paper_note/lynx/end_to_end_overlap.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": 2,
   "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": 3,
   "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,-,8,8)\",\n",
    "    \"(C,2,8,8)\",\n",
    "    \"(D,-,8,8)\",\n",
    "    \"(D,2,8,8)\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "legend_labels = [\"Megatron-LM\", \"XLA\", \"Lynx\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 13.333333333333332, '(a) # (model, DP, TP, EP)')"
      ]
     },
     "execution_count": 7,
     "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": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f9499907b60>"
      ]
     },
     "execution_count": 8,
     "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": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2100x700 with 1 Axes>"
      ]
     },
     "execution_count": 9,
     "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
}