{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9d39d946",
   "metadata": {},
   "source": [
    "# Comparison Between TreeValue and Tianshou Batch"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c6db2d4",
   "metadata": {},
   "source": [
    "In this section, we will take a look at the feature and performance of the [Tianshou Batch](https://github.com/thu-ml/tianshou) library, which is developed by Tsinghua Machine Learning Group."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "069361b0",
   "metadata": {},
   "source": [
    "Before starting the comparison, let us define some thing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "06fc8d26",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:40.129126Z",
     "iopub.status.busy": "2024-10-16T13:50:40.128921Z",
     "iopub.status.idle": "2024-10-16T13:50:41.325728Z",
     "shell.execute_reply": "2024-10-16T13:50:41.325009Z"
    }
   },
   "outputs": [],
   "source": [
    "import torch \n",
    "\n",
    "_TREE_DATA_1 = {'a': 1, 'b': 2, 'x': {'c': 3, 'd': 4}}\n",
    "_TREE_DATA_2 = {\n",
    "    'a': torch.randn(2, 3), \n",
    "    'x': {\n",
    "        'c': torch.randn(3, 4)\n",
    "    },\n",
    "}\n",
    "_TREE_DATA_3 = {\n",
    "    'obs': torch.randn(4, 84, 84),\n",
    "    'action': torch.randint(0, 6, size=(1,)),\n",
    "    'reward': torch.rand(1),\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83461b25",
   "metadata": {},
   "source": [
    "## Read and Write Operation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "067b3f73",
   "metadata": {},
   "source": [
    "Reading and writing are the two most common operations in the tree data structure based on the data model (TreeValue and Tianshou Batch both belong to this type), so this section will compare the reading and writing performance of these two libraries."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d09a5b7",
   "metadata": {},
   "source": [
    "### TreeValue's Get and Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9519c4bb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:41.328628Z",
     "iopub.status.busy": "2024-10-16T13:50:41.328200Z",
     "iopub.status.idle": "2024-10-16T13:50:41.644591Z",
     "shell.execute_reply": "2024-10-16T13:50:41.643864Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/tmp4q2ykbbk/66de8e06e92e92c7452902eb8564aeac8e1de431/treevalue/tree/integration/torch.py:23: FutureWarning: `torch.utils._pytree._register_pytree_node` is deprecated. Please use `torch.utils._pytree.register_pytree_node` instead.\n",
      "  register_for_torch(TreeValue)\n",
      "/tmp/tmp4q2ykbbk/66de8e06e92e92c7452902eb8564aeac8e1de431/treevalue/tree/integration/torch.py:24: FutureWarning: `torch.utils._pytree._register_pytree_node` is deprecated. Please use `torch.utils._pytree.register_pytree_node` instead.\n",
      "  register_for_torch(FastTreeValue)\n"
     ]
    }
   ],
   "source": [
    "from treevalue import FastTreeValue\n",
    "\n",
    "t = FastTreeValue(_TREE_DATA_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "11c37677",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:41.646945Z",
     "iopub.status.busy": "2024-10-16T13:50:41.646453Z",
     "iopub.status.idle": "2024-10-16T13:50:41.751052Z",
     "shell.execute_reply": "2024-10-16T13:50:41.750190Z"
    }
   },
   "outputs": [
    {
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",
      "image/png": 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       "<path fill=\"none\" stroke=\"#1f9929\" stroke-opacity=\"0.800000\" d=\"M394,-104.67C394,-91.52 394,-73.11 394,-57.58\"/>\n",
       "<ellipse fill=\"#1f9929\" fill-opacity=\"0.800000\" stroke=\"#1f9929\" stroke-opacity=\"0.800000\" cx=\"394\" cy=\"-55.28\" rx=\"2\" ry=\"2\"/>\n",
       "<text text-anchor=\"middle\" x=\"398.5\" y=\"-74.8\" font-family=\"Times-Roman bold\" font-size=\"14.00\" fill=\"#00730a\">c</text>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<FastTreeValue 0x7f8274cc3e80>\n",
       "├── 'a' --> tensor([[ 0.9894,  0.4298,  0.5137],\n",
       "│                   [-1.2854,  0.0775,  0.1881]])\n",
       "└── 'x' --> <FastTreeValue 0x7f8274cc3d30>\n",
       "    └── 'c' --> tensor([[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                        [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                        [ 0.1659, -0.1897, -2.0826, -0.4365]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fd70b0b9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:41.753322Z",
     "iopub.status.busy": "2024-10-16T13:50:41.752912Z",
     "iopub.status.idle": "2024-10-16T13:50:41.758235Z",
     "shell.execute_reply": "2024-10-16T13:50:41.757564Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 0.9894,  0.4298,  0.5137],\n",
       "        [-1.2854,  0.0775,  0.1881]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t.a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c18197bd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:41.760373Z",
     "iopub.status.busy": "2024-10-16T13:50:41.760022Z",
     "iopub.status.idle": "2024-10-16T13:50:45.564686Z",
     "shell.execute_reply": "2024-10-16T13:50:45.563979Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "47.1 ns ± 0.475 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit t.a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bd52f867",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:45.566980Z",
     "iopub.status.busy": "2024-10-16T13:50:45.566746Z",
     "iopub.status.idle": "2024-10-16T13:50:45.686890Z",
     "shell.execute_reply": "2024-10-16T13:50:45.686011Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "image/png": 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       "<path fill=\"none\" stroke=\"#1f9929\" stroke-opacity=\"0.800000\" d=\"M394,-104.67C394,-91.52 394,-73.11 394,-57.58\"/>\n",
       "<ellipse fill=\"#1f9929\" fill-opacity=\"0.800000\" stroke=\"#1f9929\" stroke-opacity=\"0.800000\" cx=\"394\" cy=\"-55.28\" rx=\"2\" ry=\"2\"/>\n",
       "<text text-anchor=\"middle\" x=\"398.5\" y=\"-74.8\" font-family=\"Times-Roman bold\" font-size=\"14.00\" fill=\"#00730a\">c</text>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<FastTreeValue 0x7f8274cc3e80>\n",
       "├── 'a' --> tensor([[ 1.1032, -1.5037,  1.3466],\n",
       "│                   [ 0.0553, -0.6899, -1.0913]])\n",
       "└── 'x' --> <FastTreeValue 0x7f8274cc3d30>\n",
       "    └── 'c' --> tensor([[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                        [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                        [ 0.1659, -0.1897, -2.0826, -0.4365]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_value = torch.randn(2, 3)\n",
    "t.a = new_value\n",
    "\n",
    "t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bbe04d1c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:45.689357Z",
     "iopub.status.busy": "2024-10-16T13:50:45.689003Z",
     "iopub.status.idle": "2024-10-16T13:50:49.804061Z",
     "shell.execute_reply": "2024-10-16T13:50:49.803414Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50.7 ns ± 0.296 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit t.a = new_value"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48c49731",
   "metadata": {},
   "source": [
    "### Tianshou Batch's Get and Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f1bb14c1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:49.806182Z",
