paper_note/lynx/end_to_end_overlap.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 44,
   "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": 45,
   "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": 46,
   "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",
    "]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# comm\n",
    "data_a = {\n",
    "    labels_name_a[0]: [3.5, 10.4, 0.1],  # modela 8DP\n",
    "    labels_name_a[1]: [49.0, 26.5, 13.6],  # modela 8TP\n",
    "    labels_name_a[2]: [41.3, 25.5, 13.0],  # modelb 8TP\n",
    "    labels_name_a[3]: [33.4, 37.6, 28.2],  # modela 2DP 4TP\n",
    "    labels_name_a[4]: [31.0, 32.3, 25.7],  # modela 2DP 8TP\n",
    "    labels_name_a[5]: [31.6, 36.2, 28.2],  # modela 4DP 2TP\n",
    "    labels_name_a[6]: [-1, 42.3, 37.3],  # modelb 4DP 2TP\n",
    "    labels_name_a[7]: [48.2, 1, 1],  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: [81.9, 1, 1],  # modelc 2DP 8TP 8EP\n",
    "    labels_name_a[9]: [32.5, 1, 1],  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: [81.2, 1, 1],  # modeld 2DP 8TP 8EP\n",
    "}\n",
    "# total = comm/(comm+comp)\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]: 42.0,  # modela 2DP 8TP\n",
    "    labels_name_a[5]: 43.4,  # modela 4DP 2TP\n",
    "    labels_name_a[6]: 53.9,  # modelb 4DP 2TP\n",
    "    labels_name_a[7]: 48.3,  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: 82.2,  # modelc 2DP 8TP 8EP\n",
    "    labels_name_a[9]: 35.8,  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: 81.5,  # modeld 2DP 8TP 8EP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'Communication Ratio (%)')"
      ]
     },
     "execution_count": 50,
     "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(value, 2)}%\",\n",
    "        #         ha=\"center\",\n",
    "        #         fontweight=\"bold\",\n",
    "        #         color=colors[1],\n",
    "        #         size=g_label_fontsize - 8,\n",
    "        #     )\n",
    "        #     up_base = value\n",
    "        # else:\n",
    "        #     ax.text(\n",
    "        #         pos,\n",
    "        #         diff_value + 3,\n",
    "        #         f\"{round((value) - up_base, 2)}%\",\n",
    "        #         ha=\"center\",\n",
    "        #         fontweight=\"bold\",\n",
    "        #         color=colors[1],\n",
    "        #         size=g_label_fontsize - 8,\n",
    "        #     )\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",
    "        total_label = None\n",
    "        if idx == 1 and i == 0:\n",
    "            total_label = \"Total Communication\"\n",
    "\n",
    "        ax.bar(\n",
    "            pos,\n",
    "            diff_value - value,\n",
    "            width=bar_width,\n",
    "            color=\"#E3E3E3\",\n",
    "            alpha=0.6,\n",
    "            label=total_label,\n",
    "            edgecolor=edgecolor,\n",
    "            bottom=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": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f63e45065a0>"
      ]
     },
     "execution_count": 51,
     "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, 0.95),\n",
    "    fontsize=g_label_fontsize,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "execution_count": 52,
     "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
}