paper_note/lynx/end_to_end_overlap.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "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": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4200x1400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(\n",
    "    figsize=(14, 14 / 3), ncols=2, nrows=2, constrained_layout=True, dpi=300\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_name_a = [\n",
    "    \"ModelA\\n8DP\",\n",
    "    \"ModelA\\n8TP\",\n",
    "    \"ModelB\\n8TP\",\n",
    "    \"ModelC\\n8DP\",\n",
    "    \"ModelC\\n8TP\",\n",
    "    \"ModelD\\n8TP\",\n",
    "]\n",
    "labels_name_b = [\n",
    "    \"ModelA\\n16DP\",\n",
    "    \"ModelA\\n16TP\",\n",
    "    \"ModelB\\n16TP\",\n",
    "    \"ModelC\\n16DP\",\n",
    "    \"ModelC\\n16TP\",\n",
    "    \"ModelD\\n16TP\",\n",
    "]\n",
    "labels_name_c = [\n",
    "    \"ModelA\\n2DP$\\\\times$4TP\",\n",
    "    \"ModelA\\n4DP$\\\\times$2TP\",\n",
    "    \"ModelB\\n4DP$\\\\times$2TP\",\n",
    "    \"ModelC\\n2DP$\\\\times$4TP\",\n",
    "    \"ModelC\\n4DP$\\\\times$2TP\",\n",
    "    \"ModelD\\n2DP$\\\\times$4TP\",\n",
    "]\n",
    "labels_name_d = [\n",
    "    \"ModelA\\n15DP\",\n",
    "    \"ModelA\\n15TP\",\n",
    "    \"ModelB\\n15TP\",\n",
    "    \"ModelC\\n15DP\",\n",
    "    \"ModelC\\n15TP\",\n",
    "    \"ModelD\\n15TP\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# overlapp\n",
    "data_a = {\n",
    "    labels_name_a[0]: [36.1, 0, 38.3],  # 94.2,??,81\n",
    "    labels_name_a[1]: [16.9, 0, 46.7],  # 22.64\n",
    "    labels_name_a[2]: [18.7, 0, 0],  # 37\n",
    "    labels_name_a[3]: [0, 0, 0],  # 37\n",
    "    labels_name_a[4]: [0, 0, 0],  # 22.64\n",
    "    labels_name_a[5]: [0, 0, 0],  # 22.64\n",
    "}\n",
    "data_a_diff = {\n",
    "    labels_name_a[0]: 38.4,  # 22.64\n",
    "    labels_name_a[1]: 57.6,  # 22.64\n",
    "    labels_name_a[2]: 52.2,  # 37\n",
    "    labels_name_a[3]: 70,  # 37\n",
    "    labels_name_a[4]: 70,  # 22.64\n",
    "    labels_name_a[5]: 70,  # 22.64\n",
    "}\n",
    "\n",
    "data_b = {\n",
    "    labels_name_b[0]: [0, 0, 0],  # 37\n",
    "    labels_name_b[1]: [0, 0, 0],  # 22.64\n",
    "    labels_name_b[2]: [0, 0, 0],  # 22.64\n",
    "    labels_name_b[3]: [0, 0, 0],  # 37\n",
    "    labels_name_b[4]: [0, 0, 0],  # 22.64\n",
    "    labels_name_b[5]: [0, 0, 0],  # 22.64\n",
    "}\n",
    "data_b_diff = {\n",
    "    labels_name_b[0]: 70,  # 37\n",
    "    labels_name_b[1]: 70,  # 22.64\n",
    "    labels_name_b[2]: 70,  # 22.64\n",
    "    labels_name_b[3]: 70,  # 37\n",
    "    labels_name_b[4]: 70,  # 22.64\n",
    "    labels_name_b[5]: 70,  # 22.64\n",
    "}\n",
    "\n",
    "data_c = {\n",
    "    labels_name_c[0]: [20.1, 0, 0],  # 2DP 4TP\n",
    "    labels_name_c[1]: [17.4, 0, 0],  # 4DP 2TP\n",
    "    labels_name_c[2]: [-1, 0, 25.3],  #\n",
    "    labels_name_c[3]: [0, 0, 0],  # 37\n",
    "    labels_name_c[4]: [0, 0, 0],  # 22.64\n",
    "    labels_name_c[5]: [0, 0, 0],  # 22.64\n",
    "}\n",
    "data_c_diff = {\n",
    "    labels_name_c[0]: 46.8,  # 2DP 4TP\n",
    "    labels_name_c[1]: 43.4,  # 4DP 2TP\n",
    "    labels_name_c[2]: 53.9,  #\n",
    "    labels_name_c[3]: 70,  # 37\n",
    "    labels_name_c[4]: 70,  # 22.64\n",
    "    labels_name_c[5]: 70,  # 22.64\n",
    "}\n",
    "\n",
    "data_d = {\n",
    "    labels_name_d[0]: [0, 0, 0],  # 37\n",
    "    labels_name_d[1]: [0, 0, 0],  # 22.64\n",
    "    labels_name_d[2]: [0, 0, 0],  # 22.64\n",
    "    labels_name_d[3]: [0, 0, 0],  # 37\n",
    "    labels_name_d[4]: [0, 0, 0],  # 22.64\n",
    "    labels_name_d[5]: [0, 0, 0],  # 22.64\n",
