paper_note/lynx/end_to_end_mem.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "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": 29,
   "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": 30,
   "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": 31,
   "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, 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": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 13.333333333333332, '(b) # (model, DP, TP, EP)')"
      ]
     },
     "execution_count": 34,
     "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": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f6f630da420>"
      ]
     },
     "execution_count": 35,
     "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": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2100x1050 with 1 Axes>"
      ]
     },
     "execution_count": 36,
     "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
}