     "iopub.status.busy": "2024-10-16T13:50:49.805946Z",
     "iopub.status.idle": "2024-10-16T13:50:50.135945Z",
     "shell.execute_reply": "2024-10-16T13:50:50.135234Z"
    }
   },
   "outputs": [],
   "source": [
    "from tianshou.data import Batch\n",
    "\n",
    "b = Batch(**_TREE_DATA_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cb0777c3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:50.138565Z",
     "iopub.status.busy": "2024-10-16T13:50:50.138297Z",
     "iopub.status.idle": "2024-10-16T13:50:50.143567Z",
     "shell.execute_reply": "2024-10-16T13:50:50.142914Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Batch(\n",
       "    a: tensor([[ 0.9894,  0.4298,  0.5137],\n",
       "               [-1.2854,  0.0775,  0.1881]]),\n",
       "    x: Batch(\n",
       "           c: tensor([[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                      [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                      [ 0.1659, -0.1897, -2.0826, -0.4365]]),\n",
       "       ),\n",
       ")"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "43ef8ea3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:50.145830Z",
     "iopub.status.busy": "2024-10-16T13:50:50.145362Z",
     "iopub.status.idle": "2024-10-16T13:50:50.149847Z",
     "shell.execute_reply": "2024-10-16T13:50:50.149187Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 0.9894,  0.4298,  0.5137],\n",
       "        [-1.2854,  0.0775,  0.1881]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b.a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b785ab72",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:50.151939Z",
     "iopub.status.busy": "2024-10-16T13:50:50.151578Z",
     "iopub.status.idle": "2024-10-16T13:50:53.695921Z",
     "shell.execute_reply": "2024-10-16T13:50:53.695267Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "43.6 ns ± 0.267 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit b.a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ad54dc69",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:53.698154Z",
     "iopub.status.busy": "2024-10-16T13:50:53.697737Z",
     "iopub.status.idle": "2024-10-16T13:50:53.703448Z",
     "shell.execute_reply": "2024-10-16T13:50:53.702904Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Batch(\n",
       "    a: tensor([[-0.5305,  1.0962, -1.0599],\n",
       "               [-0.2240,  1.3148, -1.6771]]),\n",
       "    x: Batch(\n",
       "           c: tensor([[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                      [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                      [ 0.1659, -0.1897, -2.0826, -0.4365]]),\n",
       "       ),\n",
       ")"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_value = torch.randn(2, 3)\n",
    "b.a = new_value\n",
    "\n",
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "29b1d0bf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:53.705551Z",
     "iopub.status.busy": "2024-10-16T13:50:53.705158Z",
     "iopub.status.idle": "2024-10-16T13:50:56.756553Z",
     "shell.execute_reply": "2024-10-16T13:50:56.755832Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "376 ns ± 2.87 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit b.a = new_value"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b61ad1d0",
   "metadata": {},
   "source": [
    "## Initialization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d70f0d54",
   "metadata": {},
   "source": [
    "### TreeValue's Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d32a679b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:50:56.759023Z",
     "iopub.status.busy": "2024-10-16T13:50:56.758601Z",
     "iopub.status.idle": "2024-10-16T13:51:02.240913Z",
     "shell.execute_reply": "2024-10-16T13:51:02.240259Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6.75 µs ± 22.7 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit FastTreeValue(_TREE_DATA_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24f3707b",
   "metadata": {},
   "source": [
    "### Tianshou Batch's Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ac3958df",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:02.243311Z",
     "iopub.status.busy": "2024-10-16T13:51:02.242889Z",
     "iopub.status.idle": "2024-10-16T13:51:09.169616Z",
     "shell.execute_reply": "2024-10-16T13:51:09.168892Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8.53 µs ± 33.5 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit Batch(**_TREE_DATA_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ab82e2d",
   "metadata": {},
   "source": [
    "## Deep Copy Operation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "210a9442",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:09.171972Z",
     "iopub.status.busy": "2024-10-16T13:51:09.171472Z",
     "iopub.status.idle": "2024-10-16T13:51:09.174597Z",
     "shell.execute_reply": "2024-10-16T13:51:09.173941Z"
    }
   },
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a736274",
   "metadata": {},
   "source": [
    "### Deep Copy of TreeValue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f9bcadd6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:09.176683Z",
     "iopub.status.busy": "2024-10-16T13:51:09.176325Z",
     "iopub.status.idle": "2024-10-16T13:51:20.081416Z",
     "shell.execute_reply": "2024-10-16T13:51:20.080602Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "134 µs ± 1.13 µs per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "t3 = FastTreeValue(_TREE_DATA_3)\n",
    "%timeit copy.deepcopy(t3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf8be7ea",
   "metadata": {},
   "source": [
    "### Deep Copy of Tianshou Batch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "91998e6f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:20.084112Z",
     "iopub.status.busy": "2024-10-16T13:51:20.083652Z",
     "iopub.status.idle": "2024-10-16T13:51:30.420536Z",
     "shell.execute_reply": "2024-10-16T13:51:30.419797Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "127 µs ± 597 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "b3 = Batch(**_TREE_DATA_3)\n",
    "%timeit copy.deepcopy(b3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "223162fb",
   "metadata": {},
   "source": [
    "## Stack, Concat and Split Operation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85fa4a73",
   "metadata": {},
   "source": [
    "### Performance of TreeValue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a0c2b697",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:30.423149Z",
     "iopub.status.busy": "2024-10-16T13:51:30.422739Z",
     "iopub.status.idle": "2024-10-16T13:51:30.432821Z",
     "shell.execute_reply": "2024-10-16T13:51:30.432145Z"
    }
   },
   "outputs": [],
   "source": [
    "trees = [FastTreeValue(_TREE_DATA_2) for _ in range(8)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "017ea5a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:30.435098Z",
     "iopub.status.busy": "2024-10-16T13:51:30.434712Z",
     "iopub.status.idle": "2024-10-16T13:51:30.617196Z",
     "shell.execute_reply": "2024-10-16T13:51:30.616381Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      "image/png": 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      "text/plain": [
