{
 "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": "2024-10-16T12:45:52.991233Z",
     "iopub.status.busy": "2024-10-16T12:45:52.991030Z",
     "iopub.status.idle": "2024-10-16T12:45:54.201289Z",
     "shell.execute_reply": "2024-10-16T12:45:54.200615Z"
    }
   },
   "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": "2024-10-16T12:45:54.204200Z",
     "iopub.status.busy": "2024-10-16T12:45:54.203708Z",
     "iopub.status.idle": "2024-10-16T12:45:54.530715Z",
     "shell.execute_reply": "2024-10-16T12:45:54.529931Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/tmp4q2ykbbk/609a8cd25df14a80d26451c0cc519f3738a7f834/treevalue/tree/integration/torch.py:21: 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/609a8cd25df14a80d26451c0cc519f3738a7f834/treevalue/tree/integration/torch.py:22: 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": "2024-10-16T12:45:54.533161Z",
     "iopub.status.busy": "2024-10-16T12:45:54.532715Z",
     "iopub.status.idle": "2024-10-16T12:45:54.637407Z",
     "shell.execute_reply": "2024-10-16T12:45:54.636616Z"
    }
   },
   "outputs": [
    {
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       "<text text-anchor=\"start\" x=\"204\" y=\"-22.8\" font-family=\"monospace\" font-size=\"14.00\" fill=\"#003304\">        [&#45;0.0718, &#45;0.4008,  0.1131, &#45;1.3146],</text>\n",
       "<text text-anchor=\"start\" x=\"204\" y=\"-7.8\" font-family=\"monospace\" font-size=\"14.00\" fill=\"#003304\">        [ 0.6362, &#45;1.1271, &#45;1.6943,  0.4471]])</text>\n",
       "</g>\n",
       "<!-- node_7f9f7c2b7ee0&#45;&gt;value__node_7f9f7c2b7ee0__c -->\n",
       "<g id=\"edge3\" class=\"edge\">\n",
       "<title>node_7f9f7c2b7ee0&#45;&gt;value__node_7f9f7c2b7ee0__c</title>\n",
       "<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 0x7f9f7c2b7fa0>\n",
       "├── 'a' --> tensor([[-1.2459,  0.8636,  0.6522],\n",
       "│                   [ 0.1397, -0.2824, -0.5951]])\n",
       "└── 'x' --> <FastTreeValue 0x7f9f7c2b7ee0>\n",
       "    └── 'c' --> tensor([[-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                        [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                        [ 0.6362, -1.1271, -1.6943,  0.4471]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fd70b0b9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T12:45:54.639967Z",
     "iopub.status.busy": "2024-10-16T12:45:54.639553Z",
     "iopub.status.idle": "2024-10-16T12:45:54.644791Z",
     "shell.execute_reply": "2024-10-16T12:45:54.644266Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[-1.2459,  0.8636,  0.6522],\n",
       "        [ 0.1397, -0.2824, -0.5951]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t.a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c18197bd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T12:45:54.646864Z",
     "iopub.status.busy": "2024-10-16T12:45:54.646494Z",
     "iopub.status.idle": "2024-10-16T12:45:58.377320Z",
     "shell.execute_reply": "2024-10-16T12:45:58.376665Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "45.9 ns ± 0.0976 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": "2024-10-16T12:45:58.379573Z",
     "iopub.status.busy": "2024-10-16T12:45:58.379151Z",
     "iopub.status.idle": "2024-10-16T12:45:58.492899Z",
     "shell.execute_reply": "2024-10-16T12:45:58.492078Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "image/png": 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       "└── 'x' --> <FastTreeValue 0x7f9f7c2b7ee0>\n",
       "    └── 'c' --> tensor([[-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                        [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                        [ 0.6362, -1.1271, -1.6943,  0.4471]])"
      ]
     },
     "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": "2024-10-16T12:45:58.495473Z",
     "iopub.status.busy": "2024-10-16T12:45:58.495045Z",
     "iopub.status.idle": "2024-10-16T12:46:02.591525Z",
     "shell.execute_reply": "2024-10-16T12:46:02.590814Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50.4 ns ± 0.42 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": "2024-10-16T12:46:02.594009Z",
     "iopub.status.busy": "2024-10-16T12:46:02.593589Z",
     "iopub.status.idle": "2024-10-16T12:46:02.918813Z",
     "shell.execute_reply": "2024-10-16T12:46:02.918227Z"
    }
   },
   "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": "2024-10-16T12:46:02.921326Z",
     "iopub.status.busy": "2024-10-16T12:46:02.920882Z",
     "iopub.status.idle": "2024-10-16T12:46:02.926231Z",
     "shell.execute_reply": "2024-10-16T12:46:02.925591Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Batch(\n",
       "    a: tensor([[-1.2459,  0.8636,  0.6522],\n",
       "               [ 0.1397, -0.2824, -0.5951]]),\n",
       "    x: Batch(\n",
       "           c: tensor([[-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                      [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                      [ 0.6362, -1.1271, -1.6943,  0.4471]]),\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": "2024-10-16T12:46:02.928382Z",
