{
 "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": "2024-10-16T12:37:38.201633Z",
     "iopub.status.busy": "2024-10-16T12:37:38.201429Z",
     "iopub.status.idle": "2024-10-16T12:37:39.407252Z",
     "shell.execute_reply": "2024-10-16T12:37:39.406539Z"
    }
   },
   "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": "2024-10-16T12:37:39.410194Z",
     "iopub.status.busy": "2024-10-16T12:37:39.409762Z",
     "iopub.status.idle": "2024-10-16T12:37:39.726002Z",
     "shell.execute_reply": "2024-10-16T12:37:39.725256Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/tmp4q2ykbbk/131d60c1029b5142cef0f38fcc2163eb0e8d23aa/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/131d60c1029b5142cef0f38fcc2163eb0e8d23aa/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": "2024-10-16T12:37:39.728527Z",
     "iopub.status.busy": "2024-10-16T12:37:39.728065Z",
     "iopub.status.idle": "2024-10-16T12:37:39.835351Z",
     "shell.execute_reply": "2024-10-16T12:37:39.834587Z"
    }
   },
   "outputs": [
    {
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",
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       "</svg>\n"
      ],
      "text/plain": [
       "<FastTreeValue 0x7fb228ffac40>\n",
       "├── 'a' --> tensor([[ 0.5957, -0.0751, -0.2476],\n",
       "│                   [ 0.6982, -0.5048, -1.6429]])\n",
       "└── 'x' --> <FastTreeValue 0x7fb228ffa460>\n",
       "    └── 'c' --> tensor([[ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                        [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                        [ 1.0900, -1.5765,  0.3794, -0.2087]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fd70b0b9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T12:37:39.837735Z",
     "iopub.status.busy": "2024-10-16T12:37:39.837323Z",
     "iopub.status.idle": "2024-10-16T12:37:39.842486Z",
     "shell.execute_reply": "2024-10-16T12:37:39.841877Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 0.5957, -0.0751, -0.2476],\n",
       "        [ 0.6982, -0.5048, -1.6429]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t.a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c18197bd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T12:37:39.844493Z",
     "iopub.status.busy": "2024-10-16T12:37:39.844043Z",
     "iopub.status.idle": "2024-10-16T12:37:43.706233Z",
     "shell.execute_reply": "2024-10-16T12:37:43.705559Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "47.6 ns ± 0.217 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": "2024-10-16T12:37:43.708539Z",
     "iopub.status.busy": "2024-10-16T12:37:43.708105Z",
     "iopub.status.idle": "2024-10-16T12:37:43.826852Z",
     "shell.execute_reply": "2024-10-16T12:37:43.825998Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "image/png": 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       "<text text-anchor=\"start\" x=\"204\" y=\"-37.8\" font-family=\"monospace\" font-size=\"14.00\" fill=\"#003304\">tensor([[ 0.9395,  0.3747,  0.8337,  1.6885],</text>\n",
       "<text text-anchor=\"start\" x=\"204\" y=\"-22.8\" font-family=\"monospace\" font-size=\"14.00\" fill=\"#003304\">        [ 0.7373, &#45;0.6815, &#45;0.3337, &#45;0.3466],</text>\n",
       "<text text-anchor=\"start\" x=\"204\" y=\"-7.8\" font-family=\"monospace\" font-size=\"14.00\" fill=\"#003304\">        [ 1.0900, &#45;1.5765,  0.3794, &#45;0.2087]])</text>\n",
       "</g>\n",
       "<!-- node_7fb228ffa460&#45;&gt;value__node_7fb228ffa460__c -->\n",
       "<g id=\"edge3\" class=\"edge\">\n",
       "<title>node_7fb228ffa460&#45;&gt;value__node_7fb228ffa460__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 0x7fb228ffac40>\n",
       "├── 'a' --> tensor([[-1.3525, -0.3475, -0.1588],\n",
       "│                   [ 0.9637,  1.4644, -0.4095]])\n",
       "└── 'x' --> <FastTreeValue 0x7fb228ffa460>\n",
       "    └── 'c' --> tensor([[ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                        [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                        [ 1.0900, -1.5765,  0.3794, -0.2087]])"
      ]
     },
     "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": "2024-10-16T12:37:43.829356Z",