       "<FastTreeValue 0x7f8274cc3070>\n",
       "├── 'a' --> tensor([[[ 0.9894,  0.4298,  0.5137],\n",
       "│                    [-1.2854,  0.0775,  0.1881]],\n",
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       "│                    [-1.2854,  0.0775,  0.1881]]])\n",
       "└── 'x' --> <FastTreeValue 0x7f818108ac70>\n",
       "    └── 'c' --> tensor([[[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
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       "                \n",
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       "                         [ 0.1659, -0.1897, -2.0826, -0.4365]]])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_stack = FastTreeValue.func(subside=True)(torch.stack)\n",
    "\n",
    "t_stack(trees)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f8b3f415",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:30.621083Z",
     "iopub.status.busy": "2024-10-16T13:51:30.620629Z",
     "iopub.status.idle": "2024-10-16T13:51:32.620884Z",
     "shell.execute_reply": "2024-10-16T13:51:32.620167Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24.6 µs ± 87 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit t_stack(trees)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "94b56771",
   "metadata": {
    "execution": {
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     "iopub.status.busy": "2024-10-16T13:51:32.623004Z",
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     "shell.execute_reply": "2024-10-16T13:51:32.772804Z"
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   "outputs": [
    {
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tnBLNIVyUXln2j2GcUnsEtjpaKyvDV5qOoeHbK81WCKC9nTzHjiBCqCSV4JJB24zz1zWrUmYVy/j26uYPD8VrazPBLf3cNn5qHDIHbBI/AEfjXUVheLdGuNc0JoLORI72GVLi2Z/u+YhyM/XkfjTW41ucnpMOlaD4v0lfDlxMbC+e4s7yJ3cjzo13Bvm754JHHpXpNcbYWXiDW/E9hquuadDpsGmRyCGFLgSmWRxtLZHAGOgPNbt1PrKeIrCG2tIX0h43N1OxG+NgDtAG4dTjsaGOWpyPxDtbK58QaD/aWk32p2aRXJkgs0Znz+7wflIPX3rY8Hp4dufD13a+HY7iygaR1niZnE0MhUA53EkHAGO3H1q/rl94hsriNtI0aDUrdk+dTdCF1bPq3BGMVS8M6XqtlLrWs6lBCmoak6yCzhfKoEXaq7umT3PSn0Hf3TN8J6RbaJ481+ztDKYxa27FpZC7Mx3ZJJqr44sfB9jcy3euXF8dSulZ7XbLKShAAATHyrzjr61Jpb+LY/GF1qs/hLyob5YYZP8AiZRN5KqSC/HLcHOMDpWrqt94tE11Zw+GbG/tXLLFM12qrsPTejDJ98U+o9biWfhi38R+E9Hj8VW/2y7hhDEmZgQSOpKkZOAMnmqHgfQNKs/EWuajpNoILONxYQfOzbiuDI2WJOC2B/wGtXTNM1Xw78P00+2AvNUt7d1jCsADISSAC2Bhc98cCtPw5pI0Pw9Y6dnLwxjzG/vOeWP4sTSuJvRnOwaRY6Z8WBNZweXJeadNNOd7He5lTnk8fhXbVyH2y1uvipAlvcwzPDpcySrG4Yxt5qcNjofY1oeLdYvtH0yA6XDDNqF1cx28EcykqxbOc4IPABOfak9RO7sb9FFFIkK19N/49f8AgRrIrX03/j1/4Ea3w3xnXg/4hbooorvPVCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAqK6uYrO1luZm2xxqWY+1S1kXX/Ez1hLIc21oVmuPRn6on4feP4UpOyJk7LTcl0i2lWOS9ul23d2Q7qf4F/hT8B+pNaVFFCVlYcVyqwVU1L/j1/wCBCrdVNS/49f8AgQqKvwMzr/w5GRRRRXmniBRRRQAUUUUAFFFFABRRRQBFBbwWsIht4Y4YgSQkahVBJyeB6kk1BDpOm299JfQ6fax3cmd86QqJGz1ywGTVyigDlPGV7HFc6VZf8I1a67c3byCGG4dF2bV3EgupHQe3Supj/wBWuUCHA+UdvauY1/8A5Hjwj/11u/8A0Qa39Snu7bT5prGy+23KjMdv5oj3nPTceBTKeyLVctpni66v/E66RcaFcWKSQPPFLcSAM4UgfcA469zWtol7ql9aSSarpH9lzK+1YvtKz7lwPmyvA5yMe1Y13/yVXTv+wVN/6MWhAkdZVDWL+fTbAz2unz3824KkEOAST3JPAHvVi7vbWwg8+8uYbaHIXzJpAi5PQZNN1DULXS7GW9vZlht4hlnb+Q9SfSkJGDpHiu6utaXR9Y0WbSr2WIywBpllSVR1wy9x6VQufH1ypvbqz8OXd3pFlI8c96syLjZ94qh5YD1z+VaWkWV1qmrjxHqULW7CIxWNo33oY2OSz/7bYHHYcdc1w32e+1Pw7rmq2GrwWGjvNO8ulMM7wCdwaTO6Mvj7q8c1SSLSVztdZ8V3VrNpEOjaR/asmpwvNEPtKwYRQpz8wI5De3StbRbzU76yaXVdJ/sycSFRD9oWbK4GG3Lx1JGPaudl0ex8V2mgXsOpXWkNFY74YbOUJKqSKvGeuBtx05rP03XdX0/SvE9pBNca5LpckcdnOieZI5ccggfeKHk/Q0WFZW0OgPi2NvGcPh+G0aRHWQNd+ZhVkRQzIBjnAK5OeCcdq6SvJINbitPFfhmOHQPEEYtorhGFxZ7ZZmfG6TG7nnLMe2a9UuL21tGhW5uYYWmcRxCSQKZHPRVz1PsKTVhSVieiiikSFc3rfii4sNWTSdK0iXVdQMPnyRpKsSxx5wCWPGSe1dJXCFLj/hYmu20Gorp91c2trNBK0SyZjQkOAG4/wpoqKOn8P65B4g0pb2GKSFg7RSwyD5opFOGU1qVyPgN1nHiG7hINtcaxO8LDo4woLD2JBrp7W9tb5He0uYbhEcxs0UgcKw6qcdD7UNCaszkrzx9LDNez2mg3V3pFjKYrm/SVRtK/eKoeWA9c1qarrWtQm2k0Tw+NXtZohJ5wvkgAz0GGHPGDn3rjdIla28Aal52ppDFZC+gvbNo1JllYttyx5B5GB3rqrHUP+Ec+Glne3Yw1ppsZKN1LbAAv54FNoppIZpPijWdUs9XYeGxHeWEiwrbC+RvNk6su/btGAR69cVXTxd4hi1fTrHUPCItBfTeUj/2lHIQAMs21VycKCe31rY8JaZLpXhu1iucm8lBuLpj1Mrnc2foTj8Kz9Nb+2/Heo6h9610mP7DB6GVsNKR7j5Vo0DTXQZd+K9c/t7UdN0nwv/aKWLIsk39oJDyyBh8rD39T0rqLWSaazgkuIPIneNWkh3h/LYjldw4ODxmuO1XwvDNf6vrVt4qvNPlkYNILedVijZEC/vB/F07kda2vCGrXGr+D9P1K/wALPJETI2NoOCRu9sgZ/Gk9tBNK2hu0VDa3dtfWyXNpcRXED52ywuHVsHBwRweQRU1IkKztd1m30DR59Rug7JEAAiDLOxOAo9yTWjXI/EQiLQ7G5k/497bU7aWc9ggfBJ/MU1uNK7J9H8V3V3rCaVq+izaTdzRGa2DzLKsqjqMjow64rp64O8Wc+OvDEEupLf3Cy3dzvSNU8qBo8Kp29RnjPeu1e9tYruK0kuYUuZQWjhaQB3A6kL1OKGNrsZniPW7rRLRZbTSLjUXYMxETBFQKMksx6fl2otvEcD+EI/EVzEYIDa/aXjU7yoxnAPGT27Vc1n/kBah/17Sf+gmuUgu4LH4Mw3F1bfaoV0xQ0Ocb8gDGe3XrQgSuixZeN7t73T01Tw7c6daajII7S5aZZAzMMqGUcrn3qXUPGF6mrXljo/h641QWOBdSrMsYQkZwoPLHHYVzX2XUNHm8MXWr61DrFk91FFbWijb5LsMK6sDmTbnq1WGt9R1nxH4jl0TWotEWGQQXKFQ5nZV/1hyf3YxxuXk4zVWRVkdUPE4uvDNrrWl6bd34usCO3jADA8g7ieAAQQTU3hfXX8RaImoPafZHMjxtD5m/aVYr1wPSqvgO6t7vwVpslrbLbRKjRiNWLDKsVJBPUEgn8arfDn/kU/8At7uP/RrVLRLS1E068SPx5c2Enhe1sJ5IZJ49QR42kuEDqMkKuRkkHk9q62uWn/5KjZf9giX/ANGpXRXd7a6fbm4vbmG2hBAMk0gRQT05PFDBk9FFFIkK19N/49f+BGsitfTf+PX/AIEa3w3xnXg/4hbooorvPVCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigCrqN6un2Mk5Xe4wsaDq7nhVH1NM0uyaxsgkjB7iQmSd/7znkn6dh7AVVX/iZ64X62unnavo8xHJ/4CDj6k+la9StXczj7z5goooqjQKqal/x6/wDAhVuqmpf8ev8AwIVnV+BmVf8AhyMiiiivNPECiiigAooooAKKKKACiiigAooooA5rxRpGs3uo6PqOiPYC5095W23pfY29Nv8ACM9CfTtXSJu2LvxuxzjpmuL8aaXZa14m8LafqEPnWs0tzvj3Fc4i3DkEHqBXaIoRFRRhVGAPam9insha5Kb4ZeEJ5pJpNI3SSMWY/aZRknk/x10mo3RsdLu7sDJgheUA99qk/wBK8ia3srHw1H4hh1C5fxZFBFqc0jSPh43cDaR93bg4wOePSnG44p9D1fVNF0/WtPFjqFv51sGVtm9l5HTkEGjWNF0/X7D7Fqdv59vuD7N7LyOnKkGryMHRXHRhkVyfxFnlg8MpiaWC1ku4Y7yaIkMkBbDHI6dh+NJEq7di1pXgTw1omox3+nab5N1GCFfz5GxkYPDMR0NLd+A/C99qLX9xo8D3DNvZssAx9SoOD+IrlNJk0HRPHek2fha982zvo5UvIo7gzRhgu5GyScMdrd+lYWrHR459aTWbu7Pi37TJ9heOdwFyf3W0g7FXpkNgiqs77l2d9z1HWPCeha8IRqWmxTeSuyMgshVfQFSOParul6TYaLZLZ6dax20AOdiDqfUnqT7muC8RJBca9oOm+LrzytNOnF5CZjFFNdDAYMwI7cjnv71a8EapY2d34jsbW9aTQ9PMc9tNK5YIjKd4DHqoZTj8aVnYVnY7SbTLO41K11GWHdd2qusMm4jaG4bjODnHeqWq6DHq+raTeTzfudOkaZYNv35MDaxOeNvJxjrXI263Nx8RtA1a8DpLfQXLRwt/yxhCjy1I/vYJY+7Edq9GpPQT0CiiikSFZOteGNG8RCIarYR3Ji+4xZlZfbKkHHtWtXnPiEaXrHi/UIfEU8q6RpcECrCjOFaaUnDHZyT0FNFRWp39lZW2nWcVpZwJBbxDakaDAAqDS9HsNFgmh0+DyY5pmncb2bLtjJ5J9BWF4EmnWw1LTJ55JxpmoS2kUkhyxjGCuT6gHH4V1dDE9NDBvPBfhzUNVGp3WlQS3mQxck4Yjuyg4P4itLUdLs9Wt0t76HzYUkWUJuIG5TkZwRkZ7HiuA+IEr6zp11Ojkafpt1DEmDxNcGRQ59wgJX6lvSuw13wrpfiKWJ9U8+WKJSBCJ2SP6kKRzQPtdm3VPTdLs9Itmt7GHyo2kaVgWLFmY5JJJJJJrzy3a/03wL4qk0a4uJNOikYaZIzlmWMYEhQ9do+bB9iapo/hrQtS8PXfhfUXmu7m7ihvFS4aTzIn+VmkUn5WyVwOOe1PlHync3/gTwzqeoNf3ekxSXLtuZ9zKGPqQCAfxFa93ZebpE9haOtrvgaGJlTIiyuAQvHT04rzLxKdAi8V6v8A8Jjc3RcqjaYIZHwibf4Qp+Vt397jvXe+D1v08I6YNTl8288kF3L7iQSduT3O3HNDWgNO1y5ouk2+haNaaZaj91bptBPVj1LH3JJP41fooqSAqK5toL21ktrmJJYJVKvG4yGB7Gpa5fx7dXMHh+K1tZnglv7uGz81DhkDtgkfgCPxoQ0rs0NF8K6H4eklk0rT47eSUYdwzMxHpliSB7CrU+j2Fzq9rqssG69tVZIZd7DaGGDxnB69xXCaTDpWg+L9JXw5cTGwvnuLO8id3I86Ndwb5u+eCRx6V6TTY3dGVrnhvSfEkMUOrWn2iOJiyDzHTBPH8JFQaT4O0DQ4rqLT9OSOO7UJOjyPIJFGeCGJ9TXMfEO1srnxBoP9paTfanZpFcmSCzRmfP7vB+Ug9fetjwenh258PXdr4djuLKBpHWeJmcTQyFQDncSQcAY7cfWn0HrylvTvA/hrSb8X1lpMMdypyrlmbafUBiQPwp2q+CvDmt3v2zUNLimuDjMgZkLY9dpGfxrC8J6RbaJ481+ztDKYxa27FpZC7Mx3ZJJqr44sfB9jcy3euXF8dSulZ7XbLKShAAATHyrzjr60dQ1vudjfeHNI1HR00i5skNgm3bAhMYXHTG0g1U0XwV4e8PXrXml6f9nuGQxl/Okf5SQSMMxHYVRs/DFv4j8J6PH4qt/tl3DCGJMzAgkdSVIycAZPNUPA+gaVZ+Itc1HSbQQWcbiwg+dm3FcGRssScFsD/gNHTcOj1NW10jW38cyaxfvp/wBhjtpLa