    "}\n",
    "data_d_diff = {\n",
    "    labels_name_d[0]: 70,  # 37\n",
    "    labels_name_d[1]: 70,  # 22.64\n",
    "    labels_name_d[2]: 70,  # 22.64\n",
    "    labels_name_d[3]: 70,  # 37\n",
    "    labels_name_d[4]: 70,  # 22.64\n",
    "    labels_name_d[5]: 70,  # 22.64\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(a) Single-node, single parallel')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_set = set()\n",
    "\n",
    "for idx, (x_label, y_data) in enumerate(data_a.items()):\n",
    "    diff_value = data_a_diff[x_label]\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",
    "\n",
    "        ax[0][0].bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            label=local_label,\n",
    "            hatch=hatch,\n",
    "            edgecolor=edgecolor,\n",
    "        )\n",
    "        ax[0][0].bar(\n",
    "            pos,\n",
    "            diff_value - value,\n",
    "            width=bar_width,\n",
    "            color=\"#E3E3E3\",\n",
    "            label=None,\n",
    "            edgecolor=edgecolor,\n",
    "            bottom=value\n",
    "        )\n",
    "\n",
    "ax[0][0].set_xticks(list(group_centers.values()))\n",
    "ax[0][0].set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax[0][0].set_ylim(0, 100)\n",
    "ax[0][0].set_yticks([0, 50, 100])\n",
    "ax[0][0].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax[0][0].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
    "ax[0][0].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax[0][0].set_ylabel(\"Comm-Time Ratio (%)\", fontsize=g_label_fontsize)\n",
    "ax[0][0].set_title(\"(a) Single-node, single parallel\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(b) Two-node, single parallel')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_label = \"Non-Overlap Communication\"\n",
    "\n",
    "for idx, (x_label, y_data) in enumerate(data_b.items()):\n",
    "    diff_value = data_b_diff[x_label]\n",
    "    positions = group_positions[idx]\n",
    "    for i, (pos, value, color, edgecolor, hatch) in enumerate(\n",
    "        zip(\n",
    "            positions,\n",
    "            y_data,\n",
    "            colors,\n",
    "            edgecolors,\n",
    "            hatches,\n",
    "        )\n",
    "    ):\n",
    "        ax[0][1].bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            hatch=hatch,\n",
    "            edgecolor=edgecolor,\n",
    "        )\n",
    "        ax[0][1].bar(\n",
    "            pos,\n",
    "            diff_value - value,\n",
    "            width=bar_width,\n",
    "            color=\"#E3E3E3\",\n",
    "            label=total_label,\n",
    "            edgecolor=edgecolor,\n",
    "            bottom=value\n",
    "        )\n",
    "\n",
    "        if total_label is not None:\n",
    "            total_label = None\n",
    "\n",
    "ax[0][1].set_xticks(list(group_centers.values()))\n",
    "ax[0][1].set_xticklabels(list(data_b.keys()))\n",
    "\n",
    "ax[0][1].set_ylim(0, 100)\n",
    "ax[0][1].set_yticks([0, 50, 100])\n",
    "ax[0][1].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax[0][1].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
    "ax[0][1].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax[0][1].set_title(\"(b) Two-node, single parallel\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(c) Single-node, hybrid parallel')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for idx, (x_label, y_data) in enumerate(data_c.items()):\n",
    "    diff_value = data_c_diff[x_label]\n",
    "    positions = group_positions[idx]\n",
    "    for i, (pos, value, color, edgecolor, hatch) in enumerate(\n",
