{ "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": "2024-10-16T12:54:13.065155Z", "iopub.status.busy": "2024-10-16T12:54:13.064602Z", "iopub.status.idle": "2024-10-16T12:54:14.284585Z", "shell.execute_reply": "2024-10-16T12:54:14.283858Z" } }, "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": "2024-10-16T12:54:14.287634Z", "iopub.status.busy": "2024-10-16T12:54:14.287185Z", "iopub.status.idle": "2024-10-16T12:54:14.606527Z", "shell.execute_reply": "2024-10-16T12:54:14.605795Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/tmp4q2ykbbk/bd171e47eddd5b95747dbb64747e18068f6b3274/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/bd171e47eddd5b95747dbb64747e18068f6b3274/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": "2024-10-16T12:54:14.608978Z", "iopub.status.busy": "2024-10-16T12:54:14.608500Z", "iopub.status.idle": "2024-10-16T12:54:14.715429Z", "shell.execute_reply": "2024-10-16T12:54:14.714547Z" } }, "outputs": [ { "data": { "image/jpeg": 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", 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", 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0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "t" ] }, { "cell_type": "code", "execution_count": 4, "id": "fd70b0b9", "metadata": { "execution": { "iopub.execute_input": "2024-10-16T12:54:14.717765Z", "iopub.status.busy": "2024-10-16T12:54:14.717337Z", "iopub.status.idle": "2024-10-16T12:54:14.722735Z", "shell.execute_reply": "2024-10-16T12:54:14.722178Z" } }, "outputs": [ { "data": { "text/plain": [ "tensor([[ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265]])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "t.a" ] }, { "cell_type": "code", "execution_count": 5, "id": "c18197bd", "metadata": { "execution": { "iopub.execute_input": "2024-10-16T12:54:14.724825Z", "iopub.status.busy": "2024-10-16T12:54:14.724456Z", "iopub.status.idle": "2024-10-16T12:54:18.447209Z", "shell.execute_reply": "2024-10-16T12:54:18.446465Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "45.8 ns ± 0.0131 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": "2024-10-16T12:54:18.449499Z", "iopub.status.busy": "2024-10-16T12:54:18.449058Z", "iopub.status.idle": "2024-10-16T12:54:18.566910Z", "shell.execute_reply": "2024-10-16T12:54:18.566118Z" } }, "outputs": [ { "data": { "image/jpeg": 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", 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", "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "node_7f18b487afd0\n", "\n", "<root>\n", "\n", "\n", "\n", "value__node_7f18b487afd0__a\n", "\n", "tensor([[ 