{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "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": 29,
   "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": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name_a = [\n",
    "    \"ModelA\\n8DP\",\n",
    "    \"ModelA\\n8TP\",\n",
    "    \"ModelB\\n8TP\",  \n",
    "    \"ModelA\\n2DP$\\\\times$4TP\",\n",
    "    \"ModelA\\n2DP$\\\\times$8TP\",\n",
    "    \"ModelA\\n4DP$\\\\times$2TP\",\n",
    "    \"ModelB\\n4DP$\\\\times$2TP\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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]: [64.75, 56.42, 0],  # 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",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'Peak Memory (GB)')"
      ]
     },
     "execution_count": 34,
     "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": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fe5904aa930>"
      ]
     },
     "execution_count": 35,
     "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": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "execution_count": 36,
     "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
}