2WAv5m1nVgXBGM4HODV/wARaDH4itLazuJtlqlyk00e3PnKuTs68AnHPPSsGDSLHTPiwJrODy5LzTpppzvY73Mqc8nj8K7akxNhRRRSJCtfTf8Aj1/4EayK19N/49f+BGt8N8Z14P8AiFuiiiu89UKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKo6rePZWRMIDXMrCKBT3c9PwHU+wNXqyLb/iZa1LeHm3s8wwejSfxt+H3fzqZPoiJt2st2XtPs00+xitkJbYPmY9WY8lj7k5NWaKKpK2hSSSsgooooGFVNS/49f+BCrdVNS/49f+BCs6vwMyr/AMORkUUUV5p4gUUUUAFFFFABRRRQAUUUUAFFFFAHIeKbu2sfF/hO5u7iK3gSW63SzOEVcwkDJPA5IFdcCGAIIIPII71yvjK9jiudKsv+Eatddubt5BDDcOi7Nq7iQXUjoPbpXUx/6tcoEOB8o7e1N7FPZDLm3S7tZraX/Vyo0bfQjBrzv+wfFlzoMHg+5srZdNjdY5NTW4GXgVgQBH1DYAHp/OvSa5bTPF11f+J10i40K4sUkgeeKW4kAZwpA+4Bx17mhXCLfQ1PEE+s2ulb9As4Lq9DqBFMQF255P3l7e9WNW+1HSrgWVrBdXG35YJ2wkgzypPuM/jV2qGsX8+m2BntdPnv5twVIIcAknuSeAPekJHLaFoWpXPiG11O/wBGstEtLBJPs9lbOjF5XG1nYoAPu8etZq6N4p07R9R8PQ6FY38F3JKRqL3KrkSEnc6EZLDPb0710ekeK7q61pdH1jRZtKvZYjLAGmWVJVHXDL3HpVC58fXKm9urPw5d3ekWUjxz3qzIuNn3iqHlgPXP5VWpety1f6fqdh4b0rT4dFs/EAt4ViniuZFTLKoAZd4I9evPSqmm+DJ77StXGtt9juNVeLdFYOFFvFFjYinBHbnjHNX9Z8V3VrNpEOjaR/asmpwvNEPtKwYRQpz8wI5De3StbRbzU76yaXVdJ/sycSFRD9oWbK4GG3Lx1JGPajWwrtI46fwBeJ4r0m4i1rXri0iWUzXM1+C8R42qvGcN0OAfwrpNd1i+stZ0TTtOhhlkvrg+eJFJ2QIAXYYIweRjOeTUR8Wxt4zh8Pw2jSI6yBrvzMKsiKGZAMc4BXJzwTjtXSUm31E2+oUUUUiQrkNWsdd0rxTLrmh2EWox3lusNzbPOIWDITtcMeMYOMV19c3rfii4sNWTSdK0iXVdQMPnyRpKsSxx5wCWPGSe1NDjcl8I6Pd6Tplw+otGb++upLy4EZyqs+PlB9AAKtaDPrNxa3J1u0htZluHWFYSCGi42sfmbk8+n0pfD+uQeINKW9hikhYO0UsMg+aKRThlNalDBvuea678NJo/D7W2k6vrt04kQraTXy+VjeCxwQBkcn61o+JrDxFFZ6fpGmWV1q2mKh+2SS3yRzzjPCM7c4PfA5HGRUt54+lhmvZ7TQbq70ixlMVzfpKo2lfvFUPLAeua1NV1rWoTbSaJ4fGr2s0Qk84XyQAZ6DDDnjBz707su8uouj3etXGmXUVx4dh0mSGMLaRNdJKjnBwDsHygYA/GuetNB1bVdYsWu/D2n6FYWlyt3KLeRHe6lXOz7gGACc81q6T4o1nVLPV2HhsR3lhIsK2wvkbzZOrLv27RgEevXFV08XeIYtX06x1DwiLQX03lI/8AaUchAAyzbVXJwoJ7fWjUWpWew8SaHrWsyWOh2msW+pzecs0lwsbRgqBscN95RjgD+ta+g2c3hHwGI76WNpbOCWaQrkovLPtHsM4qtd+K9c/t7UdN0nwv/aKWLIsk39oJDyyBh8rD39T0rqLWSaazgkuIPIneNWkh3h/LYjldw4ODxmh3E27alDw1eajqHh2yvNVgigvZ08x44gQqgkleCSQduM89c1q0UVJIVheLdGuNc0JoLORI72GVLi2Z/u+YhyM/XkfjW7Wdrus2+gaPPqN0HZIgAEQZZ2JwFHuSaENb6HPWFl4g1vxPYarrmnQ6bBpkcghhS4EplkcbS2RwBjoDzW7dT6yniKwhtrSF9IeNzdTsRvjYA7QBuHU47Gs3R/Fd1d6wmlavos2k3c0Rmtg8yyrKo6jI6MOuK6emxsw9cvvENlcRtpGjQalbsnzqboQurZ9W4IxiqXhnS9Vspda1nUoIU1DUnWQWcL5VAi7VXd0ye56Vf8R63daJaLLaaRcai7BmIiYIqBRklmPT8u1Ft4jgfwhH4iuYjBAbX7S8aneVGM4B4ye3ajoGtjmNLfxbH4wutVn8JeVDfLDDJ/xMom8lVJBfjluDnGB0rV1W+8Wia6s4fDNjf2rllima7VV2HpvRhk++KisvG9297p6ap4dudOtNRkEdpctMsgZmGVDKOVz71LqHjC9TVryx0fw9caoLHAupVmWMISM4UHljjsKevYet9iXTNM1Xw78P00+2AvNUt7d1jCsADISSAC2Bhc98cCtPw5pI0Pw9Y6dnLwxjzG/vOeWP4sTVQeJxdeGbXWtL027vxdYEdvGAGB5B3E8AAggmpvC+uv4i0RNQe0+yOZHjaHzN+0qxXrgelJ3E72Mn7Za3XxUgS3uYZnh0uZJVjcMY281OGx0Psa0PFusX2j6ZAdLhhm1C6uY7eCOZSVYtnOcEHgAnPtVHTrxI/HlzYSeF7Wwnkhknj1BHjaS4QOoyQq5GSQeT2rraGD0aCiiikSFa+m/8ev8AwI1kVr6b/wAev/AjW+G+M68H/ELdFFFd56oUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBn6vdyW1mEt8farhhDAP8AaPf6AZP4VZsrSOxsobWLOyNQoJ6n1J9yeaz7P/iY6xNfHmC2zb2/oW/jb8/l/A1r1MdXciOr5goooqiwooooAKqal/x6/wDAhVuqmpf8ev8AwIVnV+BmVf8AhyMiiiivNPECiiigAooooAKKKKACiiigAooooA5bX/8AkePCP/XW7/8ARBrf1Ke7ttPmmsbL7bcqMx2/miPec9Nx4FYnijSNZvdR0fUdEewFzp7yttvS+xt6bf4RnoT6dq6RN2xd+N2OcdM0xvoZuiXuqX1pJJqukf2XMr7Vi+0rPuXA+bK8DnIx7VjXf/JVdO/7BU3/AKMWusrkpvhl4Qnmkmk0jdJIxZj9plGSeT/HQrDTR013e2thB595cw20OQvmTSBFyegyabqGoWul2Mt7ezLDbxDLO38h6k+lQ6poun61p4sdQt/Otgyts3svI6cgg0axoun6/YfYtTt/Pt9wfZvZeR05Ug0tBaGVpFldapq48R6lC1uwiMVjaN96GNjks/8Attgcdhx1zXDfZ77U/DuuarYavBYaO807y6UwzvAJ3BpM7oy+PurxzXdaV4E8NaJqMd/p2m+TdRghX8+RsZGDwzEdDS3fgPwvfai1/caPA9wzb2bLAMfUqDg/iKq6KUkmZsuj2Piu00C9h1K60horHfDDZyhJVSRV4z1wNuOnNZ+m67q+n6V4ntIJrjXJdLkjjs50TzJHLjkED7xQ8n6Gur1jwnoWvCEalpsU3krsjILIVX0BUjj2q7pek2Gi2S2enWsdtADnYg6n1J6k+5ouHMrHmEGtxWnivwzHDoHiCMW0VwjC4s9sszPjdJjdzzlmPbNeqXF7a2jQrc3MMLTOI4hJIFMjnoq56n2FRzaZZ3GpWuoyw7ru1V1hk3EbQ3DcZwc471S1XQY9X1bSbyeb9zp0jTLBt+/JgbWJzxt5OMdaTaYm0zYooopEhXCFLj/hYmu20Gorp91c2trNBK0SyZjQkOAG4/wru6yda8MaN4iEQ1WwjuTF9xizKy+2VIOPammNOxj+A3WceIbuEg21xrE7wsOjjCgsPYkGuntb21vkd7S5huERzGzRSBwrDqpx0PtRZWVtp1nFaWcCQW8Q2pGgwAKg0vR7DRYJodPg8mOaZp3G9my7YyeSfQUMG7nnekStbeANS87U0hishfQXtm0akyysW25Y8g8jA711VjqH/COfDSzvbsYa002MlG6ltgAX88CrV54L8Oahqo1O60qCW8yGLknDEd2UHB/EVpajpdnq1ulvfQ+bCkiyhNxA3KcjOCMjPY8U20ynJMoeEtMl0rw3axXOTeSg3F0x6mVzubP0Jx+FZ+mt/bfjvUdQ+9a6TH9hg9DK2GlI9x8q11dU9N0uz0i2a3sYfKjaRpWBYsWZjkkkkkkmlcm+5ymq+F4Zr/V9atvFV5p8sjBpBbzqsUbIgX94P4uncjrW14Q1a41fwfp+pX+FnkiJkbG0HBI3e2QM/jUV/wCBPDOp6g1/d6TFJcu25n3MoY+pAIB/EVr3dl5ukT2Fo62u+BoYmVMiLK4BC8dPTihsbaasS2t3bX1slzaXEVxA+dssLh1bBwcEcHkEVNVDRdJt9C0a00y1H7q3TaCerHqWPuSSfxq/SJCuR+IhEWh2NzJ/x722p20s57BA+CT+YrrqiubaC9tZLa5iSWCVSrxuMhgexoWjGnZnEXiznx14Ygl1Jb+4WW7ud6RqnlQNHhVO3qM8Z712r3trFdxWklzClzKC0cLSAO4HUhepxWdovhXQ/D0ksmlafHbySjDuGZmI9MsSQPYVan0ewudXtdVlg3XtqrJDLvYbQwweM4PXuKbY20w1n/kBah/17Sf+gmuUgu4LH4Mw3F1bfaoV0xQ0Ocb8gDGe3XrXSa54b0nxJDFDq1p9ojiYsg8x0wTx/CRUGk+DtA0OK6i0/Tkjju1CTo8jyCRRnghifU0JqwJqxxX2XUNHm8MXWr61DrFk91FFbWijb5LsMK6sDmTbnq1WGt9R1nxH4jl0TWotEWGQQXKFQ5nZV/1hyf3YxxuXk4zXU6d4H8NaTfi+stJhjuVOVcszbT6gMSB+FO1XwV4c1u9+2ahpcU1wcZkDMhbHrtIz+NPmRXMiLwHdW934K02S1tltolRoxGrFhlWKkgnqCQT+NVvhz/yKf/b3cf8Ao1q2L7w5pGo6OmkXNkhsE27YEJjC46Y2kGqmi+CvD3h69a80vT/s9wyGMv50j/KSCRhmI7CldE3WpVn/AOSo2X/YIl/9GpXRXd7a6fbm4vbmG2hBAMk0gRQT05PFc/a6Rrb+OZNYv30/7DHbSW1ssBfzNrOrAuCMZwOcGr/iLQY/EVpbWdxNstUuUmmj2585VydnXgE4556UA7aGxRRRSJCtfTf+PX/gRrIrX03/AI9f+BGt8N8Z14P+IW6KKK7z1QooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACs/WLqS3shHbn/SrhhDB7Me/4DJ/CtCsi1/4mGtTXh5gtM28Hu/8bfyX8DUy7Iib0supoWdrHY2cNrEPkiUKM9T7n3qeiiqWhSVlZBRRRQMKKKKACqmpf8ev/AhVuqmpf8ev/AhWdX4GZV/4cjIooorzTxAooooAKKKKACiiigAooooAKKKKAOK8aaXZa14m8LafqEPnWs0tzvj3Fc4i3DkEHqBXaIoRFRRhVGAPauR8U3dtY+L/AAnc3dxFbwJLdbpZnCKuYSBkngckCuuBDAEEEHkEd6b2RT2RX1G6Njpd3dgZMELygHvtUn+leRNb2Vj4aj8Qw6hcv4sigi1OaRpHw8buBtI+7twcYHPHpXsNzbpd2s1tL/q5UaNvoRg153/YPiy50GDwfc2VsumxuscmprcDLwKwIAj6hsAD0/nTiODPSEYOiuOjDIrk/iLPLB4ZTE0sFrJdwx3k0RIZIC2GOR07D8a2PEE+s2ulb9As4Lq9DqBFMQF255P3l7e9WNW+1HSrgWVrBdXG35YJ2wkgzypPuM/jSRK0dzz/AEmTQdE8d6TZ+Fr3zbO+jlS8ijuDNGGC7kbJJwx2t36VhasdHjn1pNZu7s+LftMn2F453AXJ/dbSDsVemQ2CK7LQtC1K58Q2up3+jWWiWlgkn2eytnRi8rjazsUAH3ePWs1dG8U6do+o+HodCsb+C7klI1F7lVyJCTudCMlhnt6d6q+ppdXF8RJBca9oOm+LrzytNOnF5CZjFFNdDAYMwI7cjnv71a8EapY2d34jsbW9aTQ9PMc9tNK5YIjKd4DHqoZTj8a07/T9TsPDelafDotn4gFvCsU8VzIqZZVADLvBHr156VU03wZPfaVq41tvsdxqrxborBwot4osbEU4I7c8Y5ourCurFC3W5uPiNoGrXgdJb6C5aOFv+WMIUeWpH97BLH3YjtXo1eeT+ALxPFek3EWta9cWkSyma5mvwXiPG1V4zhuhwD+FdJrusX1lrOiadp0MMsl9cHzxIpOyBAC7DBGDyMZzyaT1FLW1jfoooqSArznxCNL1jxfqEPiKeVdI0uCBVhRnCtNKThjs5J6CvRq5DVrHXdK8Uy65odhFqMd5brDc2zziFgyE7XDHjGDjFOJUSTwJNOthqWmTzyTjTNQltIpJDljGMFcn1AOPwrq6wPCOj3ek6ZcPqLRm/vrqS8uBGcqrPj5QfQACrWgz6zcWtydbtIbWZbh1hWEghouNrH5m5PPp9KGD3OJ+IEr6zp11Ojkafpt1DEmDxNcGRQ59wgJX6lvSuw13wrpfiKWJ9U8+WKJSBCJ2SP6kKRzXIa78NJo/D7W2k6vrt04kQraTXy+VjeCxwQBkcn61o+JrDxFFZ6fpGmWV1q2mKh+2SS3yRzzjPCM7c4PfA5HGRVehXazMm3a/03wL4qk0a4uJNOikYaZIzlmWMYEhQ9do+bB9iapo/hrQtS8PXfhfUXmu7m7ihvFS4aTzIn+VmkUn5WyVwOOe1d5o93rVxpl1FceHYdJkhjC2kTXSSo5wcA7B8oGAPxrnrTQdW1XWLFrvw9p+hWFpcrdyi3kR3upVzs+4BgAnPNFwv3MfxKdAi8V6v/wmNzdFyqNpghkfCJt/hCn5W3f3uO9d74PW/Twjpg1OXzbzyQXcvuJBJ25Pc7cc1zz2HiTQ9a1mSx0O01i31ObzlmkuFjaMFQNjhvvKMcAf1rX0Gzm8I+AxHfSxtLZwSzSFclF5Z9o9hnFJ7BLY6Wisrw1eajqHh2yvNVgigvZ08x44gQqgkleCSQduM89c1q1JmFcv49urmDw/Fa2szwS393DZ+ahwyB2wSPwBH411FYXi3RrjXNCaCzkSO9hlS4tmf7vmIcjP15H401uNbnJ6TDpWg+L9JXw5cTGwvnuLO8id3I86Ndwb5u+eCRx6V6TXG2Fl4g1vxPYarrmnQ6bBpkcghhS4EplkcbS2RwBjoDzW7dT6yniKwhtrSF9IeNzdTsRvjYA7QBuHU47Ghjlqcj8Q7WyufEGg/wBpaTfanZpFcmSCzRmfP7vB+Ug9fetjwenh258PXdr4djuLKBpHWeJmcTQyFQDncSQcAY7cfWr+uX3iGyuI20jRoNSt2T51N0IXVs+rcEYxVLwzpeq2UutazqUEKahqTrILOF8qgRdqru6ZPc9KfQd/dM3wnpFtonjzX7O0MpjFrbsWlkLszHdkkmqvjix8H2NzLd65cXx1K6VntdsspKEAABMfKvOOvrUmlv4tj8YXWqz+EvKhvlhhk/4mUTeSqkgvxy3BzjA6Vq6rfeLRNdWcPhmxv7VyyxTNdqq7D03owyffFPqPW4ln4Yt/EfhPR4/FVv8AbLuGEMSZmBBI6kqRk4AyeaoeB9A0qz8Ra5qOk2ggs43FhB87NuK4MjZYk4LYH/Aa1dM0zVfDvw/TT7YC81S3t3WMKwAMhJIALYGFz3xwK0/DmkjQ/D1jp2cvDGPMb+855Y/ixNK4m9Gc7BpFjpnxYE1nB5cl5p00053sd7mVOeTx+FdtXIfbLW6+KkCW9zDM8OlzJKsbhjG3mpw2Oh9jWh4t1i+0fTIDpcMM2oXVzHbwRzKSrFs5zgg8AE59qT1E7uxv0UUUiQrX03/j1/4EayK19N/49f8AgRrfDfGdeD/iFuiiiu89UKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigChq93JaWB8jBuZmEMA/224B/Dk/QVPY2kdhYw2seSsa4yepPcn3J5qjD/AMTDXpJ+sFiDFH6GUj5z+AwPxNa1StXciOrcgoooqiwooooAKKKKACqmpf8AHr/wIVbqpqX/AB6/8CFZ1fgZlX/hyMiiiivNPECiiigAooooAKKKKACiiigAooooA5TxlexxXOlWX/CNWuu3N28ghhuHRdm1dxILqR0Ht0rqY/8AVrlAhwPlHb2rmNf/AOR48I/9dbv/ANEGt/Up7u20+aaxsvttyozHb+aI95z03HgUynsi1XLaZ4uur/xOukXGhXFikkDzxS3EgDOFIH3AOOvc1raJe6pfWkkmq6R/ZcyvtWL7Ss+5cD5srwOcjHtWNd/8lV07/sFTf+jFoQJHWVQ1i/n02wM9rp89/NuCpBDgEk9yTwB71Yu721sIPPvLmG2hyF8yaQIuT0GTTdQ1C10uxlvb2ZYbeIZZ2/kPUn0pCRg6R4rurrWl0fWNFm0q9liMsAaZZUlUdcMvcelULnx9cqb26s/Dl3d6RZSPHPerMi42feKoeWA9c/lWlpFldapq48R6lC1uwiMVjaN96GNjks/+22Bx2HHXNcN9nvtT8O65qthq8Fho7zTvLpTDO8AncGkzujL4+6vHNUki0lc7XWfFd1azaRDo2kf2rJqcLzRD7SsGEUKc/MCOQ3t0rW0W81O+sml1XSf7MnEhUQ/aFmyuBhty8dSRj2rnZdHsfFdpoF7DqV1pDRWO+GGzlCSqkirxnrgbcdOaz9N13V9P0rxPaQTXGuS6XJHHZzonmSOXHIIH3ih5P0NFhWVtDoD4tjbxnD4fhtGkR1kDXfmYVZEUMyAY5wCuTngnHaukrySDW4rTxX4Zjh0DxBGLaK4RhcWe2WZnxukxu55yzHtmvVLi9tbRoVubmGFpnEcQkkCmRz0Vc9T7Ck1YUlYnooopEhXN634ouLDVk0nStIl1XUDD58kaSrEscecAljxkntXSVwhS4/4WJrttBqK6fdXNrazQStEsmY0JDgBuP8KaKijp/D+uQeINKW9hikhYO0UsMg+aKRThlNalcj4DdZx4hu4SDbXGsTvCw6OMKCw9iQa6e1vbW+R3tLmG4RHMbNFIHCsOqnHQ+1DQmrM5K88fSwzXs9poN1d6RYymK5v0lUbSv3iqHlgPXNamq61rUJtpNE8PjV7WaISecL5IAM9Bhhzxg59643SJWtvAGpedqaQxWQvoL2zaNSZZWLbcseQeRgd66qx1D/hHPhpZ3t2MNaabGSjdS2wAL+eBTaKaSGaT4o1nVLPV2HhsR3lhIsK2wvkbzZOrLv27RgEevXFV08XeIYtX06x1DwiLQX03lI/9pRyEADLNtVcnCgnt9a2PCWmS6V4btYrnJvJQbi6Y9TK53Nn6E4/Cs/TW/tvx3qOofetdJj+wwehlbDSke4+VaNA010GXfivXP7e1HTdJ8L/2iliyLJN/aCQ8sgYfKw9/U9K6i1kmms4JLiDyJ3jVpId4fy2I5XcODg8ZrjtV8LwzX+r61beKrzT5ZGDSC3nVYo2RAv7wfxdO5HWtrwhq1xq/g/T9Sv8ACzyREyNjaDgkbvbIGfxpPbQTStobtFQ2t3bX1slzaXEVxA+dssLh1bBwcEcHkEVNSJCs7XdZt9A0efUboOyRAAIgyzsTgKPck1o1yPxEIi0OxuZP+Pe21O2lnPYIHwSfzFNbjSuyfR/Fd1d6wmlavos2k3c0Rmtg8yyrKo6jI6MOuK6euDvFnPjrwxBLqS39wst3c70jVPKgaPCqdvUZ4z3rtXvbWK7itJLmFLmUFo4WkAdwOpC9Tihja7GZ4j1u60S0WW00i41F2DMREwRUCjJLMen5dqLbxHA/hCPxFcxGCA2v2l41O8qMZwDxk9u1XNZ/5AWof9e0n/oJrlILuCx+DMNxdW32qFdMUNDnG/IAxnt160IErosWXje7e909NU8O3OnWmoyCO0uWmWQMzDKhlHK596l1Dxhepq15Y6P4euNUFjgXUqzLGEJGcKDyxx2Fc19l1DR5vDF1q+tQ6xZPdRRW1oo2+S7DCurA5k256tVhrfUdZ8R+I5dE1qLRFhkEFyhUOZ2Vf9Ycn92Mcbl5OM1VkVZHVDxOLrwza61pem3d+LrAjt4wAwPIO4ngAEEE1N4X11/EWiJqD2n2RzI8bQ+Zv2lWK9cD0qr4Dure78FabJa2y20So0YjViwyrFSQT1BIJ/Gq3w5/5FP/ALe7j/0a1S0S0tRNOvEj8eXNhJ4XtbCeSGSePUEeNpLhA6jJCrkZJB5Pautrlp/+So2X/YIl/wDRqV0V3e2un25uL25htoQQDJNIEUE9OTxQwZPRRRSJCtfTf+PX/gRrIrX03/j1/wCBGt8N8Z14P+IW6KKK7z1QooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAiuLhLWBppDhFxuPoM9ag1S8Njp8kyLulOEiT+85OFH5mqnikkeFtSI6+Q1YFp4p0+5isbrUbiONLSEMwbJZ5yCvCjrgZPT+IVlOok+UwqVlGXK3bQ6zTbMWFhFb7tzKMu/95jyx/Ek1aqhpt9PqMf2j7K1vbsMxiX/WOPUj+Ef54q/WkbW0NY25VbYKKKKZQUUUUAFFFFABVTUv+PX/AIEKt1U1L/j1/wCBCs6vwMyr/wAORkUUUV5p4gUUUUAFFFFABRRRQAUUUUAFFFFAHNeKNI1m91HR9R0R7AXOnvK229L7G3pt/hGehPp2rpE3bF343Y5x0zXF+NNLsta8TeFtP1CHzrWaW53x7iucRbhyCD1ArtEUIioowqjAHtTexT2QtclN8MvCE80k0mkbpJGLMftMoyTyf466TUbo2Ol3d2BkwQvKAe+1Sf6V5E1vZWPhqPxDDqFy/iyKCLU5pGkfDxu4G0j7u3Bxgc8elONxxT6Hq+qaLp+taeLHULfzrYMrbN7LyOnIINGsaLp+v2H2LU7fz7fcH2b2XkdOVINXkYOiuOjDIrk/iLPLB4ZTE0sFrJdwx3k0RIZIC2GOR07D8aSJV27FrSvAnhrRNRjv9O03ybqMEK/nyNjIweGYjoaW78B+F77UWv7jR4HuGbezZYBj6lQcH8RXKaTJoOieO9Js/C175tnfRypeRR3BmjDBdyNkk4Y7W79KwtWOjxz60ms3d2fFv2mT7C8c7gLk/utpB2KvTIbBFVZ33Ls77nqOseE9C14QjUtNim8ldkZBZCq+gKkce1XdL0mw0WyWz061jtoAc7EHU+pPUn3NcF4iSC417QdN8XXnlaadOLyEzGKKa6GAwZgR25HPf3q14I1Sxs7vxHY2t60mh6eY57aaVywRGU7wGPVQynH40rOwrOx2k2mWdxqVrqMsO67tVdYZNxG0Nw3GcHOO9UtV0GPV9W0m8nm/c6dI0ywbfvyYG1ic8beTjHWuRt1ubj4jaBq14HSW+guWjhb/AJYwhR5akf3sEsfdiO1ejUnoJ6BRRRSJCsnWvDGjeIhENVsI7kxfcYsysvtlSDj2rWrznxCNL1jxfqEPiKeVdI0uCBVhRnCtNKThjs5J6CmiorU7+ysrbTrOK0s4Egt4htSNBgAVBpej2GiwTQ6fB5Mc0zTuN7Nl2xk8k+grC8CTTrYalpk88k40zUJbSKSQ5YxjBXJ9QDj8K6uhiemhg3ngvw5qGqjU7rSoJbzIYuScMR3ZQcH8RWlqOl2erW6W99D5sKSLKE3EDcpyM4IyM9jxXAfECV9Z066nRyNP026hiTB4muDIoc+4QEr9S3pXYa74V0vxFLE+qefLFEpAhE7JH9SFI5oH2uzbqnpul2ekWzW9jD5UbSNKwLFizMckkkkkk155btf6b4F8VSaNcXEmnRSMNMkZyzLGMCQoeu0fNg+xNU0fw1oWpeHrvwvqLzXdzdxQ3ipcNJ5kT/KzSKT8rZK4HHPanyj5Tub/AMCeGdT1Br+70mKS5dtzPuZQx9SAQD+IrXu7LzdInsLR1td8DQxMqZEWVwCF46enFeZeJToEXivV/wDhMbm6LlUbTBDI+ETb/CFPytu/vcd673wet+nhHTBqcvm3nkgu5fcSCTtye5245oa0Bp2uXNF0m30LRrTTLUfurdNoJ6sepY+5JJ/Gr9FFSQFRXNtBe2sltcxJLBKpV43GQwPY1LXL+Pbq5g8PxWtrM8Et/dw2fmocMgdsEj8AR+NCGldmhovhXQ/D0ksmlafHbySjDuGZmI9MsSQPYVan0ewudXtdVlg3XtqrJDLvYbQwweM4PXuK4TSYdK0HxfpK+HLiY2F89xZ3kTu5HnRruDfN3zwSOPSvSabG7oytc8N6T4khih1a0+0RxMWQeY6YJ4/hIqDSfB2gaHFdRafpyRx3ahJ0eR5BIozwQxPqa5j4h2tlc+INB/tLSb7U7NIrkyQWaMz5/d4PykHr71seD08O3Ph67tfDsdxZQNI6zxMziaGQqAc7iSDgDHbj60+g9eUt6d4H8NaTfi+stJhjuVOVcszbT6gMSB+FO1XwV4c1u9+2ahpcU1wcZkDMhbHrtIz+NYXhPSLbRPHmv2doZTGLW3YtLIXZmO7JJNVfHFj4PsbmW71y4vjqV0rPa7ZZSUIAACY+VecdfWjqGt9zsb7w5pGo6OmkXNkhsE27YEJjC46Y2kGqmi+CvD3h69a80vT/ALPcMhjL+dI/ykgkYZiOwqjZ+GLfxH4T0ePxVb/bLuGEMSZmBBI6kqRk4AyeaoeB9A0qz8Ra5qOk2ggs43FhB87NuK4MjZYk4LYH/AaOm4dHqatrpGtv45k1i/fT/sMdtJbWywF/M2s6sC4IxnA5wav+ItBj8RWltZ3E2y1S5SaaPbnzlXJ2deATjnnpWDBpFjpnxYE1nB5cl5p00053sd7mVOeTx+FdtSYmwooopEhWvpv/AB6/8CNZFa+m/wDHr/wI1vhvjOvB/wAQt0UUV3nqhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRVa71C1sVzcTqnoOpP4VmSa9NLxZ2TEdpJjtH5daiVSMd2ZTrQh8TNyjpXNPPqk/wDrLxYh/dhT+p5qBrFJDmeWeY/9NJDWLxUeiOaWOivhR0sl7aRf6y5hX6uKrPrmmJ968j/DJ/lWKtjar0t4z9Rn+dSrFGv3Y1H0FZvFS6IzeOl0RoHxHpfa53fRG/wpP+Ej03/nq/8A37NU6KX1mZH12p2RB4j12wuPDl/DFKxkeIqo2Hk1zvhPR9Jt3W/1S4iM+d0cDAkJ7txyfboK6mkKK33lB+orN1XKSk0ZSruc1OSTsbMep2Mn3LuA+28CrCurjKMGHqDmuZa0tn+9BGf+Aio/7OtgcorRt6o5FbLFPqjpWOfWJ1lFcugvoP8AUajN9JQHFWI9Y1GD/X20U6/3om2n8jWkcTB76G0cbTe+h0FFZ1rrllcsIzIYZf7kw2mtGt1JS1R0xnGSvF3CiiimUFVNS/49f+BCrdVNS/49f+BCs6vwMyr/AMORkUUUV5p4gUUUUAFFFFABRRRQAUUUUAFFFFAHIeKbu2sfF/hO5u7iK3gSW63SzOEVcwkDJPA5IFdcCGAIIIPII71yvjK9jiudKsv+Eatddubt5BDDcOi7Nq7iQXUjoPbpXUx/6tcoEOB8o7e1N7FPZDLm3S7tZraX/Vyo0bfQjBrzv+wfFlzoMHg+5srZdNjdY5NTW4GXgVgQBH1DYAHp/OvSa5bTPF11f+J10i40K4sUkgeeKW4kAZwpA+4Bx17mhXCLfQ1PEE+s2ulb9As4Lq9DqBFMQF255P3l7e9WNW+1HSrgWVrBdXG35YJ2wkgzypPuM/jV2qGsX8+m2BntdPnv5twVIIcAknuSeAPekJHLaFoWpXPiG11O/wBGstEtLBJPs9lbOjF5XG1nYoAPu8etZq6N4p07R9R8PQ6FY38F3JKRqL3KrkSEnc6EZLDPb0710ekeK7q61pdH1jRZtKvZYjLAGmWVJVHXDL3HpVC58fXKm9urPw5d3ekWUjxz3qzIuNn3iqHlgPXP5VWpety1f6fqdh4b0rT4dFs/EAt4ViniuZFTLKoAZd4I9evPSqmm+DJ77StXGtt9juNVeLdFYOFFvFFjYinBHbnjHNX9Z8V3VrNpEOjaR/asmpwvNEPtKwYRQpz8wI5De3StbRbzU76yaXVdJ/sycSFRD9oWbK4GG3Lx1JGPajWwrtI46fwBeJ4r0m4i1rXri0iWUzXM1+C8R42qvGcN0OAfwrpNd1i+stZ0TTtOhhlkvrg+eJFJ2QIAXYYIweRjOeTUR8Wxt4zh8Pw2jSI6yBrvzMKsiKGZAMc4BXJzwTjtXSUm31E2+oUUUUiQrkNWsdd0rxTLrmh2EWox3lusNzbPOIWDITtcMeMYOMV19c3rfii4sNWTSdK0iXVdQMPnyRpKsSxx5wCWPGSe1NDjcl8I6Pd6Tplw+otGb++upLy4EZyqs+PlB9AAKtaDPrNxa3J1u0htZluHWFYSCGi42sfmbk8+n0pfD+uQeINKW9hikhYO0UsMg+aKRThlNalDBvuea678NJo/D7W2k6vrt04kQraTXy+VjeCxwQBkcn61o+JrDxFFZ6fpGmWV1q2mKh+2SS3yRzzjPCM7c4PfA5HGRUt54+lhmvZ7TQbq70ixlMVzfpKo2lfvFUPLAeua1NV1rWoTbSaJ4fGr2s0Qk84XyQAZ6DDDnjBz707su8uouj3etXGmXUVx4dh0mSGMLaRNdJKjnBwDsHygYA/GuetNB1bVdYsWu/D2n6FYWlyt3KLeRHe6lXOz7gGACc81q6T4o1nVLPV2HhsR3lhIsK2wvkbzZOrLv27RgEevXFV08XeIYtX06x1DwiLQX03lI/8AaUchAAyzbVXJwoJ7fWjUWpWew8SaHrWsyWOh2msW+pzecs0lwsbRgqBscN95RjgD+ta+g2c3hHwGI76WNpbOCWaQrkovLPtHsM4qtd+K9c/t7UdN0nwv/aKWLIsk39oJDyyBh8rD39T0rqLWSaazgkuIPIneNWkh3h/LYjldw4ODxmh3E27alDw1eajqHh2yvNVgigvZ08x44gQqgkleCSQduM89c1q0UVJIVheLdGuNc0JoLORI72GVLi2Z/u+YhyM/XkfjW7Wdrus2+gaPPqN0HZIgAEQZZ2JwFHuSaENb6HPWFl4g1vxPYarrmnQ6bBpkcghhS4EplkcbS2RwBjoDzW7dT6yniKwhtrSF9IeNzdTsRvjYA7QBuHU47Gs3R/Fd1d6wmlavos2k3c0Rmtg8yyrKo6jI6MOuK6emxsw9cvvENlcRtpGjQalbsnzqboQurZ9W4IxiqXhnS9Vspda1nUoIU1DUnWQWcL5VAi7VXd0ye56Vf8R63daJaLLaaRcai7BmIiYIqBRklmPT8u1Ft4jgfwhH4iuYjBAbX7S8aneVGM4B4ye3ajoGtjmNLfxbH4wutVn8JeVDfLDDJ/xMom8lVJBfjluDnGB0rV1W+8Wia6s4fDNjf2rllima7VV2HpvRhk++KisvG9297p6ap4dudOtNRkEdpctMsgZmGVDKOVz71LqHjC9TVryx0fw9caoLHAupVmWMISM4UHljjsKevYet9iXTNM1Xw78P00+2AvNUt7d1jCsADISSAC2Bhc98cCtPw5pI0Pw9Y6dnLwxjzG/vOeWP4sTVQeJxdeGbXWtL027vxdYEdvGAGB5B3E8AAggmpvC+uv4i0RNQe0+yOZHjaHzN+0qxXrgelJ3E72Mn7Za3XxUgS3uYZnh0uZJVjcMY281OGx0Psa0PFusX2j6ZAdLhhm1C6uY7eCOZSVYtnOcEHgAnPtVHTrxI/HlzYSeF7Wwnkhknj1BHjaS4QOoyQq5GSQeT2rraGD0aCiiikSFa+m/8ev8AwI1kVr6b/wAev/AjW+G+M68H/ELdFFFd56oUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFACEhQSSABySawLrV5712isD5cIOGuCOW/wB0f1qz4hlcWkNujFftEgRiP7veqaKqIEUAKBgAVyV6rT5UcGLryi+SJDFaRRNvwXkPWRzlj+NT0UVyHnBRXA+IfHd7aeI38P2ENnZTAD/TtTlKRHIB+UDr19eoq5OmtaD4N1nU7jXjqF8YDNFKsSiOIgHGxeQR/OnYrlZ2VFcH4Vl8Y6rp2l61davam2k2mSz+zKC8ecFy46N3wBisaLxN4t1nQNT8V2GoWtrYWkjeVYNbh/MRcEln6g4Pbr7Ucoch6rRXnNz4w1fXtQ0DSdDli06bUbP7ZPcSRiXyh83yqDweVP6dKs6Hq3iDU7jXfDFzqcUGrWDIYtSitlYMhIPMZ+XOOP8AgXtycocrO1tb+zvjKLS7guPKfZJ5UgfY3ocdD7VYryX4cabrcuoatJBr/kwQamRdQ/Y0b7UQfmOScpkZHHTNbeuXmveEJp70eINPu7KR2kWy1E+XIoJztjYctjtmm462G462R39FY3hbX/8AhJdDi1L7FLab2K+XJz07g8ZHvWtKjSQuiSNEzKQHUAlT6jII/OpItYfRXldv4j8W3HiFPBxv4U1KG6Z59RWOM7rcKGACYxuwfT09zXqYBCgEkkDqe9Nqw3Gw2WGOZdsiKw9xTIJbzTObdzPAOsDnkD/ZNTUURk4u6HGUou8WbVlew39uJoWyOhB6qfQ1Yrm7Fza67EE4S6Vg69sgZBrpK9GlPnjc9ihV9rC73Cqmpf8AHr/wIVbqpqX/AB6/8CFFX4GOv/DkZFFFFeaeIFFFFABRRRQAUUUUAFFFFABRRRQBy2v/API8eEf+ut3/AOiDW/qU93bafNNY2X225UZjt/NEe856bjwKxPFGkaze6jo+o6I9gLnT3lbbel9jb02/wjPQn07V0ibti78bsc46ZpjfQzdEvdUvrSSTVdI/suZX2rF9pWfcuB82V4HORj2rGu/+Sq6d/wBgqb/0YtdZXJTfDLwhPNJNJpG6SRizH7TKMk8n+OhWGmjpru9tbCDz7y5htochfMmkCLk9Bk03UNQtdLsZb29mWG3iGWdv5D1J9Kh1TRdP1rTxY6hb+dbBlbZvZeR05BBo1jRdP1+w+xanb+fb7g+zey8jpypBpaC0MrSLK61TVx4j1KFrdhEYrG0b70MbHJZ/9tsDjsOOua4b7Pfan4d1zVbDV4LDR3mneXSmGd4BO4NJndGXx91eOa7rSvAnhrRNRjv9O03ybqMEK/nyNjIweGYjoaW78B+F77UWv7jR4HuGbezZYBj6lQcH8RVXRSkkzNl0ex8V2mgXsOpXWkNFY74YbOUJKqSKvGeuBtx05rP03XdX0/SvE9pBNca5LpckcdnOieZI5ccggfeKHk/Q11eseE9C14QjUtNim8ldkZBZCq+gKkce1XdL0mw0WyWz061jtoAc7EHU+pPUn3NFw5lY8wg1uK08V+GY4dA8QRi2iuEYXFntlmZ8bpMbuecsx7Zr1S4vbW0aFbm5hhaZxHEJJApkc9FXPU+wqObTLO41K11GWHdd2qusMm4jaG4bjODnHeqWq6DHq+raTeTzfudOkaZYNv35MDaxOeNvJxjrSbTE2mbFFFFIkK4Qpcf8LE122g1FdPurm1tZoJWiWTMaEhwA3H+Fd3WTrXhjRvEQiGq2EdyYvuMWZWX2ypBx7U0xp2MfwG6zjxDdwkG2uNYneFh0cYUFh7Eg109re2t8jvaXMNwiOY2aKQOFYdVOOh9qLKyttOs4rSzgSC3iG1I0GABUGl6PYaLBNDp8HkxzTNO43s2XbGTyT6Chg3c870iVrbwBqXnamkMVkL6C9s2jUmWVi23LHkHkYHeuqsdQ/wCEc+Glne3Yw1ppsZKN1LbAAv54FWrzwX4c1DVRqd1pUEt5kMXJOGI7soOD+IrS1HS7PVrdLe+h82FJFlCbiBuU5GcEZGex4ptplOSZQ8JaZLpXhu1iucm8lBuLpj1Mrnc2foTj8Kz9Nb+2/Heo6h9610mP7DB6GVsNKR7j5Vrq6p6bpdnpFs1vYw+VG0jSsCxYszHJJJJJJNK5N9zlNV8LwzX+r61beKrzT5ZGDSC3nVYo2RAv7wfxdO5HWtrwhq1xq/g/T9Sv8LPJETI2NoOCRu9sgZ/Gor/wJ4Z1PUGv7vSYpLl23M+5lDH1IBAP4ite7svN0iewtHW13wNDEypkRZXAIXjp6cUNjbTViW1u7a+tkubS4iuIHztlhcOrYODgjg8gipqoaLpNvoWjWmmWo/dW6bQT1Y9Sx9yST+NX6RIVyPxEIi0OxuZP+Pe21O2lnPYIHwSfzFddUVzbQXtrJbXMSSwSqVeNxkMD2NC0Y07M4i8Wc+OvDEEupLf3Cy3dzvSNU8qBo8Kp29RnjPeu1e9tYruK0kuYUuZQWjhaQB3A6kL1OKztF8K6H4eklk0rT47eSUYdwzMxHpliSB7CrU+j2Fzq9rqssG69tVZIZd7DaGGDxnB69xTbG2mGs/8AIC1D/r2k/wDQTXKQXcFj8GYbi6tvtUK6YoaHON+QBjPbr1rpNc8N6T4khih1a0+0RxMWQeY6YJ4/hIqDSfB2gaHFdRafpyRx3ahJ0eR5BIozwQxPqaE1YE1Y4r7LqGjzeGLrV9ah1iye6iitrRRt8l2GFdWBzJtz1arDW+o6z4j8Ry6JrUWiLDIILlCoczsq/wCsOT+7GONy8nGa6nTvA/hrSb8X1lpMMdypyrlmbafUBiQPwp2q+CvDmt3v2zUNLimuDjMgZkLY9dpGfxp8yK5kReA7q3u/BWmyWtsttEqNGI1YsMqxUkE9QSCfxqt8Of8AkU/+3u4/9GtWxfeHNI1HR00i5skNgm3bAhMYXHTG0g1U0XwV4e8PXrXml6f9nuGQxl/Okf5SQSMMxHYUrom61Ks//JUbL/sES/8Ao1K6K7vbXT7c3F7cw20IIBkmkCKCenJ4rn7XSNbfxzJrF++n/YY7aS2tlgL+ZtZ1YFwRjOBzg1f8RaDH4itLazuJtlqlyk00e3PnKuTs68AnHPPSgHbQ2KKKKRIVr6b/AMev/AjWRWvpv/Hr/wACNb4b4zrwf8Qt0UUV3nqhRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAUNXsmvrLbEcTRsJIyfUdqxre4E6kEFJV4eM9VNdRWff6RBfMJQTDcDpKnX8fWuetR59VucmJw3tPejuZtFRSxX9j/x8W5mjH/LWEZ/MUkV3BPxHKpP908H8q4pRcXZnmSjKLtJWGX2nWWp25t761huYT/BKgYfrWEPBGnWug6tpOmPJaQ6ghUhmMixEgjKgnPfpmumopXEm0Z2g6X/AGJoVlpnned9miEfmbdu7HfGTj865Kb4auqXljYeILqz0W8l8yaxWFW64yFcnIHA7duc131FO7BSaOT1TwLBcNpdxpF9LpV9pkXkW88aCT93jG1lPXqfzPWrfhnwrH4ekvbqa8lv9RvXD3F1IoUtjoAo6Dn/ADxXQ0UXYcztY47T/BV/o+u3F7pfiF7exurr7TcWTWiSb+clQ5OVzyMgZ+taNn4K0G01KbUTZLc3s0jSNNcnzCCTn5QeBjtgV0FFF2HMyvfW8l1p9zbRTtbySxNGkydYyQQGHI5HXrWdo2k6hpXh7+z5dYkvb0B9t7cIWOSSQSpYk4z0z2rZopBc4BPhikNnbyw6vImuRXZum1Qw5Zyeqld3Tpxn19SK71A4jUSMGfA3FRgE+w5xTqbJJHEu6R1UerHFDdwbb3HUjusaF3YKo5JNQJcSXTbLK3knP97G1R9Sav2uhNI6y6jIJSDkQrwg+vrVwpSnsaU6E6myI9Ht3urz+0HUrCilYARgnPVq36QAAAAYA6AUtehTgoRsj16VNU48qCqmpf8AHr/wIVbqpqX/AB6/8CFKr8DFX/hyMiiiivNPECiiigAooooAKKKKACiiigAooooA4rxppdlrXibwtp+oQ+dazS3O+PcVziLcOQQeoFdoihEVFGFUYA9q5HxTd21j4v8ACdzd3EVvAkt1ulmcIq5hIGSeByQK64EMAQQQeQR3pvZFPZFfUbo2Ol3d2BkwQvKAe+1Sf6V5E1vZWPhqPxDDqFy/iyKCLU5pGkfDxu4G0j7u3Bxgc8elew3Nul3azW0v+rlRo2+hGDXnf9g+LLnQYPB9zZWy6bG6xyamtwMvArAgCPqGwAPT+dOI4M9IRg6K46MMiuT+Is8sHhlMTSwWsl3DHeTREhkgLYY5HTsPxrY8QT6za6Vv0Czgur0OoEUxAXbnk/eXt71Y1b7UdKuBZWsF1cbflgnbCSDPKk+4z+NJErR3PP8ASZNB0Tx3pNn4WvfNs76OVLyKO4M0YYLuRsknDHa3fpWFqx0eOfWk1m7uz4t+0yfYXjncBcn91tIOxV6ZDYIrstC0LUrnxDa6nf6NZaJaWCSfZ7K2dGLyuNrOxQAfd49azV0bxTp2j6j4eh0Kxv4LuSUjUXuVXIkJO50IyWGe3p3qr6ml1cXxEkFxr2g6b4uvPK006cXkJmMUU10MBgzAjtyOe/vVrwRqljZ3fiOxtb1pND08xz200rlgiMp3gMeqhlOPxrTv9P1Ow8N6Vp8Oi2fiAW8KxTxXMipllUAMu8EevXnpVTTfBk99pWrjW2+x3GqvFuisHCi3iixsRTgjtzxjmi6sK6sULdbm4+I2gateB0lvoLlo4W/5YwhR5akf3sEsfdiO1ejV55P4AvE8V6TcRa1r1xaRLKZrma/BeI8bVXjOG6HAP4V0mu6xfWWs6Jp2nQwyyX1wfPEik7IEALsMEYPIxnPJpPUUtbWN+iiipICvOfEI0vWPF+oQ+Ip5V0jS4IFWFGcK00pOGOzknoK9GrkNWsdd0rxTLrmh2EWox3lusNzbPOIWDITtcMeMYOMU4lRJPAk062GpaZPPJONM1CW0ikkOWMYwVyfUA4/CurrA8I6Pd6Tplw+otGb++upLy4EZyqs+PlB9AAKtaDPrNxa3J1u0htZluHWFYSCGi42sfmbk8+n0oYPc4n4gSvrOnXU6ORp+m3UMSYPE1wZFDn3CAlfqW9K7DXfCul+IpYn1Tz5YolIEInZI/qQpHNchrvw0mj8PtbaTq+u3TiRCtpNfL5WN4LHBAGRyfrWj4msPEUVnp+kaZZXWraYqH7ZJLfJHPOM8Iztzg98DkcZFV6FdrMybdr/TfAviqTRri4k06KRhpkjOWZYxgSFD12j5sH2Jqmj+GtC1Lw9d+F9Rea7ubuKG8VLhpPMif5WaRSflbJXA457V3mj3etXGmXUVx4dh0mSGMLaRNdJKjnBwDsHygYA/GuetNB1bVdYsWu/D2n6FYWlyt3KLeRHe6lXOz7gGACc80XC/cx/Ep0CLxXq//CY3N0XKo2mCGR8Im3+EKflbd/e4713vg9b9PCOmDU5fNvPJBdy+4kEnbk9ztxzXPPYeJND1rWZLHQ7TWLfU5vOWaS4WNowVA2OG+8oxwB/WtfQbObwj4DEd9LG0tnBLNIVyUXln2j2GcUnsEtjpaKyvDV5qOoeHbK81WCKC9nTzHjiBCqCSV4JJB24zz1zWrUmYVy/j26uYPD8VrazPBLf3cNn5qHDIHbBI/AEfjXUVheLdGuNc0JoLORI72GVLi2Z/u+YhyM/XkfjTW41ucnpMOlaD4v0lfDlxMbC+e4s7yJ3cjzo13Bvm754JHHpXpNcbYWXiDW/E9hquuadDpsGmRyCGFLgSmWRxtLZHAGOgPNbt1PrKeIrCG2tIX0h43N1OxG+NgDtAG4dTjsaGOWpyPxDtbK58QaD/AGlpN9qdmkVyZILNGZ8/u8H5SD1962PB6eHbnw9d2vh2O4soGkdZ4mZxNDIVAOdxJBwBjtx9av65feIbK4jbSNGg1K3ZPnU3QhdWz6twRjFUvDOl6rZS61rOpQQpqGpOsgs4XyqBF2qu7pk9z0p9B390zfCekW2iePNfs7QymMWtuxaWQuzMd2SSaq+OLHwfY3Mt3rlxfHUrpWe12yykoQAAEx8q846+tSaW/i2PxhdarP4S8qG+WGGT/iZRN5KqSC/HLcHOMDpWrqt94tE11Zw+GbG/tXLLFM12qrsPTejDJ98U+o9biWfhi38R+E9Hj8