0.4037,  0.1344, -1.6470],\n", "        [-0.5974, -0.4448,  0.8182]])\n", "\n", "\n", "\n", "node_7f18b487afd0->value__node_7f18b487afd0__a\n", "\n", "\n", "a\n", "\n", "\n", "\n", "node_7f18b487a850\n", "\n", "<root>.x\n", "\n", "\n", "\n", "node_7f18b487afd0->node_7f18b487a850\n", "\n", "\n", "x\n", "\n", "\n", "\n", "value__node_7f18b487a850__c\n", "\n", "tensor([[-1.2412, -0.5392, -0.3254,  0.0992],\n", "        [ 1.1248, -0.0375, -0.0383,  0.1545],\n", "        [ 0.3995, -0.7661, -0.4404, -0.7425]])\n", "\n", "\n", "\n", "node_7f18b487a850->value__node_7f18b487a850__c\n", "\n", "\n", "c\n", "\n", "\n", "\n" ], "text/plain": [ "\n", "├── 'a' --> tensor([[ 0.4037, 0.1344, -1.6470],\n", "│ [-0.5974, -0.4448, 0.8182]])\n", "└── 'x' --> \n", " └── 'c' --> tensor([[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]])" ] }, "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": "2024-10-16T12:54:18.569202Z", "iopub.status.busy": "2024-10-16T12:54:18.568928Z", "iopub.status.idle": "2024-10-16T12:54:22.651545Z", "shell.execute_reply": "2024-10-16T12:54:22.650829Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "50.5 ns ± 1.32 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": "2024-10-16T12:54:22.653998Z", "iopub.status.busy": "2024-10-16T12:54:22.653521Z", "iopub.status.idle": "2024-10-16T12:54:22.991914Z", "shell.execute_reply": "2024-10-16T12:54:22.991162Z" } }, "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": "2024-10-16T12:54:22.995269Z", "iopub.status.busy": "2024-10-16T12:54:22.994643Z", "iopub.status.idle": "2024-10-16T12:54:23.000814Z", "shell.execute_reply": "2024-10-16T12:54:23.000174Z" } }, "outputs": [ { "data": { "text/plain": [ "Batch(\n", " a: tensor([[ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265]]),\n", " x: Batch(\n", " c: tensor([[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]]),\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": "2024-10-16T12:54:23.002914Z", "iopub.status.busy": "2024-10-16T12:54:23.002512Z", "iopub.status.idle": "2024-10-16T12:54:23.007166Z", "shell.execute_reply": "2024-10-16T12:54:23.006635Z" } }, "outputs": [ { "data": { "text/plain": [ "tensor([[ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265]])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b.a" ] }, { "cell_type": "code", "execution_count": 11, "id": "b785ab72", "metadata": { "execution": { "iopub.execute_input": "2024-10-16T12:54:23.009161Z", "iopub.status.busy": "2024-10-16T12:54:23.008779Z", "iopub.status.idle": "2024-10-16T12:54:26.333498Z", "shell.execute_reply": "2024-10-16T12:54:26.332759Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "40.8 