paper_note/lynx/end_to_end_mfu.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 151,
   "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": 152,
   "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": 153,
   "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",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "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, 37.3, 42.6],  # 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",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "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": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(13.333333333333346, 0.5, 'MFU (%)')"
      ]
     },
     "execution_count": 157,
     "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": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f2b103ea330>"
      ]
     },
     "execution_count": 158,
     "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, 1.1),\n",
    "    fontsize=g_label_fontsize,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4200x1050 with 1 Axes>"
      ]
     },
     "execution_count": 159,
     "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
}