{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 398,
   "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": 399,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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": 400,
   "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",
    "]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 401,
   "metadata": {},
   "outputs": [],
   "source": [
    "# overlapped\n",
    "data_a = {\n",
    "    labels_name_a[0]: [36.1, 100, 38.3],  # modela 8DP\n",
    "    labels_name_a[1]: [16.9, 100, 46.7],  # modela 8TP\n",
    "    labels_name_a[2]: [18.7, 100, 39.1],  # modelb 8TP\n",
    "    labels_name_a[3]: [20.1, 100, 25.3],  # modela 2DP 4TP\n",
    "    labels_name_a[4]: [100, 100, 100],  # modela 2DP 8TP\n",
    "    labels_name_a[5]: [17.4, 100, 20.8],  # modela 4DP 2TP\n",
    "    labels_name_a[6]: [-1, 100, 25.3],  # modelb 4DP 2TP\n",
    "}\n",
    "# total\n",
    "data_a_diff = {\n",
    "    labels_name_a[0]: 38.4,  # modela 8DP\n",
    "    labels_name_a[1]: 57.6,  # modela 8TP\n",
    "    labels_name_a[2]: 52.2,  # modelb 8TP\n",
    "    labels_name_a[3]: 46.8,  # modela 2DP 4TP\n",
    "    labels_name_a[4]: 100,  # modela 2DP 8TP\n",
    "    labels_name_a[5]: 43.4,  # modela 4DP 2TP\n",
    "    labels_name_a[6]: 53.9,  # modelb 4DP 2TP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 402,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 403,
   "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": 404,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'Communication Ratio (%)')"
      ]
     },
     "execution_count": 404,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_set = set()\n",
    "\n",
    "for idx, (x_label, y_data) in enumerate(data_a.items()):\n",
    "    diff_value = data_a_diff[x_label]\n",
    "    positions = group_positions[idx]\n",
    "\n",
    "    up_base = None\n",
    "\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",
    "\n",
    "        if label in label_set:\n",
    "            local_label = None\n",
    "        else:\n",
    "            local_label = label\n",
    "            label_set.add(local_label)\n",
    "\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",
    "            continue\n",
    "\n",
    "        if value == 100:\n",
    "            continue\n",
    "\n",
    "        if up_base == None:\n",
    "            ax.text(\n",
    "                pos,\n",
    "                diff_value + 3,\n",
    "                f\"{round(diff_value - value, 2)}%\",\n",
    "                ha=\"center\",\n",
    "                fontweight=\"bold\",\n",
    "                rotation=90,\n",
    "                color=colors[1],\n",
    "            )\n",
    "            up_base = diff_value - value\n",
    "        else:\n",
    "            ax.text(\n",
    "                pos,\n",
    "                diff_value + 3,\n",
    "                f\"{round((diff_value - value) - up_base, 2)}%\",\n",
    "                ha=\"center\",\n",
    "                fontweight=\"bold\",\n",
    "                rotation=90,\n",
    "                color=colors[1],\n",
    "            )\n",
    "\n",
    "        ax.bar(\n",
    "            pos,\n",
    "            diff_value - value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            label=local_label,\n",
    "            hatch=hatch,\n",
    "            edgecolor=edgecolor,\n",
    "        )\n",
    "\n",
    "        total_label = None\n",
    "        if idx == 4 and i == 1:\n",
    "            total_label = \"Overlapping Communication\"\n",
    "\n",
    "        ax.bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=\"#E3E3E3\",\n",
    "            alpha=0.6,\n",
    "            label=total_label,\n",
    "            edgecolor=edgecolor,\n",
    "            bottom=diff_value - value,\n",
    "        )\n",
    "\n",
    "ax.set_xticks(list(group_centers.values()))\n",
    "ax.set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax.set_ylim(0, 100)\n",
    "ax.set_yticks([0, 50, 100])\n",
    "ax.set_yticklabels([\"0\", \"50\", \"100\"], 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(\"Communication Ratio (%)\", fontsize=g_label_fontsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f554a37ab10>"
      ]
     },
     "execution_count": 405,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=4,\n",
    "    loc=\"upper center\",\n",
    "    frameon=False,\n",
    "    shadow=False,\n",
    "    bbox_to_anchor=(0.5, 1.1),\n",
    "    fontsize=g_label_fontsize,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "execution_count": 406,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"end_to_end_overlap.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
}