     "iopub.status.busy": "2024-10-16T12:37:43.828924Z",
     "iopub.status.idle": "2024-10-16T12:37:48.226498Z",
     "shell.execute_reply": "2024-10-16T12:37:48.225851Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "54.3 ns ± 0.449 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": "2024-10-16T12:37:48.228907Z",
     "iopub.status.busy": "2024-10-16T12:37:48.228478Z",
     "iopub.status.idle": "2024-10-16T12:37:48.550713Z",
     "shell.execute_reply": "2024-10-16T12:37:48.550023Z"
    }
   },
   "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": "2024-10-16T12:37:48.553263Z",
     "iopub.status.busy": "2024-10-16T12:37:48.552779Z",
     "iopub.status.idle": "2024-10-16T12:37:48.558161Z",
     "shell.execute_reply": "2024-10-16T12:37:48.557598Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Batch(\n",
       "    a: tensor([[ 0.5957, -0.0751, -0.2476],\n",
       "               [ 0.6982, -0.5048, -1.6429]]),\n",
       "    x: Batch(\n",
       "           c: tensor([[ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                      [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                      [ 1.0900, -1.5765,  0.3794, -0.2087]]),\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": "2024-10-16T12:37:48.560268Z",
     "iopub.status.busy": "2024-10-16T12:37:48.559876Z",
     "iopub.status.idle": "2024-10-16T12:37:48.564307Z",
     "shell.execute_reply": "2024-10-16T12:37:48.563655Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 0.5957, -0.0751, -0.2476],\n",
       "        [ 0.6982, -0.5048, -1.6429]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b.a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b785ab72",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T12:37:48.566176Z",
     "iopub.status.busy": "2024-10-16T12:37:48.565930Z",
     "iopub.status.idle": "2024-10-16T12:37:52.077286Z",
     "shell.execute_reply": "2024-10-16T12:37:52.076542Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "43.3 ns ± 0.357 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": "2024-10-16T12:37:52.079618Z",
     "iopub.status.busy": "2024-10-16T12:37:52.079388Z",
     "iopub.status.idle": "2024-10-16T12:37:52.085386Z",
     "shell.execute_reply": "2024-10-16T12:37:52.084726Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Batch(\n",
       "    a: tensor([[ 0.8693, -0.2210, -0.6237],\n",
       "               [-0.3459,  0.9517,  0.2395]]),\n",
       "    x: Batch(\n",
       "           c: tensor([[ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                      [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                      [ 1.0900, -1.5765,  0.3794, -0.2087]]),\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": "2024-10-16T12:37:52.087506Z",
     "iopub.status.busy": "2024-10-16T12:37:52.087134Z",
     "iopub.status.idle": "2024-10-16T12:37:55.108024Z",
     "shell.execute_reply": "2024-10-16T12:37:55.107323Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "372 ns ± 3.87 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": "2024-10-16T12:37:55.110217Z",
     "iopub.status.busy": "2024-10-16T12:37:55.109986Z",
     "iopub.status.idle": "2024-10-16T12:38:00.119628Z",
     "shell.execute_reply": "2024-10-16T12:38:00.118891Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "618 ns ± 3.76 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": "2024-10-16T12:38:00.121982Z",
     "iopub.status.busy": "2024-10-16T12:38:00.121543Z",
     "iopub.status.idle": "2024-10-16T12:38:06.996933Z",
     "shell.execute_reply": "2024-10-16T12:38:06.996198Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8.45 µs ± 37.2 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": "2024-10-16T12:38:06.999396Z",
     "iopub.status.busy": "2024-10-16T12:38:06.998993Z",
     "iopub.status.idle": "2024-10-16T12:38:07.001795Z",
     "shell.execute_reply": "2024-10-16T12:38:07.001279Z"
    }
   },
   "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": "2024-10-16T12:38:07.003682Z",
     "iopub.status.busy": "2024-10-16T12:38:07.003486Z",
     "iopub.status.idle": "2024-10-16T12:38:17.632808Z",