    "        zip(\n",
    "            positions,\n",
    "            y_data,\n",
    "            colors,\n",
    "            edgecolors,\n",
    "            hatches,\n",
    "        )\n",
    "    ):\n",
    "        if value == -1:\n",
    "            ax[1][0].text(\n",
    "                pos,\n",
    "                1,\n",
    "                \"OOM$\\\\times$\",\n",
    "                rotation=90,\n",
    "                ha=\"center\",\n",
    "                va=\"bottom\",\n",
    "                color=\"red\",\n",
    "            )\n",
    "            continue\n",
    "        ax[1][0].bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            label=local_label,\n",
    "            hatch=hatch,\n",
    "            edgecolor=edgecolor,\n",
    "        )\n",
    "        ax[1][0].bar(\n",
    "            pos,\n",
    "            diff_value - value,\n",
    "            width=bar_width,\n",
    "            color=\"#E3E3E3\",\n",
    "            label=None,\n",
    "            edgecolor=edgecolor,\n",
    "            bottom=value,\n",
    "        )\n",
    "\n",
    "ax[1][0].set_xticks(list(group_centers.values()))\n",
    "ax[1][0].set_xticklabels(list(data_c.keys()))\n",
    "\n",
    "ax[1][0].set_ylim(0, 100)\n",
    "ax[1][0].set_yticks([0, 50, 100])\n",
    "ax[1][0].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax[1][0].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
    "ax[1][0].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax[1][0].set_ylabel(\"Comm-Time Ratio (%)\", fontsize=g_label_fontsize)\n",
    "ax[1][0].set_title(\"(c) Single-node, hybrid parallel\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(d) Two-node, hybrid parallel')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for idx, (x_label, y_data) in enumerate(data_d.items()):\n",
    "    diff_value = data_d_diff[x_label]\n",
    "    positions = group_positions[idx]\n",
    "    for i, (pos, value, color, edgecolor, hatch) in enumerate(\n",
    "        zip(\n",
    "            positions,\n",
    "            y_data,\n",
    "            colors,\n",
    "            edgecolors,\n",
    "            hatches,\n",
    "        )\n",
    "    ):\n",
    "        ax[1][1].bar(\n",
    "            pos,\n",
    "            value,\n",
    "            width=bar_width,\n",
    "            color=color,\n",
    "            hatch=hatch,\n",
    "            edgecolor=edgecolor,\n",
    "        )\n",
    "        ax[1][1].bar(\n",
    "            pos,\n",
    "            diff_value - value,\n",
    "            width=bar_width,\n",
    "            color=\"#E3E3E3\",\n",
    "            label=None,\n",
    "            edgecolor=edgecolor,\n",
    "            bottom=value,\n",
    "        )\n",
    "\n",
    "ax[1][1].set_xticks(list(group_centers.values()))\n",
    "ax[1][1].set_xticklabels(list(data_d.keys()))\n",
    "\n",
    "ax[1][1].set_ylim(0, 100)\n",
    "ax[1][1].set_yticks([0, 50, 100])\n",
    "ax[1][1].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
    "\n",
    "ax[1][1].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
    "ax[1][1].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
    "\n",
    "ax[1][1].set_title(\"(d) Two-node, hybrid parallel\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fbf45491190>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=4,\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": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4200x1400 with 4 Axes>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.savefig(\"end_to_end_overlap.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
}