paper_note/lynx/end_to_end_mem.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "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",
    "    \"#5D7599\",\n",
    "    \"#233142\",\n",
    "    \"#F95959\",\n",
    "]\n",
    "\n",
    "edgecolors = [\n",
    "    \"#FFFFFF\",\n",
    "    \"#FFFFFF\",\n",
    "    \"#FFFFFF\",\n",
    "]\n",
    "\n",
    "hatches = [\"\\\\\\\\\", \"\", \"\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(14, 14 / 4), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name_a = [\n",
    "    \"ModelA\\n8DP\\n-\",\n",
    "    \"ModelA\\n-\\n8TP\",\n",
    "    \"ModelB\\n-\\n8TP\",\n",
    "    \"ModelA\\n2DP\\n$\\\\times$4TP\",\n",
    "    \"ModelA\\n2DP\\n$\\\\times$8TP\",\n",
    "    \"ModelA\\n4DP\\n$\\\\times$2TP\",\n",
    "    \"ModelB\\n4DP\\n$\\\\times$2TP\",\n",
    "    \"ModelC\\n1DP$\\\\times$8EP\\n$\\\\times$8TP\",\n",
    "    \"ModelC\\n2DP$\\\\times$8EP\\n$\\\\times$8TP\",\n",
    "    \"ModelD\\n1DP$\\\\times$8EP\\n$\\\\times$8TP\",\n",
    "    \"ModelD\\n2DP$\\\\times$8EP\\n$\\\\times$8TP\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# peak memory\n",
    "data_a = {\n",
    "    labels_name_a[0]: [79, 40.95, 50.12],  # modela 8DP\n",
    "    labels_name_a[1]: [47, 44.24, 41.74],  # modela 8TP\n",
    "    labels_name_a[2]: [65.66, 59.47, 69.75],  # modelb 8TP\n",
    "    labels_name_a[3]: [50, 40.94, 54.22],  # modela 2DP 4TP\n",
    "    labels_name_a[4]: [76, 64.92, 71.72],  # modela 2DP 8TP\n",
    "    labels_name_a[5]: [60, 40.97, 55.75],  # modela 4DP 2TP\n",
    "    labels_name_a[6]: [-1, 59.32, 64.60],  # modelb 4DP 2TP\n",
    "    labels_name_a[7]: [70, 1, 1],  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: [70, 1, 1],  # modelc 2DP 8TP 8EP\n",
    "    labels_name_a[9]: [80, 1, 1],  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: [80, 1, 1],  # modeld 2DP 8TP 8EP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "bar_width = 0.2\n",
    "group_spaing = 0.15\n",
    "\n",
    "group_positions = {}\n",
    "current_pos = 0\n",
    "\n",
    "x_label_cnt = len(data_a.keys())\n",
    "x_label_group_cnt = 3\n",
    "\n",
    "for idx in range(x_label_cnt):\n",
    "    group_positions[idx] = []\n",
    "    for _ in range(x_label_group_cnt):\n",
    "        group_positions[idx].append(current_pos)\n",
    "        current_pos += bar_width\n",
    "    current_pos += group_spaing\n",
    "\n",
    "group_centers = {}\n",
    "for idx, positions in group_positions.items():\n",
    "    group_centers[idx] = sum(positions) / len(positions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'Peak Memory (GB)')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_set = set()\n",
    "for idx, (x_label, y_data) in enumerate(data_a.items()):\n",
    "    positions = group_positions[idx]\n",
    "    for i, (pos, value, color, edgecolor, hatch, label) in enumerate(\n",
    "        zip(\n",
    "            positions,\n",
    "            y_data,\n",
    "            colors,\n",
    "            edgecolors,\n",
    "            hatches,\n",
    "            legend_labels,\n",
    "        )\n",
    "    ):\n",
    "        if label in label_set:\n",
    "            local_label = None\n",
    "        else:\n",
    "            local_label = label\n",
    "            label_set.add(local_label)\n",
    "        if value == -1:\n",
    "            ax.text(\n",
    "                pos,\n",
    "                1,\n",
    "                \"$\\\\times$OOM\",\n",
    "                rotation=90,\n",
    "                ha=\"center\",\n",
    "                va=\"bottom\",\n",
    "                color=\"red\",\n",
    "            )\n",
    "        ax.bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            label=local_label,\n",
    "            hatch=hatch,\n",
    "            edgecolor=edgecolor,\n",
    "        )\n",
    "\n",
    "ax.set_xticks(list(group_centers.values()))\n",
    "ax.set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax.set_ylim(0, 85)\n",
    "ax.set_yticks([0, 40, 80])\n",
    "ax.set_yticklabels([\"0\", \"40\", \"80\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax.tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
    "ax.tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax.set_ylabel(\"Peak Memory (GB)\", fontsize=g_label_fontsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fd3d9c1afc0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=3,\n",
    "    loc=\"upper center\",\n",
    "    frameon=False,\n",
    "    shadow=False,\n",
    "    fontsize=g_label_fontsize,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"end_to_end_mem.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": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}