paper_note/lynx/end_to_end_mfu.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": 2,
   "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": 3,
   "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",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# MFU\n",
    "data_a = {\n",
    "    labels_name_a[0]: [41.0, 34.2, 44.4],  # modela 8DP\n",
    "    labels_name_a[1]: [26.2, 36.8, 43.6],  # modela 8TP\n",
    "    labels_name_a[2]: [30.1, 39.6, 49.4],  # modelb 8TP\n",
    "    labels_name_a[3]: [37.1, 30.4, 44.6],  # modela 2DP 4TP\n",
    "    labels_name_a[4]: [39.6, 37.2, 47.9],  # modela 2DP 8TP\n",
    "    labels_name_a[5]: [40.4, 30.5, 44.7],  # modela 4DP 2TP\n",
    "    labels_name_a[6]: [-1, 31.7, 38.0],  # modelb 4DP 2TP\n",
    "    labels_name_a[7]: [9.3, 9.4, 10.1],  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: [4.0, 1, 1],  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[9]: [15.1, 1, 1],  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: [4.2, 1, 1],  # modeld 1DP 8TP 8EP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LM 1.08 XLA 1.3\n",
      "LM 1.66 XLA 1.18\n",
      "LM 1.64 XLA 1.25\n",
      "LM 1.2 XLA 1.47\n",
      "LM 1.21 XLA 1.29\n",
      "LM 1.11 XLA 1.47\n",
      "LM -38.0 XLA 1.2\n",
      "LM 1.09 XLA 1.07\n",
      "LM 0.25 XLA 1.0\n",
      "LM 0.07 XLA 1.0\n",
      "LM 0.24 XLA 1.0\n"
     ]
    }
   ],
   "source": [
    "for y_data in data_a.values():\n",
    "    print(f\"LM {round(y_data[2]/y_data[0], 2)} XLA {round(y_data[2]/y_data[1], 2)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'MFU (%)')"
      ]
     },
     "execution_count": 8,
     "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",
    "    up_base =[i for i in y_data if i > 0][0]\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",
    "        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$OOM\",\n",
    "                rotation=90,\n",
    "                ha=\"center\",\n",
    "                va=\"bottom\",\n",
    "                color=\"red\",\n",
    "            )\n",
    "            continue\n",
    "        up_v = round(value/up_base, 2)\n",
    "        if up_v == 1:\n",
    "            up_v = 1\n",
    "        ax.text(\n",
    "            pos,\n",
    "            value + 2,\n",
    "            f\"{str(up_v)}$\\\\times$\",\n",
    "            ha=\"center\",\n",
    "            fontweight=\"bold\",\n",
    "            color=colors[1],\n",
    "            rotation=90,\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, 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(\"MFU (%)\", fontsize=g_label_fontsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7dd36a98b0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=3,\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": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"end_to_end_mfu.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
}