{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "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": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2100x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(7, 14 / 6), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name_a = [\n",
    "    \"(A,8,-,-)\",\n",
    "    \"(A,-,8,-)\",\n",
    "    \"(B,-,8,-)\",\n",
    "    \"(A,2,4,-)\",\n",
    "    \"(A,2,8,-)\",\n",
    "    \"(A,4,2,-)\",\n",
    "    \"(B,4,2,-)\",\n",
    "    \"(C,1,8,8)\",\n",
    "    \"(C,2,8,8)\",\n",
    "    \"(D,1,8,8)\",\n",
    "    \"(D,2,8,8)\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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, 47.73, 52.80],  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: [70, 41.57, 42.32],  # modelc 2DP 8TP 8EP\n",
    "    labels_name_a[9]: [80, 74.85, 76.00],  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: [80, 73.24, 73.96],  # modeld 2DP 8TP 8EP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 13.333333333333332, '(b) # (model, DP, TP, EP)')"
      ]
     },
     "execution_count": 25,
     "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, 95)\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(\n",
    "    axis=\"x\", bottom=False, labelsize=g_label_fontsize - 2, pad=1, rotation=-20\n",
    ")\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)\n",
    "ax.set_xlabel(\"(b) # (model, DP, TP, EP)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fbd0a416510>"
      ]
     },
     "execution_count": 26,
     "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 - 2,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2100x700 with 1 Axes>"
      ]
     },
     "execution_count": 27,
     "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
}