VW/wBsu4YQxJmYEEjqSpGTgDJ5qh4H0DSrPxFrmo6TaCCzjcWEHzs24rgyNliTgtgf8BrV0zTNV8O/D9NPtgLzVLe3dYwrAAyEkgAtgYXPfHArT8OaSND8PWOnZy8MY8xv7znlj+LE0rib0ZzsGkWOmfFgTWcHlyXmnTTTnex3uZU55PH4V21ch9stbr4qQJb3MMzw6XMkqxuGMbeanDY6H2NaHi3WL7R9MgOlwwzahdXMdvBHMpKsWznOCDwATn2pPUTu7G/RRRSJCtfTf+PX/gRrIrX03/j1/wCBGt8N8Z14P+IW6KKK7z1QooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAqpc6ZZXmfPtkYn+LGD+Yq3RSaT3E0mrMxX8PKv8Ax63s8Psx3j8jUDaXqsf3JbaYf7QKn/CuhorJ0IPoYSwtJ9DmWi1SP7+nbh6pKD+lMM1wn39OvB7iPIrqaKh4WPRmTwMOjZyhvQPvW9yv1iNMbUoFZVYShnOFBQ5PfiuurL1L/kMaN/13k/8ART1EsMl1M5YJJX5jH+3IekM5+kRpwuZW+5YXjfSKuqoqvqq7lfUV/McwBqEn+r02X/gbBakWw1eX/lnbQj/bYsf0ro6KpYaHUtYKmt2zDTQbiT/j41B8d1iQL+tWoNC0+Bt/k+a/96U7j+taVFaRpQjsjaOHpx2QiqFUKoAA6AUtFFaGwUUUUAFVNS/49f8AgQq3VTUv+PX/AIEKzq/AzKv/AA5GRRRRXmniBRRRQAUUUUAFFFFABRRRQAUUUUAcp4yvY4rnSrL/AIRq1125u3kEMNw6Ls2ruJBdSOg9uldTH/q1ygQ4Hyjt7VzGv/8AI8eEf+ut3/6INb+pT3dtp801jZfbblRmO380R7znpuPAplPZFquW0zxddX/iddIuNCuLFJIHniluJAGcKQPuAcde5rW0S91S+tJJNV0j+y5lfasX2lZ9y4HzZXgc5GPasa7/AOSq6d/2Cpv/AEYtCBI6yqGsX8+m2BntdPnv5twVIIcAknuSeAPerF3e2thB595cw20OQvmTSBFyegyabqGoWul2Mt7ezLDbxDLO38h6k+lISMHSPFd1da0uj6xos2lXssRlgDTLKkqjrhl7j0qhc+PrlTe3Vn4cu7vSLKR4571ZkXGz7xVDywHrn8q0tIsrrVNXHiPUoWt2ERisbRvvQxscln/22wOOw465rhvs99qfh3XNVsNXgsNHead5dKYZ3gE7g0md0ZfH3V45qkkWkrna6z4rurWbSIdG0j+1ZNTheaIfaVgwihTn5gRyG9ula2i3mp31k0uq6T/Zk4kKiH7Qs2VwMNuXjqSMe1c7Lo9j4rtNAvYdSutIaKx3ww2coSVUkVeM9cDbjpzWfpuu6vp+leJ7SCa41yXS5I47OdE8yRy45BA+8UPJ+hosKytodAfFsbeM4fD8No0iOsga78zCrIihmQDHOAVyc8E47V0leSQa3FaeK/DMcOgeIIxbRXCMLiz2yzM+N0mN3POWY9s16pcXtraNCtzcwwtM4jiEkgUyOeirnqfYUmrCkrE9FFFIkK5vW/FFxYasmk6VpEuq6gYfPkjSVYljjzgEseMk9q6SuEKXH/CxNdtoNRXT7q5tbWaCVolkzGhIcANx/hTRUUdP4f1yDxBpS3sMUkLB2ilhkHzRSKcMprUrkfAbrOPEN3CQba41id4WHRx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",
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       "</g>\n",
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       "</svg>\n"
      ],
      "text/plain": [
       "<FastTreeValue 0x7f818d5e6fd0>\n",
       "├── 'a' --> tensor([[ 0.9894,  0.4298,  0.5137],\n",
       "│                   [-1.2854,  0.0775,  0.1881],\n",
       "│                   [ 0.9894,  0.4298,  0.5137],\n",
       "│                   [-1.2854,  0.0775,  0.1881],\n",
       "│                   [ 0.9894,  0.4298,  0.5137],\n",
       "│                   [-1.2854,  0.0775,  0.1881],\n",
       "│                   [ 0.9894,  0.4298,  0.5137],\n",
       "│                   [-1.2854,  0.0775,  0.1881],\n",
       "│                   [ 0.9894,  0.4298,  0.5137],\n",
       "│                   [-1.2854,  0.0775,  0.1881],\n",
       "│                   [ 0.9894,  0.4298,  0.5137],\n",
       "│                   [-1.2854,  0.0775,  0.1881],\n",
       "│                   [ 0.9894,  0.4298,  0.5137],\n",
       "│                   [-1.2854,  0.0775,  0.1881],\n",
       "│                   [ 0.9894,  0.4298,  0.5137],\n",
       "│                   [-1.2854,  0.0775,  0.1881]])\n",
       "└── 'x' --> <FastTreeValue 0x7f818d5e6730>\n",
       "    └── 'c' --> tensor([[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                        [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                        [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                        [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                        [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                        [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                        [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                        [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                        [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                        [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                        [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                        [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                        [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                        [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                        [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                        [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                        [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                        [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                        [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                        [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                        [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                        [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                        [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                        [ 0.1659, -0.1897, -2.0826, -0.4365]])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t_cat = FastTreeValue.func(subside=True)(torch.cat)\n",
    "\n",
    "t_cat(trees)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5e9c06a6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:32.776982Z",
     "iopub.status.busy": "2024-10-16T13:51:32.776568Z",
     "iopub.status.idle": "2024-10-16T13:51:34.619400Z",
     "shell.execute_reply": "2024-10-16T13:51:34.618757Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22.6 µs ± 86.3 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit t_cat(trees)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a3ab5c8f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:34.621727Z",
     "iopub.status.busy": "2024-10-16T13:51:34.621248Z",
     "iopub.status.idle": "2024-10-16T13:51:38.811539Z",
     "shell.execute_reply": "2024-10-16T13:51:38.810899Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "51.4 µs ± 377 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "t_split = FastTreeValue.func(rise=True)(torch.split)\n",
    "tree = FastTreeValue({\n",
    "    'obs': torch.randn(8, 4, 84, 84),\n",
    "    'action': torch.randint(0, 6, size=(8, 1,)),\n",
    "    'reward': torch.rand(8, 1),\n",
    "})\n",
    "\n",
    "%timeit t_split(tree, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31c3ec0b",
   "metadata": {},
   "source": [
    "### Performance of Tianshou Batch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9ead828a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:38.813945Z",
     "iopub.status.busy": "2024-10-16T13:51:38.813522Z",
     "iopub.status.idle": "2024-10-16T13:51:38.820630Z",
     "shell.execute_reply": "2024-10-16T13:51:38.820081Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Batch(\n",
       "    x: Batch(\n",
       "           c: tensor([[[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                       [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                       [ 0.1659, -0.1897, -2.0826, -0.4365]],\n",
       "              \n",
       "                      [[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                       [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                       [ 0.1659, -0.1897, -2.0826, -0.4365]],\n",
       "              \n",
       "                      [[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                       [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                       [ 0.1659, -0.1897, -2.0826, -0.4365]],\n",
