "e_extrapolated = df_prop.multiply(S_pop, axis=1)\n",
    "\n",
    "# plot\n",
    "error_class_names = [str(error_class.name) for error_class in errors_classes_to_plot]\n",
    "e_extrapolated = e_extrapolated.loc[error_class_names]\n",
    "df_conf = df_conf.loc[error_class_names]\n",
    "df_std = df_std.loc[error_class_names]\n",
    "\n",
    "if transpose:\n",
    "    e_extrapolated = e_extrapolated.transpose()\n",
    "    # calc improvement ratio df_r: (e_extrapolated / baselnine) ^ -1\n",
    "    df_r = e_extrapolated.div(e_extrapolated.iloc[0,:]).applymap(lambda x: 1/x) \n",
    "    df_conf = df_conf.transpose()\n",
    "    df_std = df_std.transpose()\n",
    "\n",
    "print(\"\\nRaw Counts:\")\n",
    "print(df_raw)\n",
    "\n",
    "print(\"\\nProportional:\")\n",
    "print(df_prop)\n",
    "\n",
    "print(\"\\ne_extrapolated:\")\n",
    "print(e_extrapolated)\n",
    "\n",
    "print(r\"\\nComparison $r$:\")\n",
    "print(df_r)\n",
    "\n",
    "print(\"\\nConf. Intervals:\")\n",
    "print(df_conf)\n",
    "\n",
    "print(\"\\nStd dev.:\")\n",
    "print(df_std)\n",
    "\n",
    "ax = e_extrapolated.plot.bar(\n",
    "    color=[error_class.color for error_class in errors_classes_to_plot], \n",
    "    yerr=df_conf/2, \n",
    "    capsize=3,\n",
    "    rot=0\n",
    ")\n",
    "\n",
    "legend = ax.get_legend_handles_labels()\n",
    "\n",
    "if transpose: \n",
    "\n",
    "    ax.set_xticklabels([f\"baseline\\nM={N_sampled.iloc[0]:.0f}\", f\"fastMult\\nM={N_sampled.iloc[1]:.0f}\",f\"regfileTMR\\nM={N_sampled.iloc[2]:.0f} \", f\"compOptO1\\nM={N_sampled.iloc[3]:.0f}\"], rotation=0)\n",
    "\n",
    "    ax.set_ylim(0, 1.1 * e_extrapolated.max().max())\n",
    "    ax.set_ylabel(r\"$E_{extrapolated}$\")\n",
    "\n",
    "    # ax = df_r.plot.bar(\n",
    "    #     color=[error_class.color for error_class in errors_classes_to_plot], \n",
    "    #     yerr=df_conf/2, \n",
    "    #     capsize=3,\n",
    "    #     rot=0\n",
    "    # )\n",
    "    # for container in ax.containers:\n",
    "    #     ax.bar_label(container,padding=3)\n",
    "    # for i, name in enumerate(name_list):\n",
    "    #     text = f\"$\\sigma={{{std[name]:.1e}}}$\\n\"\n",
    "    #     text += f\"CI size: {2*ci[name]:.1e}\\n\"\n",
    "    #     ax.text(i - 0.2, text_height, text, color=\"black\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'IbexCoremarkTools' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m df_regs, fig \u001b[38;5;241m=\u001b[39m \u001b[43mIbexCoremarkTools\u001b[49m\u001b[38;5;241m.\u001b[39mstacked_register_error_class(\n\u001b[1;32m      2\u001b[0m     data_sets[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbaseline\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mdata_interface, data_sets[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbaseline\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mnode, visualize\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, \u001b[38;5;28mfilter\u001b[39m\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m\n\u001b[1;32m      3\u001b[0m )\n\u001b[1;32m      5\u001b[0m baseline_len \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(data_sets[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbaseline\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mnode_data)\n\u001b[1;32m      6\u001b[0m fig\u001b[38;5;241m.\u001b[39maxes[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mtick_params(axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m\"\u001b[39m, labelsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m4\u001b[39m)\n",
      "\u001b[0;31mNameError\u001b[0m: name 'IbexCoremarkTools' is not defined"
     ]
    }
   ],
   "source": [
    "df_regs, fig = IbexCoremarkTools.stacked_register_error_class(\n",
    "    data_sets[\"baseline\"].data_interface, data_sets[\"baseline\"].node, visualize=True, filter=1\n",
