paper_note/lynx/end_to_end_mem.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 388,
   "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": 389,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2100x1050 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(7, 14 / 4), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name_a = [\n",
    "    \"(A,8,-,-)\",\n",
    "    \"(A,-,8,-)\",\n",
    "    \"(B,-,8,-)\",\n",
    "    \"(A,2,4,-)\",\n",
    "    \"(A,2,8,-)\",\n",
    "    \"(A,4,2,-)\",\n",
    "    \"(B,4,2,-)\",\n",
    "    \"(C,1,8,8)\",\n",
    "    \"(C,2,8,8)\",\n",
    "    \"(D,1,8,8)\",\n",
    "    \"(D,2,8,8)\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 391,
   "metadata": {},
   "outputs": [],
   "source": [
    "# peak memory\n",
    "data_a = {\n",
    "    labels_name_a[0]: [79, 40.95, 50.12],  # modela 8DP\n",
    "    labels_name_a[1]: [47, 44.24, 41.74],  # modela 8TP\n",
    "    labels_name_a[2]: [65.66, 59.47, 69.75],  # modelb 8TP\n",
    "    labels_name_a[3]: [50, 40.94, 54.22],  # modela 2DP 4TP\n",
    "    labels_name_a[4]: [76, 64.92, 71.72],  # modela 2DP 8TP\n",
    "    labels_name_a[5]: [60, 40.97, 55.75],  # modela 4DP 2TP\n",
    "    labels_name_a[6]: [-1, 59.32, 64.60],  # modelb 4DP 2TP\n",
    "    labels_name_a[7]: [70, 1, 1],  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: [70, 1, 1],  # modelc 2DP 8TP 8EP\n",
    "    labels_name_a[9]: [80, 1, 1],  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: [80, 1, 1],  # modeld 2DP 8TP 8EP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 392,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 393,
   "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": 394,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 13.333333333333332, '(b) # (model, DP, TP, EP)')"
      ]
     },
     "execution_count": 394,
     "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",
    "    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",
    "        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, 95)\n",
    "ax.set_yticks([0, 40, 80])\n",
    "ax.set_yticklabels([\"0\", \"40\", \"80\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax.tick_params(\n",
    "    axis=\"x\", bottom=False, labelsize=g_label_fontsize - 2, pad=1, rotation=-20\n",
    ")\n",
    "ax.tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax.set_ylabel(\"Peak Memory (GB)\", fontsize=g_label_fontsize)\n",
    "ax.set_xlabel(\"(b) # (model, DP, TP, EP)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 395,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fc60fa9c9e0>"
      ]
     },
     "execution_count": 395,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=3,\n",
    "    loc=\"upper center\",\n",
    "    frameon=False,\n",
    "    shadow=False,\n",
    "    fontsize=g_label_fontsize,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2100x1050 with 1 Axes>"
      ]
     },
     "execution_count": 396,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"end_to_end_mem.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
}