     "shell.execute_reply": "2024-10-16T12:38:17.632105Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "130 µs ± 731 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": "2024-10-16T12:38:17.635501Z",
     "iopub.status.busy": "2024-10-16T12:38:17.635015Z",
     "iopub.status.idle": "2024-10-16T12:38:27.786480Z",
     "shell.execute_reply": "2024-10-16T12:38:27.785757Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "125 µs ± 1.04 µs 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": "2024-10-16T12:38:27.789106Z",
     "iopub.status.busy": "2024-10-16T12:38:27.788646Z",
     "iopub.status.idle": "2024-10-16T12:38:27.792340Z",
     "shell.execute_reply": "2024-10-16T12:38:27.791781Z"
    }
   },
   "outputs": [],
   "source": [
    "trees = [FastTreeValue(_TREE_DATA_2) for _ in range(8)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "017ea5a5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-16T12:38:27.794515Z",
     "iopub.status.busy": "2024-10-16T12:38:27.794129Z",
     "iopub.status.idle": "2024-10-16T12:38:27.976606Z",
     "shell.execute_reply": "2024-10-16T12:38:27.975765Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<FastTreeValue 0x7fb142987190>\n",
       "├── 'a' --> tensor([[[ 0.5957, -0.0751, -0.2476],\n",
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       "│                    [ 0.6982, -0.5048, -1.6429]]])\n",
       "└── 'x' --> <FastTreeValue 0x7fb140ceef70>\n",
       "    └── 'c' --> tensor([[[ 0.9395,  0.3747,  0.8337,  1.6885],\n",
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       "                \n",
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       "                         [ 1.0900, -1.5765,  0.3794, -0.2087]]])"
      ]
     },
     "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": "2024-10-16T12:38:27.980873Z",
     "iopub.status.busy": "2024-10-16T12:38:27.980411Z",
     "iopub.status.idle": "2024-10-16T12:38:29.905023Z",
     "shell.execute_reply": "2024-10-16T12:38:29.904248Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "23.6 µs ± 70.7 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": "2024-10-16T12:38:29.907494Z",
     "iopub.status.busy": "2024-10-16T12:38:29.907042Z",
     "iopub.status.idle": "2024-10-16T12:38:30.063762Z",
     "shell.execute_reply": "2024-10-16T12:38:30.062982Z"
    }
   },
   "outputs": [
    {
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",
      "image/png": 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       "<FastTreeValue 0x7fb142987370>\n",
       "├── 'a' --> tensor([[ 0.5957, -0.0751, -0.2476],\n",
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       "└── 'x' --> <FastTreeValue 0x7fb140cee6a0>\n",
       "    └── 'c' --> tensor([[ 0.9395,  0.3747,  0.8337,  1.6885],\n",
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       "                        [ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                        [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                        [ 1.0900, -1.5765,  0.3794, -0.2087]])"
      ]
     },
     "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": "2024-10-16T12:38:30.066111Z",
     "iopub.status.busy": "2024-10-16T12:38:30.065856Z",
     "iopub.status.idle": "2024-10-16T12:38:31.871970Z",
     "shell.execute_reply": "2024-10-16T12:38:31.871321Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22.2 µs ± 289 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": "2024-10-16T12:38:31.874284Z",
     "iopub.status.busy": "2024-10-16T12:38:31.874033Z",
     "iopub.status.idle": "2024-10-16T12:38:35.983717Z",
     "shell.execute_reply": "2024-10-16T12:38:35.982966Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50.5 µs ± 352 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": "2024-10-16T12:38:35.986204Z",
     "iopub.status.busy": "2024-10-16T12:38:35.985940Z",
     "iopub.status.idle": "2024-10-16T12:38:35.993557Z",
     "shell.execute_reply": "2024-10-16T12:38:35.992855Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "       \n",
       "               [[ 0.5957, -0.0751, -0.2476],\n",
       "                [ 0.6982, -0.5048, -1.6429]],\n",
       "       \n",
       "               [[ 0.5957, -0.0751, -0.2476],\n",
