paper_note/lynx/end_to_end_overlap.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "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": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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": 39,
   "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": null,
   "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, 0],  # 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": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(a) Single-node, single parallel')"
      ]
     },
     "execution_count": 43,
     "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": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(b) Two-node, single parallel')"
      ]
     },
     "execution_count": 44,
     "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": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(c) Single-node, hybrid parallel')"
      ]
     },
     "execution_count": 45,
     "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": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '(d) Two-node, hybrid parallel')"
      ]
     },
     "execution_count": 46,
     "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": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f360cd4f080>"
      ]
     },
     "execution_count": 47,
     "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": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 4200x1400 with 4 Axes>"
      ]
     },
     "execution_count": 48,
     "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
}