paper_note/lynx/end_to_end_overlap.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 145,
   "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": 146,
   "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": 147,
   "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": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "# comm\n",
    "data_a = {\n",
    "    labels_name_a[0]: [3.5, 10.4, 0.1],  # modela 8DP\n",
    "    labels_name_a[1]: [49.0, 26.5, 13.6],  # modela 8TP\n",
    "    labels_name_a[2]: [41.3, 25.5, 13.0],  # modelb 8TP\n",
    "    labels_name_a[3]: [33.4, 37.6, 28.2],  # modela 2DP 4TP\n",
    "    labels_name_a[4]: [31.0, 32.3, 25.7],  # modela 2DP 8TP\n",
    "    labels_name_a[5]: [31.6, 36.2, 28.2],  # modela 4DP 2TP\n",
    "    labels_name_a[6]: [-1, 42.3, 37.3],  # modelb 4DP 2TP\n",
    "    labels_name_a[7]: [48.2, 1, 1],  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: [81.9, 1, 1],  # modelc 2DP 8TP 8EP\n",
    "    labels_name_a[9]: [32.5, 1, 1],  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: [81.2, 80.0, 79.1],  # modeld 2DP 8TP 8EP\n",
    "}\n",
    "# total = comm/(comm+comp)\n",
    "data_a_diff = {\n",
    "    labels_name_a[0]: 38.4,  # modela 8DP\n",
    "    labels_name_a[1]: 57.6,  # modela 8TP\n",
    "    labels_name_a[2]: 52.2,  # modelb 8TP\n",
    "    labels_name_a[3]: 46.8,  # modela 2DP 4TP\n",
    "    labels_name_a[4]: 42.0,  # modela 2DP 8TP\n",
    "    labels_name_a[5]: 43.4,  # modela 4DP 2TP\n",
    "    labels_name_a[6]: 53.9,  # modelb 4DP 2TP\n",
    "    labels_name_a[7]: 48.3,  # modelc 1DP 8TP 8EP\n",
    "    labels_name_a[8]: 82.2,  # modelc 2DP 8TP 8EP\n",
    "    labels_name_a[9]: 35.8,  # modeld 1DP 8TP 8EP\n",
    "    labels_name_a[10]: 81.5,  # modeld 2DP 8TP 8EP\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "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": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 13.333333333333332, '(a) # (model, DP, TP, EP)')"
      ]
     },
     "execution_count": 151,
     "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",
    "\n",
    "    up_base = None\n",
    "\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",
    "\n",
    "        if label in label_set:\n",
    "            local_label = None\n",
    "        else:\n",
    "            local_label = label\n",
    "            label_set.add(local_label)\n",
    "\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",
    "                size=g_label_fontsize - 6,\n",
    "            )\n",
    "            continue\n",
    "\n",
    "        if value == 100:\n",
    "            continue\n",
    "\n",
    "        # if up_base == None:\n",
    "        #     ax.text(\n",
    "        #         pos,\n",
    "        #         diff_value + 3,\n",
    "        #         f\"{round(value, 2)}%\",\n",
    "        #         ha=\"center\",\n",
    "        #         fontweight=\"bold\",\n",
    "        #         color=colors[1],\n",
    "        #         size=g_label_fontsize - 8,\n",
    "        #     )\n",
    "        #     up_base = value\n",
    "        # else:\n",
    "        #     ax.text(\n",
    "        #         pos,\n",
    "        #         diff_value + 3,\n",
    "        #         f\"{round((value) - up_base, 2)}%\",\n",
    "        #         ha=\"center\",\n",
    "        #         fontweight=\"bold\",\n",
    "        #         color=colors[1],\n",
    "        #         size=g_label_fontsize - 8,\n",
    "        #     )\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",
    "        total_label = None\n",
    "        if idx == 1 and i == 0:\n",
    "            total_label = \"Total Communication\"\n",
    "\n",
    "        ax.bar(\n",
    "            pos,\n",
    "            diff_value - value,\n",
    "            width=bar_width,\n",
    "            color=\"#E3E3E3\",\n",
    "            alpha=0.6,\n",
    "            label=total_label,\n",
    "            edgecolor=edgecolor,\n",
    "            bottom=value,\n",
    "        )\n",
    "\n",
    "ax.set_xticks(list(group_centers.values()))\n",
    "ax.set_xticklabels(list(data_a.keys()))\n",
    "\n",
    "ax.set_ylim(0, 110)\n",
    "ax.set_yticks([0, 50, 100])\n",
    "ax.set_yticklabels([\"0\", \"50\", \"100\"], 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(\"Comm Ratio (%)\", fontsize=g_label_fontsize)\n",
    "ax.set_xlabel(\"(a) # (model, DP, TP, EP)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f32240d3bc0>"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig.legend(\n",
    "    ncol=2,\n",
    "    loc=\"upper center\",\n",
    "    frameon=False,\n",
    "    shadow=False,\n",
    "    bbox_to_anchor=(0.4, 1.0),\n",
    "    fontsize=g_label_fontsize - 2,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2100x700 with 1 Axes>"
      ]
     },
     "execution_count": 153,
     "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
}