paper_note/lynx/end_to_end_mem.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 379,
   "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": 380,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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": 381,
   "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": 382,
   "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": 383,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "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": 385,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 13.333333333333332, '(b) # (model, i-way DP, j-way TP, k-way EP)')"
      ]
     },
     "execution_count": 385,
     "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, i-way DP, j-way TP, k-way EP)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fc60c80a7b0>"
      ]
     },
     "execution_count": 386,
     "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": 387,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2100x1050 with 1 Axes>"
      ]
     },
     "execution_count": 387,
     "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
}