paper_note/lynx/end_to_end_mem.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "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": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2100x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(7, 14 / 6), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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": 13,
   "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, 41.57, 42.32],  # modelc 2DP 8TP 8EP\n",
    "    labels_name_a[9]: [80, 74.85, 76.00],  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: [80, 73.24, 73.96],  # modeld 2DP 8TP 8EP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 13.333333333333332, '(b) # (model, DP, TP, EP)')"
      ]
     },
     "execution_count": 16,
     "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": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fbd0a4172c0>"
      ]
     },
     "execution_count": 17,
     "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 - 2,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2100x700 with 1 Axes>"
      ]
     },
     "execution_count": 18,
     "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
}