     "iopub.status.busy": "2024-10-16T12:46:02.927987Z",
     "iopub.status.idle": "2024-10-16T12:46:02.932437Z",
     "shell.execute_reply": "2024-10-16T12:46:02.931786Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[-1.2459,  0.8636,  0.6522],\n",
       "        [ 0.1397, -0.2824, -0.5951]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b.a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b785ab72",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T12:46:02.934641Z",
     "iopub.status.busy": "2024-10-16T12:46:02.934281Z",
     "iopub.status.idle": "2024-10-16T12:46:06.378348Z",
     "shell.execute_reply": "2024-10-16T12:46:06.377598Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "42.3 ns ± 0.302 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": "2024-10-16T12:46:06.380430Z",
     "iopub.status.busy": "2024-10-16T12:46:06.380213Z",
     "iopub.status.idle": "2024-10-16T12:46:06.385769Z",
     "shell.execute_reply": "2024-10-16T12:46:06.385235Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Batch(\n",
       "    a: tensor([[ 1.6288,  0.3369, -1.8096],\n",
       "               [-0.2524, -0.9556,  1.3978]]),\n",
       "    x: Batch(\n",
       "           c: tensor([[-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                      [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                      [ 0.6362, -1.1271, -1.6943,  0.4471]]),\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": "2024-10-16T12:46:06.387764Z",
     "iopub.status.busy": "2024-10-16T12:46:06.387368Z",
     "iopub.status.idle": "2024-10-16T12:46:09.413304Z",
     "shell.execute_reply": "2024-10-16T12:46:09.412574Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "371 ns ± 2.78 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": "2024-10-16T12:46:09.415834Z",
     "iopub.status.busy": "2024-10-16T12:46:09.415420Z",
     "iopub.status.idle": "2024-10-16T12:46:14.476941Z",
     "shell.execute_reply": "2024-10-16T12:46:14.476290Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "624 ns ± 1.54 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 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": "2024-10-16T12:46:14.479325Z",
     "iopub.status.busy": "2024-10-16T12:46:14.478903Z",
     "iopub.status.idle": "2024-10-16T12:46:21.407462Z",
     "shell.execute_reply": "2024-10-16T12:46:21.406761Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8.51 µs ± 92.2 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": "2024-10-16T12:46:21.409758Z",
     "iopub.status.busy": "2024-10-16T12:46:21.409540Z",
     "iopub.status.idle": "2024-10-16T12:46:21.412491Z",
     "shell.execute_reply": "2024-10-16T12:46:21.411954Z"
    }
   },
   "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": "2024-10-16T12:46:21.414535Z",
     "iopub.status.busy": "2024-10-16T12:46:21.414334Z",
     "iopub.status.idle": "2024-10-16T12:46:31.862100Z",
     "shell.execute_reply": "2024-10-16T12:46:31.861343Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "129 µs ± 718 ns 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": "2024-10-16T12:46:31.864918Z",
     "iopub.status.busy": "2024-10-16T12:46:31.864325Z",
     "iopub.status.idle": "2024-10-16T12:46:42.055166Z",
     "shell.execute_reply": "2024-10-16T12:46:42.054456Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "126 µs ± 529 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": "2024-10-16T12:46:42.057841Z",
     "iopub.status.busy": "2024-10-16T12:46:42.057348Z",
     "iopub.status.idle": "2024-10-16T12:46:42.060778Z",
     "shell.execute_reply": "2024-10-16T12:46:42.060119Z"
    }
   },
   "outputs": [],
   "source": [
    "trees = [FastTreeValue(_TREE_DATA_2) for _ in range(8)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "017ea5a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T12:46:42.062837Z",
     "iopub.status.busy": "2024-10-16T12:46:42.062445Z",
     "iopub.status.idle": "2024-10-16T12:46:42.237164Z",
     "shell.execute_reply": "2024-10-16T12:46:42.236334Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": 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       "<FastTreeValue 0x7f9e8fc62520>\n",
       "├── 'a' --> tensor([[[-1.2459,  0.8636,  0.6522],\n",
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       "└── 'x' --> <FastTreeValue 0x7f9e8fc77550>\n",
       "    └── 'c' --> tensor([[[-0.2996,  0.1554,  0.3254,  0.0967],\n",
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       "                \n",
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       "                         [ 0.6362, -1.1271, -1.6943,  0.4471]]])"
      ]
     },
     "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": "2024-10-16T12:46:42.241113Z",
     "iopub.status.busy": "2024-10-16T12:46:42.240690Z",
     "iopub.status.idle": "2024-10-16T12:46:44.169009Z",
     "shell.execute_reply": "2024-10-16T12:46:44.168276Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "23.7 µs ± 337 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": {