       "              \n",
       "                      [[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                       [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                       [ 0.1659, -0.1897, -2.0826, -0.4365]],\n",
       "              \n",
       "                      [[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                       [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                       [ 0.1659, -0.1897, -2.0826, -0.4365]],\n",
       "              \n",
       "                      [[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                       [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                       [ 0.1659, -0.1897, -2.0826, -0.4365]],\n",
       "              \n",
       "                      [[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                       [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                       [ 0.1659, -0.1897, -2.0826, -0.4365]],\n",
       "              \n",
       "                      [[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                       [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                       [ 0.1659, -0.1897, -2.0826, -0.4365]]]),\n",
       "       ),\n",
       "    a: tensor([[[ 0.9894,  0.4298,  0.5137],\n",
       "                [-1.2854,  0.0775,  0.1881]],\n",
       "       \n",
       "               [[ 0.9894,  0.4298,  0.5137],\n",
       "                [-1.2854,  0.0775,  0.1881]],\n",
       "       \n",
       "               [[ 0.9894,  0.4298,  0.5137],\n",
       "                [-1.2854,  0.0775,  0.1881]],\n",
       "       \n",
       "               [[ 0.9894,  0.4298,  0.5137],\n",
       "                [-1.2854,  0.0775,  0.1881]],\n",
       "       \n",
       "               [[ 0.9894,  0.4298,  0.5137],\n",
       "                [-1.2854,  0.0775,  0.1881]],\n",
       "       \n",
       "               [[ 0.9894,  0.4298,  0.5137],\n",
       "                [-1.2854,  0.0775,  0.1881]],\n",
       "       \n",
       "               [[ 0.9894,  0.4298,  0.5137],\n",
       "                [-1.2854,  0.0775,  0.1881]],\n",
       "       \n",
       "               [[ 0.9894,  0.4298,  0.5137],\n",
       "                [-1.2854,  0.0775,  0.1881]]]),\n",
       ")"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batches = [Batch(**_TREE_DATA_2) for _ in range(8)]\n",
    "\n",
    "Batch.stack(batches)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ec9037a3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:38.822696Z",
     "iopub.status.busy": "2024-10-16T13:51:38.822301Z",
     "iopub.status.idle": "2024-10-16T13:51:43.976972Z",
     "shell.execute_reply": "2024-10-16T13:51:43.976326Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "63.3 µs ± 326 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit Batch.stack(batches)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cb8ab77e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:43.979211Z",
     "iopub.status.busy": "2024-10-16T13:51:43.978807Z",
     "iopub.status.idle": "2024-10-16T13:51:43.985386Z",
     "shell.execute_reply": "2024-10-16T13:51:43.984877Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Batch(\n",
       "    x: Batch(\n",
       "           c: tensor([[ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                      [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                      [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                      [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                      [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                      [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                      [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                      [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                      [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                      [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                      [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                      [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                      [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                      [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                      [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                      [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                      [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                      [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                      [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                      [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                      [ 0.1659, -0.1897, -2.0826, -0.4365],\n",
       "                      [ 0.1756, -1.1057,  0.9239, -0.2127],\n",
       "                      [-0.4781,  0.4190, -0.4994, -0.9344],\n",
       "                      [ 0.1659, -0.1897, -2.0826, -0.4365]]),\n",
       "       ),\n",
       "    a: tensor([[ 0.9894,  0.4298,  0.5137],\n",
       "               [-1.2854,  0.0775,  0.1881],\n",
       "               [ 0.9894,  0.4298,  0.5137],\n",
       "               [-1.2854,  0.0775,  0.1881],\n",
       "               [ 0.9894,  0.4298,  0.5137],\n",
       "               [-1.2854,  0.0775,  0.1881],\n",
       "               [ 0.9894,  0.4298,  0.5137],\n",
       "               [-1.2854,  0.0775,  0.1881],\n",
       "               [ 0.9894,  0.4298,  0.5137],\n",
       "               [-1.2854,  0.0775,  0.1881],\n",
       "               [ 0.9894,  0.4298,  0.5137],\n",
       "               [-1.2854,  0.0775,  0.1881],\n",
       "               [ 0.9894,  0.4298,  0.5137],\n",
       "               [-1.2854,  0.0775,  0.1881],\n",
       "               [ 0.9894,  0.4298,  0.5137],\n",
       "               [-1.2854,  0.0775,  0.1881]]),\n",
       ")"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Batch.cat(batches)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "18dfb045",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:43.987521Z",
     "iopub.status.busy": "2024-10-16T13:51:43.987143Z",
     "iopub.status.idle": "2024-10-16T13:51:53.629526Z",
     "shell.execute_reply": "2024-10-16T13:51:53.628887Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "119 µs ± 516 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit Batch.cat(batches)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c6688e51",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T13:51:53.631829Z",
     "iopub.status.busy": "2024-10-16T13:51:53.631327Z",
     "iopub.status.idle": "2024-10-16T13:51:55.918853Z",
     "shell.execute_reply": "2024-10-16T13:51:55.918100Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "281 µs ± 3.73 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "batch = Batch({\n",
    "    'obs': torch.randn(8, 4, 84, 84),\n",
    "    'action': torch.randint(0, 6, size=(8, 1,)),\n",
    "    'reward': torch.rand(8, 1)}\n",
    ")\n",
    "\n",
    "%timeit list(Batch.split(batch, 1, shuffle=False, merge_last=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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