paper_note/lynx/end_to_end_nfsc.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 335,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
    "plt.rcParams[\"font.size\"] = 16\n",
    "\n",
    "g_label_fontsize = 16\n",
    "\n",
    "colors = [\n",
    "    \"#999999\",\n",
    "    \"#FF9999\",\n",
    "]\n",
    "\n",
    "hatches = [\"\\\\\", \"x\", \"+\", \"/\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4200x1050 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(14, 14 / 4), ncols=2, nrows=1, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_a = {\n",
    "    \"7B#8GPUs\": [53, 65], # 22.64\n",
    "    \"7B#16GPUs\": [44,63], # 43\n",
    "    \"11B#8GPUs\": [35, 48], # 37\n",
    "    \"11B#16GPUs\": [22, 37] # 68\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_b = {\n",
    "    \"7B#8GPUs\": [1.22, 1.01],\n",
    "    \"7B#16GPUs\": [1.9, 1.62],\n",
    "    \"11B#8GPUs\": [1.34, 1.1],\n",
    "    \"11B#16GPUs\": [1.9, 1.436]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 348,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.17213114754098358\n",
      "0.14736842105263148\n",
      "0.1791044776119403\n",
      "0.24421052631578946\n"
     ]
    }
   ],
   "source": [
    "for key, values in data_b.items():\n",
    "    print((values[0] - values[1]) / values[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 339,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"FSDP\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "metadata": {},
   "outputs": [],
   "source": [
    "bar_width = 0.2\n",
    "group_spaing = 0.15\n",
    "\n",
    "group_positions = {}\n",
    "current_pos = 0\n",
    "\n",
    "for x_label, y_data in data_a.items():\n",
    "    group_positions[x_label] = []\n",
    "    for i in range(len(y_data)):\n",
    "        group_positions[x_label].append(current_pos)\n",
    "        current_pos += bar_width\n",
    "    current_pos += group_spaing\n",
    "\n",
    "group_centers = {}\n",
    "for x_label, positions in group_positions.items():\n",
    "    group_centers[x_label] = sum(positions) / len(positions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(a)')"
      ]
     },
     "execution_count": 341,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for x_label, y_data in data_a.items():\n",
    "    positions = group_positions[x_label]\n",
    "    for i, (pos, value, color, hatch) in enumerate(\n",
    "        zip(\n",
    "            positions,\n",
    "            y_data,\n",
    "            colors,\n",
    "            hatches,\n",
    "        )\n",
    "    ):\n",
    "        ax[0].bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            edgecolor=\"black\",\n",
    "            hatch=hatch,\n",
    "        )\n",
    "\n",
    "ax[0].set_xticks(list(group_centers.values()))\n",
    "ax[0].set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax[0].set_ylim(0, 100)\n",
    "ax[0].set_yticks([0, 50, 100])\n",
    "ax[0].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax[0].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
    "ax[0].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax[0].set_ylabel(\"MFU (%)\", fontsize=g_label_fontsize)\n",
    "ax[0].set_title(\"(a)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(b)')"
      ]
     },
     "execution_count": 342,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_set = set()\n",
    "for x_label, y_data in data_b.items():\n",
    "    positions = group_positions[x_label]\n",
    "    for i, (pos, value, color, hatch, label) in enumerate(\n",
    "        zip(positions, y_data, colors, hatches, legend_labels)\n",
    "    ):\n",
    "        if label in label_set:\n",
    "            local_label = None\n",
    "        else:\n",
    "            local_label = label\n",
    "            label_set.add(label)\n",
    "        ax[1].bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            edgecolor=\"black\",\n",
    "            hatch=hatch,\n",
    "            alpha=0.9,\n",
    "            label=local_label,\n",
    "        )\n",
    "\n",
    "ax[1].set_xticks(list(group_centers.values()))\n",
    "ax[1].set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax[1].set_ylim(0, 2.5)\n",
    "ax[1].set_yticks([0, 1, 2])\n",
    "ax[1].set_yticklabels([\"0\", \"1\", \"2\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax[1].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
    "ax[1].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax[1].set_ylabel(\"ITERATION TIME (S)\", fontsize=g_label_fontsize)\n",
    "ax[1].set_title(\"(b)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fcd50e3b1d0>"
      ]
     },
     "execution_count": 343,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=4,\n",
    "    loc=\"upper center\",\n",
    "    frameon=True,\n",
    "    shadow=False,\n",
    "    bbox_to_anchor=(0.5, 1.10),\n",
    "    fontsize=g_label_fontsize,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4200x1050 with 2 Axes>"
      ]
     },
     "execution_count": 344,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"lynx_end_to_end_nfsc.pdf\", bbox_inches=\"tight\", dpi=1000)\n",
    "fig"
   ]
  }
 ],
 "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": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}