    ")\n",
    "\n",
    "baseline_len = len(data_sets[\"baseline\"].node_data)\n",
    "fig.axes[0].tick_params(axis=\"x\", labelsize=6)\n",
    "fig.axes[0].set_title(\"\")\n",
    "fig.axes[0].set_xlabel(\"Register Name\")\n",
    "fig.savefig(f\"plots/stacked_register_error_class_baseline_N{baseline_len}.png\", bbox_inches=\"tight\")\n",
    "\n",
    "df_regs, fig = IbexCoremarkTools.stacked_register_error_class(\n",
    "    data_sets[\"compOptO1\"].data_interface, data_sets[\"compOptO1\"].node, visualize=True, filter=1\n",
    ")\n",
    "\n",
    "complen = len(data_sets[\"compOptO1\"].node_data)\n",
    "fig.axes[0].tick_params(axis=\"x\", labelsize=6)\n",
    "fig.axes[0].set_title(\"\")\n",
    "fig.axes[0].set_xlabel(\"Register Name\")\n",
    "fig.savefig(f\"plots/stacked_register_error_class_compOptO1_N{complen}.png\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/anvesh/projects/Ibex-Analysis/src/analysis/base_tools.py:217: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1017x390 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# _, fig = IbexCoremarkTools.stacked_register_error_class(\n",
    "#     data_sets[\"RV32MSingleCycle\"].data_interface, data_sets[\"RV32MSingleCycle\"].node, visualize=True\n",
    "# )\n",
    "\n",
    "plt.rcParams.update({\n",
    "    # 'font.family': 'serif',\n",
    "    # 'font.serif': ['Times', 'Palatino', 'New Century Schoolbook', 'Bookman', 'Computer Modern Roman'],\n",
    "    'font.size': 8,\n",
    "    'axes.labelsize': 8,\n",
    "    'axes.titlesize': 8,\n",
    "    'xtick.labelsize': 6,\n",
    "    'ytick.labelsize': 6,\n",
    "    'legend.fontsize': 6,\n",
    "    'figure.dpi': 300,\n",
    "    'figure.figsize': [3.39, 1.30],\n",
    "    'lines.linewidth': 0.5,\n",
    "    'lines.markersize': 0.5,\n",
    "    'lines.markeredgewidth': 0.5,\n",
    "    # 'text.usetex': True,\n",
    "    # 'text.latex.preamble': r'\\usepackage{amsmath}'\n",
    "})\n",
    "x = BaseTools.windowed_error_rate(\n",
    "    data_sets[\"baseline\"].data_interface, data_sets[\"baseline\"].root, \"injection_cycle\", \n",
    "    visualize=True, window_size=200\n",
    ")\n",
    "\n",
    "\n",
    "fig2 = x[-1]\n",
    "fig2.axes[0].set_ylim(0, 0.3)\n",
    "fig2.axes[0].set_xlim(0,4.7e6)\n",
    "fig2.axes[0].legend(loc='upper left', framealpha=1)\n",
    "fig2.axes[0].set_ylabel(\"Proportion of errors\")\n",
    "fig2.axes[0].text(1.5e6, 0.25, r'baseline', fontsize=8, color=\"black\")\n",
    "fig2.savefig(f\"plots/windowed_error_baseline.png\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/anvesh/projects/Ibex-Analysis/src/analysis/base_tools.py:217: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1017x390 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "x = BaseTools.windowed_error_rate(\n",
    "    data_sets[\"compOptO1\"].data_interface, data_sets[\"compOptO1\"].root, \"injection_cycle\", \n",
    "    visualize=True, window_size=200\n",
    ")\n",
    "\n",
    "fig2 = x[-1]\n",
    "fig2.axes[0].set_ylim(0, 0.3)\n",
    "fig2.axes[0].set_xlim(0, 6e6)\n",
    "fig2.axes[0].legend()\n",
    "fig2.axes[0].set_xlabel(\"Execution Time [ns]\")\n",
    "fig2.axes[0].set_ylabel(\"Proportion of errors\")\n",
    "fig2.axes[0].text(1.8e6, 0.25, r'compOptO1', fontsize=8, color=\"black\")\n",
    "fig2.savefig(f\"plots/windowed_error_compopt1.png\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_25430/295089075.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(3000000.0, 0.25, '\\\\texttt{compOptO1}, M=34k')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig = x[-1]\n",
    "fig.axes[0].set_title(\"\")\n",
    "fig.axes[0].set_xlabel(\"Register Name\")\n",
    "fig.show()\n",
