{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "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": 11,
   "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": 12,
   "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": 13,
   "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": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'Communication Ratio (%)')"
      ]
     },
     "execution_count": 16,
     "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 == 1 and i == 0:\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": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0ed9adf410>"
      ]
     },
     "execution_count": 17,
     "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, 1.08),\n",
    "    fontsize=g_label_fontsize,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "execution_count": 18,
     "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",
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