     "iopub.execute_input": "2024-10-16T12:46:44.171243Z",
     "iopub.status.busy": "2024-10-16T12:46:44.171029Z",
     "iopub.status.idle": "2024-10-16T12:46:44.322193Z",
     "shell.execute_reply": "2024-10-16T12:46:44.321333Z"
    }
   },
   "outputs": [
    {
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",
      "image/png": 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       "<FastTreeValue 0x7f9e8dfe4c70>\n",
       "├── 'a' --> tensor([[-1.2459,  0.8636,  0.6522],\n",
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       "└── 'x' --> <FastTreeValue 0x7f9e8ff42dc0>\n",
       "    └── 'c' --> tensor([[-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                        [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                        [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
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       "                        [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                        [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                        [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                        [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                        [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                        [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                        [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                        [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                        [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                        [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                        [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                        [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                        [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                        [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                        [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                        [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                        [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                        [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                        [ 0.6362, -1.1271, -1.6943,  0.4471]])"
      ]
     },
     "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": "2024-10-16T12:46:44.325733Z",
     "iopub.status.busy": "2024-10-16T12:46:44.325256Z",
     "iopub.status.idle": "2024-10-16T12:46:46.116011Z",
     "shell.execute_reply": "2024-10-16T12:46:46.115384Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22 µs ± 229 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": "2024-10-16T12:46:46.118051Z",
     "iopub.status.busy": "2024-10-16T12:46:46.117835Z",
     "iopub.status.idle": "2024-10-16T12:46:50.177742Z",
     "shell.execute_reply": "2024-10-16T12:46:50.177081Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50 µs ± 475 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": {
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     "iopub.status.idle": "2024-10-16T12:46:50.187399Z",
     "shell.execute_reply": "2024-10-16T12:46:50.186723Z"
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   "outputs": [
    {
     "data": {
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       "Batch(\n",
       "    x: Batch(\n",
       "           c: tensor([[[-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                       [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                       [ 0.6362, -1.1271, -1.6943,  0.4471]],\n",
       "              \n",
       "                      [[-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                       [-0.0718, -0.4008,  0.1131, -1.3146],\n",
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       "              \n",
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       "                       [ 0.6362, -1.1271, -1.6943,  0.4471]],\n",
       "              \n",
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       "                       [ 0.6362, -1.1271, -1.6943,  0.4471]],\n",
       "              \n",
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       "                       [-0.0718, -0.4008,  0.1131, -1.3146],\n",
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       "              \n",
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       "              \n",
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       "                       [ 0.6362, -1.1271, -1.6943,  0.4471]],\n",
       "              \n",
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       "                       [ 0.6362, -1.1271, -1.6943,  0.4471]]]),\n",
       "       ),\n",
       "    a: tensor([[[-1.2459,  0.8636,  0.6522],\n",
       "                [ 0.1397, -0.2824, -0.5951]],\n",
       "       \n",
       "               [[-1.2459,  0.8636,  0.6522],\n",