       "                [ 0.6982, -0.5048, -1.6429]]]),\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": "2024-10-16T12:38:35.995653Z",
     "iopub.status.busy": "2024-10-16T12:38:35.995445Z",
     "iopub.status.idle": "2024-10-16T12:38:41.088759Z",
     "shell.execute_reply": "2024-10-16T12:38:41.088052Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "62.7 µs ± 346 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": "2024-10-16T12:38:41.091238Z",
     "iopub.status.busy": "2024-10-16T12:38:41.090987Z",
     "iopub.status.idle": "2024-10-16T12:38:41.097785Z",
     "shell.execute_reply": "2024-10-16T12:38:41.097218Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Batch(\n",
       "    x: Batch(\n",
       "           c: tensor([[ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                      [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                      [ 1.0900, -1.5765,  0.3794, -0.2087],\n",
       "                      [ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                      [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                      [ 1.0900, -1.5765,  0.3794, -0.2087],\n",
       "                      [ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                      [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                      [ 1.0900, -1.5765,  0.3794, -0.2087],\n",
       "                      [ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                      [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                      [ 1.0900, -1.5765,  0.3794, -0.2087],\n",
       "                      [ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                      [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                      [ 1.0900, -1.5765,  0.3794, -0.2087],\n",
       "                      [ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                      [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                      [ 1.0900, -1.5765,  0.3794, -0.2087],\n",
       "                      [ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                      [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                      [ 1.0900, -1.5765,  0.3794, -0.2087],\n",
       "                      [ 0.9395,  0.3747,  0.8337,  1.6885],\n",
       "                      [ 0.7373, -0.6815, -0.3337, -0.3466],\n",
       "                      [ 1.0900, -1.5765,  0.3794, -0.2087]]),\n",
       "       ),\n",
       "    a: tensor([[ 0.5957, -0.0751, -0.2476],\n",
       "               [ 0.6982, -0.5048, -1.6429],\n",
       "               [ 0.5957, -0.0751, -0.2476],\n",
       "               [ 0.6982, -0.5048, -1.6429],\n",
       "               [ 0.5957, -0.0751, -0.2476],\n",
       "               [ 0.6982, -0.5048, -1.6429],\n",
       "               [ 0.5957, -0.0751, -0.2476],\n",
       "               [ 0.6982, -0.5048, -1.6429],\n",
       "               [ 0.5957, -0.0751, -0.2476],\n",
       "               [ 0.6982, -0.5048, -1.6429],\n",
       "               [ 0.5957, -0.0751, -0.2476],\n",
       "               [ 0.6982, -0.5048, -1.6429],\n",
       "               [ 0.5957, -0.0751, -0.2476],\n",
       "               [ 0.6982, -0.5048, -1.6429],\n",
       "               [ 0.5957, -0.0751, -0.2476],\n",
       "               [ 0.6982, -0.5048, -1.6429]]),\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": "2024-10-16T12:38:41.099874Z",
     "iopub.status.busy": "2024-10-16T12:38:41.099463Z",
     "iopub.status.idle": "2024-10-16T12:38:50.650556Z",
     "shell.execute_reply": "2024-10-16T12:38:50.649886Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "117 µs ± 357 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": "2024-10-16T12:38:50.652840Z",
     "iopub.status.busy": "2024-10-16T12:38:50.652431Z",
     "iopub.status.idle": "2024-10-16T12:38:52.989705Z",
     "shell.execute_reply": "2024-10-16T12:38:52.988974Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "288 µs ± 2.28 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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   "codemirror_mode": {
    "name": "ipython",
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