    "fig2.axes[0].text(3e6, 0.25, r'\\texttt{compOptO1}, M=34k', fontsize=8, color=\"black\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/anvesh/projects/Ibex-Analysis/src/analysis/ibex_coremark_tools.py:140: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams.update({\n",
    "    # 'font.family': 'serif',\n",
    "    # 'font.serif': ['Times', 'Palatino', 'New Century Schoolbook', 'Bookman', 'Computer Modern Roman'],\n",
    "    'font.size': 8,\n",
    "    'axes.labelsize': 8,\n",
    "    'axes.titlesize': 8,\n",
    "    'xtick.labelsize': 6,\n",
    "    'ytick.labelsize': 6,\n",
    "    'legend.fontsize': 6,\n",
    "    'figure.dpi': 300,\n",
    "    'figure.figsize': [2.5, 5],\n",
    "    'lines.linewidth': 0.5,\n",
    "    'lines.markersize': 0.5,\n",
    "    'lines.markeredgewidth': 0.5,\n",
    "    # 'text.usetex': True,\n",
    "    # 'text.latex.preamble': r'\\usepackage{amsmath}'\n",
    "}) \n",
    "\n",
    "_ , fig = IbexCoremarkTools.critical_signals(\n",
    "    data_interface = data_sets[\"baseline\"].data_interface, \n",
    "    start_node = data_sets[\"baseline\"].root, \n",
    "    n_signals = 30,\n",
    "    visualize = True\n",
    ")\n",
    "\n",
    "fig.savefig(f\"plots/critical_signals_baseline.png\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.00565487 -0.00475356 -0.00345311]\n",
      "[-0.00636595 -0.00403791 -0.00511822]\n",
      "[-0.00939901 -0.00865598 -0.00458822]\n",
      "[-0.01736787 -0.01221203 -0.01432495]\n",
      "[-0.0151547  -0.00741636 -0.01335365]\n",
      "[-0.0182582  -0.00964526 -0.01572151]\n",
      "[-0.00336037 -0.00089758 -0.00324077]\n",
      "[-0.00459529 -0.00296893 -0.00351198]\n"
     ]
    }
   ],
   "source": [
    "# Save per core module error props\n",
    "module_names = [\"u_ibex_top\",\"u_ibex_core\", \"register_file_i\", \"if_stage_i\", \"id_stage_i\", \"load_store_unit_i\", \"cs_registers_i\", \"ex_block_i\"]\n",
    "module_nodes = [data_sets[\"baseline\"].data_interface.get_node_by_name(name)[0] for name in module_names]\n",
    "\n",
    "module_err_data, module_err_ci = BaseTools.register_error_vals(data_sets[\"baseline\"].data_interface, module_nodes, prop=True, ci=True)\n",
    "# module_err_data = module_err_data.sort_values(by='SEFI', ascending=False)\n",
    "module_err_data = module_err_data.round(3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "module_err_vals = BaseTools.register_error_vals(data_sets[\"baseline\"].data_interface, module_nodes, prop=False, ci=False)\n",
    "module_err_vals_sum = module_err_vals.sum(axis=1)\n",
    "\n",
    "df_interval = pd.DataFrame()\n",
    "for column in module_err_data.columns:\n",
    "    upper_interval = module_err_data[column] + module_err_ci[column]\n",
    "    lower_interval = module_err_data[column] - module_err_ci[column]\n",
    "    # set lower bound to 0\n",
    "    lower_interval = lower_interval.clip(lower=0)\n",
    "    # round to 3 decimals\n",
    "    lower_interval = lower_interval.round(3)    \n",
    "    upper_interval = upper_interval.round(3)\n",
    "    df_interval[column] = pd.IntervalIndex.from_arrays(lower_interval, upper_interval, closed='both')\n",
    "\n",
    "df_interval.index = module_err_data.index\n",
    "df_interval.insert(0, 'Total', module_err_vals_sum)\n",
    "df_interval.to_csv(\"module_err_interval_baseline.csv\")\n",
    "df_interval_filtered = df_interval.drop([\"NE\"], axis=1)\n",
    "df_interval_filtered.to_latex(\"module_err_interval_baseline.tex\")\n",
    "\n",
    "module_err_data.to_csv(\"module_err_data_baseline.csv\")\n",
    "module_err_data_filtered = module_err_data.drop([\"NE\"], axis=1)\n",
    "module_err_data_filtered.to_latex(\"module_err_data_baseline.tex\", float_format=\"{:.3f}\".format)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "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": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}