       "                [ 0.1397, -0.2824, -0.5951]],\n",
       "       \n",
       "               [[-1.2459,  0.8636,  0.6522],\n",
       "                [ 0.1397, -0.2824, -0.5951]],\n",
       "       \n",
       "               [[-1.2459,  0.8636,  0.6522],\n",
       "                [ 0.1397, -0.2824, -0.5951]],\n",
       "       \n",
       "               [[-1.2459,  0.8636,  0.6522],\n",
       "                [ 0.1397, -0.2824, -0.5951]],\n",
       "       \n",
       "               [[-1.2459,  0.8636,  0.6522],\n",
       "                [ 0.1397, -0.2824, -0.5951]],\n",
       "       \n",
       "               [[-1.2459,  0.8636,  0.6522],\n",
       "                [ 0.1397, -0.2824, -0.5951]],\n",
       "       \n",
       "               [[-1.2459,  0.8636,  0.6522],\n",
       "                [ 0.1397, -0.2824, -0.5951]]]),\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": "2024-10-16T12:46:50.189675Z",
     "iopub.status.busy": "2024-10-16T12:46:50.189217Z",
     "iopub.status.idle": "2024-10-16T12:46:55.382095Z",
     "shell.execute_reply": "2024-10-16T12:46:55.381397Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "64.1 µs ± 934 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": {
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     "iopub.status.idle": "2024-10-16T12:46:55.390568Z",
     "shell.execute_reply": "2024-10-16T12:46:55.389862Z"
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       "Batch(\n",
       "    x: Batch(\n",
       "           c: tensor([[-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                      [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                      [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                      [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                      [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                      [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                      [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                      [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                      [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                      [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                      [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                      [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                      [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                      [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                      [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                      [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                      [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                      [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                      [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                      [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                      [ 0.6362, -1.1271, -1.6943,  0.4471],\n",
       "                      [-0.2996,  0.1554,  0.3254,  0.0967],\n",
       "                      [-0.0718, -0.4008,  0.1131, -1.3146],\n",
       "                      [ 0.6362, -1.1271, -1.6943,  0.4471]]),\n",
       "       ),\n",
       "    a: tensor([[-1.2459,  0.8636,  0.6522],\n",
       "               [ 0.1397, -0.2824, -0.5951],\n",
       "               [-1.2459,  0.8636,  0.6522],\n",
       "               [ 0.1397, -0.2824, -0.5951],\n",
       "               [-1.2459,  0.8636,  0.6522],\n",
       "               [ 0.1397, -0.2824, -0.5951],\n",
       "               [-1.2459,  0.8636,  0.6522],\n",
       "               [ 0.1397, -0.2824, -0.5951],\n",
       "               [-1.2459,  0.8636,  0.6522],\n",
       "               [ 0.1397, -0.2824, -0.5951],\n",
       "               [-1.2459,  0.8636,  0.6522],\n",
       "               [ 0.1397, -0.2824, -0.5951],\n",
       "               [-1.2459,  0.8636,  0.6522],\n",
       "               [ 0.1397, -0.2824, -0.5951],\n",
       "               [-1.2459,  0.8636,  0.6522],\n",
       "               [ 0.1397, -0.2824, -0.5951]]),\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": "2024-10-16T12:46:55.392659Z",
     "iopub.status.busy": "2024-10-16T12:46:55.392271Z",
     "iopub.status.idle": "2024-10-16T12:47:04.956325Z",
     "shell.execute_reply": "2024-10-16T12:47:04.955603Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "118 µs ± 719 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": "2024-10-16T12:47:04.958780Z",
     "iopub.status.busy": "2024-10-16T12:47:04.958374Z",
     "iopub.status.idle": "2024-10-16T12:47:07.193298Z",
     "shell.execute_reply": "2024-10-16T12:47:07.192584Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "275 µs ± 2.47 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,
   "id": "2539fbd9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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