ns ± 0.299 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": "2024-10-16T12:54:26.335775Z", "iopub.status.busy": "2024-10-16T12:54:26.335546Z", "iopub.status.idle": "2024-10-16T12:54:26.341189Z", "shell.execute_reply": "2024-10-16T12:54:26.340660Z" } }, "outputs": [ { "data": { "text/plain": [ "Batch(\n", " a: tensor([[-0.3270, 0.0182, -1.7439],\n", " [-0.0369, 0.7698, 0.8784]]),\n", " x: Batch(\n", " c: tensor([[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]]),\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": "2024-10-16T12:54:26.343192Z", "iopub.status.busy": "2024-10-16T12:54:26.342990Z", "iopub.status.idle": "2024-10-16T12:54:29.336185Z", "shell.execute_reply": "2024-10-16T12:54:29.335543Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "369 ns ± 0.648 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": "2024-10-16T12:54:29.338434Z", "iopub.status.busy": "2024-10-16T12:54:29.338212Z", "iopub.status.idle": "2024-10-16T12:54:34.572677Z", "shell.execute_reply": "2024-10-16T12:54:34.572014Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "644 ns ± 0.944 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": "2024-10-16T12:54:34.574872Z", "iopub.status.busy": "2024-10-16T12:54:34.574645Z", "iopub.status.idle": "2024-10-16T12:54:41.412613Z", "shell.execute_reply": "2024-10-16T12:54:41.411982Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8.42 µs ± 11.1 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": "2024-10-16T12:54:41.414694Z", "iopub.status.busy": "2024-10-16T12:54:41.414469Z", "iopub.status.idle": "2024-10-16T12:54:41.417405Z", "shell.execute_reply": "2024-10-16T12:54:41.416852Z" } }, "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": "2024-10-16T12:54:41.419604Z", "iopub.status.busy": "2024-10-16T12:54:41.419211Z", "iopub.status.idle": "2024-10-16T12:54:51.844548Z", "shell.execute_reply": "2024-10-16T12:54:51.843831Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "128 µs ± 450 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": "2024-10-16T12:54:51.846934Z", "iopub.status.busy": "2024-10-16T12:54:51.846720Z", "iopub.status.idle": "2024-10-16T12:55:02.122442Z", "shell.execute_reply": "2024-10-16T12:55:02.121719Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "127 µs ± 590 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": "2024-10-16T12:55:02.125088Z", "iopub.status.busy": "2024-10-16T12:55:02.124621Z", "iopub.status.idle": "2024-10-16T12:55:02.128297Z", "shell.execute_reply": "2024-10-16T12:55:02.127737Z" } }, "outputs": [], "source": [ "trees = [FastTreeValue(_TREE_DATA_2) for _ in range(8)]" ] }, { "cell_type": "code", "execution_count": 20, "id": "017ea5a5", "metadata": { "execution": { "iopub.execute_input": "2024-10-16T12:55:02.130306Z", "iopub.status.busy": "2024-10-16T12:55:02.129887Z", "iopub.status.idle": "2024-10-16T12:55:02.309294Z", "shell.execute_reply": "2024-10-16T12:55:02.308445Z" } }, "outputs": [ { "data": { "image/jpeg": 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rm4s/A+qXFrPLBOkalJInKsvzL0I5Fa+k6d/ZWnpZ/bby82EnzryXzJGyc8tgVh/Ef/kn2r/9cl/9DWupp9B9ArhfG1tqVpd2WqRa5exQtf20K2cLeWgBYBtxHLZ9/Wu6rgviBqVxIbXTrbQ9Yumgu4Lppre0LxFVbJAYH73tiiO447ne0VnWOqtf6KdRTT723ba5FrdReXLlc8FecZxx9aNC1G41bRbe+u9Pl0+eUMWtpc7o8MRzkA8gZ6d6VhWOWsLbUtM+I1va3WuXt+lxYSzMkrbY1IcAbUHA4rY1rw3datetcHxHqljAqAJDZyCIKR1LHGWrmLzxFcDx3Bqq+GPEb21taSWrbbAksxcEFecFeOuaueL9ZvpNVj0l9F1uXR/LD3Mmn2pka4z/AMst2QFX+9g5PTiq1uXZ3NLwlrVx/wAIbJqOs3QljtnlC3ZXHnRISA+PfH48etUPDl1q0vj68XUbidVuNNW6WzZzst8yYVQvTcFAyfXNXLi1n8YeHLeLTxe+HhbXSMsd5YrkiMZUeWWxtyVI916VlaXoPia3+IxuLzW5bmJbJPMuTp6xpMu8/ucjgEdcjmjuGmpk399eums3t54qvrDW7a4kWz0uNwqsAf3YEWMyBuOR616hp8lxLptrJdoI7l4UaZB/C5A3D8815ZLY3EFjqWn6l4OvtR12eWUxanHEHVixOxhLnKAccD07V3k+o3PhnwMt9qQ+03dnaJ5wMmPMkAAI3YPU98UMJLsdBRVewnlutPtrie3NvNLErvCTkxsQCVz3weKsVJmFcr4yvbwSaTo9jdtZy6lcFJLlPvRxIpZ9p7HGOava34a/tu5jm/tvWbDYmzZYXXlK3OckYOTVDxjYXm7SNXsbR72XTLgtJbry8kTrtfHqcY4prcpWuVPDN1Pp/imTRRrM2r6dc2X220uZ5RK4IfYy7x94d/wrtq4nwzaz6h4pk1oaNNpGnW1l9itLaeIROxL72bYPujt+NdDFqt1J4nn0ptLmS0jtxMt8c7HYkDYPlxnnPXt0oYS3OZ1uebWPFl3psmvXGjaZp1vE0klvMIWkmkJ2gue2B07mp9Cl1PWfDmo6ZdavLb3mnXr2kl9Go3uiEHdzwCVOM+1Qa5BNo/iy71KXQbjWdM1G3iWSO3hEzRzRk7SUPbB69jUuijVNE8PX2p3Wiz3N1qV/JdTWUJBkijfgDB+8QAOPen0K6Fbw5cyW3jBNP0vxFda9psls8ly88wnFu4I24kHHPI21B4p8Ny6Tpb3Nr4o8TPe3EyQWsLaidrSu2AMBeg5P0FSaFbyXXjGzvtI8N3Wg6dDFIt758IgFwSPkAjBwcHnNbd3bXOq+PbMSW8q6dpUDTiRkISWd/lABPB2rk8dCafUL2ZgeNZ4dLvvDdlqHiHVNPsRbzLPc207rJIyrGFLYBLEnPUHqa6jwj9gOil9N1u81eB5S3n3c/mupwBtyQCAMZwR396TXtak0i9hc+Hr/AFGMxnE9lEsrISeV28EA4Bz/AIVn+CrC7S81vVrjT202HUZ0eCzfAZAq4LEDoWJzil0F9k6+isXRtefV9V1i0FmY4NOnWBbjzNwmfBLDGBjbx3PWtqpIasFQXtytlYXF2wysETSEeoUE/wBKZqVl/aOnzWn2q5tfNGPOtZNkic5+Vu1Z9j4dWy0W801tT1G+W5Dgy30/muoZduAcDjvj3NA9DgjeatZ+HYvFjeJbibUgsd5PpZlXyfs7uBgR9RwR81erKwZQwOQRkV5QbPVrzw7F4Tbw1cQ6kVjs59UMS+T9nRwciTqeAPlr0LX9TudE0n7TY6XNqMiuqC3hzuweM8KTx9KplSKfjXU7vTdAA0+QR3t5cRWkMhGdjO2N34DNYmmSXGgeK9Ms4vENzrFhqXnQyG5mEphnjXdwR09Nvatvxrpl3qWgA6fGJL2zuIruGMnG9kbO38RmsPTI7jXvFemXkXh650bT9N86aQXEIiM08i7eAOvru70LYFsVfFMMujC5vF8bX/8AbIPmW2niVdr5PyoIAMkHpn8av+Kbu/e50O3vdTn0TTrmJmvLqBwhWUKCI/MP3O/XrWf4iu21qG4t28B6j/bTIY4LvyU2xt/CwnBzgHmrGvWOowXehXOraVPr1jb2XlXVvAolIuMDMhjP384I9uaY+xb8KvqV9aa7Yw61cXVlHII9P1SRQ7tlctg9H2njNZ9tJJpfizTLXSfFN5rbTzNHf2s86zrEgBy+QP3eD2q14ZGpacuvanaaBdWunytE1lpTkRvkDEjBeiZ6474qkiSat4k0u40XwnfaLNDdiW9vJ4Ftw8XO9CAfn3ZoDqz0misXW9efSdQ0iyiszdS6jc+TgSbTGgGWfochRzjitqoM7BRRRQBwmtzzax4su9Nk1640bTNOt4mkkt5hC0k0hO0Fz2wOnc1reCtQvbvTr2z1Gf7Rd6beyWbTkYMoXBVj7kH9Kydcgm0fxZd6lLoNxrOmajbxLJHbwiZo5oydpKHtg9exrW8Fafe2mnXt5qMH2e61K9kvGgJyYg2Aqn3wP1qnsW9jpa4XVbbUtP8AHOhzvrl7NBe3cq/ZA2yJECEhdo+9j1NdLoOq3WrWtxLd6XNp7xXDwrHLnMijGHGVHBz+nWuR8U61cN4q0lofDuvTx6XcyPLJDZFkkBTA2EHnk98UluKK1JPiDfQWut6HFfa5qGk6fJHcGaWymZGYjZtztBzyfTvW/wCE205NCaaw1271W1MjObm9uPMdOBlSSBtAxnBHf3qHUfEclp9ivD4X1W6jmg3hobdWmhLdUZM5U8DPP8qw9L8N6jrGm+JZDG+gprMsZhhaMM0aKAGLJkDL8gj3NPoPpqPttU1G+8f6Ndm6nj02+iuDb2gYhGiRRtkZe5YksM9BtrJ1fUNNPjfW7bWfF2s6UsckK20NpcuiYMSljgKQOfp1q3ceG/FUfjLQ2fxDJcrHHNi6TS0VIFwMoQOPmHAz0xxWxrGvywTX9g3gzUbt5SVV4oFeG4GMAs/bjHUcUyvQ330+O/8ADsdjFqd4I3hRUvYJ/wB8wGMOHxyTjk98mszwDNcT+EYGubme5lWadDLPIXdgsrAZJ68AVa8HaXdaL4R07T70g3EMfzgHO0kk7c+2cfhVL4e/8ijF/wBfNz/6Oep6EdGdTRWLb689z4uvNDSzJitbZJpLoScB2IwhXHUjJzntW1SJsFFFFABWppf+pf8A3qy61NL/ANS/+9W2H+M6cJ/FR5xRRRXoHrnqtFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQBR1T/Up/vVl1qap/qU/wB6suvPxHxnkYv+KwooorE5gooooAKKKKACiiigAooooAKKKKAMbxZLpsHhe/l1i3luNPVB50URwzDcMY5HfHcU3wnFYweHoI9O0u80y2DPttbxWWRTuOSQxJ5PPWqPxH/5J9q//XJf/Q1rqafQroFc1rPjjTNG1GSxa3v7uaBBJcfY7fzBbqeQXORjjmulrhPDn27+3PEf2f7Hu/tg/bPtO7d9n2Dbtx364zx1oQJLqdpZ3lvqFlDeWsolt5kDxuO4NSu6xxtI5wqgkn2Fcr8Nc/8ACB2GM+Xvm8vP9zzXxXWUnuJqzscnb/EHSpryCGWz1S1guHEcN3c2hSF2PQBj6+4q3rXjGw0XUF0/7Lf3155fmtDYwea0af3m5GBXP+OP7aQ+dq32M+ForqJ5fsuftG0MMbt3GN2M7ecVfv7LxBo/i291fR9Mh1ODUYYklje4ELRMgIByeq4PbmqsirI1T4v0YeGv7f8AtDfYun3Dv35xs29d2eMf05pmieMLHWr9rAWt/Y3gj81YL6DymdP7y8nIri9I0fVNY8Nasbd7d7628QtexLkiGSRNpZQf7uSwB9qvPd65ffELwxJqunQ6c6C5C26TiZyvl/M7MOAM7QB65osh8qNdviBbm7uYLfw94huxbzvA8ttZCSMspwcENXVXFtBdReVcQxzR5DbJFDDIOQcH0IBrgb3SfFHhWy1bV7DW7U2q3E981hJbAqylixHmfezjsMc13WnXg1DTLS9VCguIUlCnqNyg4/Wk/ImSXQs0UUUiQrN1zXLLw/p/2y+Z9hcRoka7nkc9FUdyaq634l/sS5jh/sTWb/em/fYWvmqvOME5GDWV4sJbxN4SLACM3UpAk6eZ5Z2Z/GmkUl3NfQfE9l4ge4hhhurW6t8eba3kXlyoD0OPQ1tVxFh9t/4WZb/bvs327+xG+1/Zd3l/675cbuenrXb0MUlY53VvFv8AZOoPaf8ACP69ebQD51nZeZGcjPDZFP07xfp1/wCH7rW5Y7mxs7aRo5PtkYVgVxngE9zjHXIxip/FOrtonhy7vIhuuNvl26jq0rHagx35I/KuT8VaW+ifD7R9NhRJvKvLZZhIfklYtltx9C55+tNJMpJM6TQ/F1prt39nisNTtS0Zkie7tjGkqjHKnJz1FV7/AMeaXZalPZR2uo3rWx23MtnbGWOA995Hp7ZqnbXniPQ/FOl6fq+qW+pW2qeaq7LYQtA6Lu4x1XtzXN+Hk8TxeE73U9O1O0s0tZ7mWW3e3Dm5dWYsXc8qccDHoKLIfKjv9d8TWPh+1hmuYrqczAmOO2hLswAyT6DAPcir2lajDq+lWuo26usNzGJEWQAMAfXBPNZ/9of2r4HbUCnlm604zFP7paPOP1qPwR/yI+i/9ekf8qVtCbaG1BbQWystvDHEruXYRqFBYnJJx3J6mpaKKRIUVV1K9/s7T5rv7Lc3XlDPk2se+R+cfKvesgazJrXhfVLiHTdSsJUhlRI76DynY7MggZPHPX1BosOxUh+Ieiz6hHbrHfC2lm8iO/a3ItnkzjaHz6+1dZXlF/8AaP8AhTqY+x/2b/Z9v5Ozd532nzFz7YznpznNeqx7vLXf97Az9abQ5JLYdWLYeKLDUvEV5otsszT2ib3lKjy252kKc5JByDx1Bqv408QJ4d0Hz2nED3Eq20cxQsIi2cuQAScAE47kAVx/hrxD4aX4gxw6Zel7V9Mjs4GMUgLyCQsQcrnJ6knqTQlpcFG6udx4i8UWHhmG3kvVmkaeQIkcKhm6gFjkjCgkDPuKdr3iSy8PRwfaUuJ57likFtax+ZLKRydq+1eW+IPGOg6zo+o3TX27UrmeJILcwv8AubeOUEDO3GTguee4HaurudQ/tXx1pl9pMsEvnaPM1g9wrLGZN4zkYDdOvfFPlK5bbnV6F4gsvENm9xZ+ajRSGOaGdNkkTjsy9jUL+KLBfFUXh4LM948Zcuqjy0wNxUnOd2MHAHcetckutHw9rXjTVJ1jZoILLzViz5ZuChXjvjJGe+Kx7PxP4bg8WeHZYdV+0+Wlz9suTBIC88oXnBXPJ4HoAB2o5Rcp601tA9xHcPDG08YKpIVBZQcZAPUZwM/SpaKKkgKKKwovE3m6+dJ/sPWkw7J9se0xb8AnO/PQ44OO4oCwmu+LbHQbuGze3vby8lQyC2sofNkCDjcRkYFaGj6vZ65pkWoWEheCTOMjBUjggjsQa5RP7Q/4WH4h/s/7J9u+y2nk/a923ysnfjbz1/WrfgXG/wAS+X/qP7an2Y6dFzj2zVNaFNKx11cbdfEOGySWS48MeJY4Ysl5WsAEAHfJbp712Vcr4vb+0rzSfDaci/n826A7W8WGYH03HaPzpII2vqb8eoQtpKalLut4DAJ287AMa7dx3Yzggday9O8X6dqXh+51pIrqG2tnaORZYv3mVxnCgn1rH8ZeJtIstZsdG1e7+zWZQXdx+7d/NAbCR/KDwWBJ9lx3qH4a65p19DrFtbXO+X+0J7rbsYfunb5WyRjn0607aXHy6XNbTfHOnahqcOny2epafPcZ+z/brYxLNjspyabqHjm3sdYu9Ni0PXL6W0KiV7K0EqAsoYc7vQ9xUfHi/XrK7hX/AIlGlTGSO4/5+ZwCPk/2F557np0zUF/4b8SQa1q+raPrtvaLdMkn2eS2Dh9kYX5mP3eh6CiyCyNnW3tNQ8JSy3+lX91azxI8ljHGfPOSDt2gghgcZGexqPwZJpUvhe2bRbOezsd0gSCcnehDkNnLN3z3qfwtrL+IPDNhqkkQjknjJdR0DAlTj2yDWd8Pf+RRi/6+bn/0c9LoLpYsafr9hN4qvNHj0m8tLwq0zzy26xpcBCE3Bs5fqMHHQVN4l8TQeGLWO5ubDULmFs73tIQ4iAxy5JAUHPFUZ/8AkqNl/wBgiX/0alSfEH/kQdY/64f1FHVBZXR0Rk/cmRUZvl3BRjJ46c8ZqtpWp2+saZBf2u7yphkK4wykHBUjsQQQfpVmH/UR/wC6P5VzHg8mLUvE1ov+pi1RnT0BdVZgPxz+dIVtDqq1NL/1L/71Zdaml/6l/wDerbD/ABnRhP4qPOKKKK9A9c9VooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAKOqf6lP96sutm9ge4jVUxkHPNUf7Nn/wBj864q9OTndI8zE0pyqNpFSirf9mz/AOx+dH9mz/7H51j7KfY5/YVP5SpRVv8As2f/AGPzo/s2f/Y/Oj2U+wewqfylSirf9mz/AOx+dH9mz/7H50eyn2D2FT+UqUVb/s2f/Y/Oj+zZ/wDY/Oj2U+wewqfylSirf9mz/wCx+dH9mz/7H50eyn2D2FT+UqUVb/s2f/Y/Oj+zZ/8AY/Oj2U+wewqfynK+NdOu9X8H6lYWMXm3M0YEabguTuB6kgdq0tJub6809JtR07+z7kk7rfzll2jPHzLwcjmtj+zZ/wDY/Oj+zZ/9j86fs522H7Gra3KVK5rWfA+mazqMl81zf2k06CO4+x3Hli4UcAOMHPHFdh/Zs/8AsfnR/Zs/+x+dCpzXQFRqrZMyYtNtYNJGmQR+TarD5Kqn8K4xxnvVXSvD9npPhxNDiaaW0WN48ysN5ViSckAf3j0roP7Nn/2Pzo/s2f8A2Pzo9nPsHsavZnDR/DvS/Pia6v8AVr23icOlpdXheFSOny4/rWjrnhW2125SeS/1KzkEflt9iuTGJEyThhgg9T+ddR/Zs/8AsfnR/Zs/+x+dHs6nYfsqvZnOr4b02Lw7/YduklvZhQF8mQq6nO7cG65zzmq+h+EbDQ7yW+We8vb2RPLNzfTmWQJ12g8YFdV/Zs/+x+dH9mz/AOx+dHs6nYXsavZnCy/DrSp5SJr/AFeSzL7zYteMYDznG3rj8a1/Emkz6r4ZutKsWhhadBEC+QqJkbsAD+7nA+ldH/Zs/wDsfnR/Zs/+x+dHs6nYfsavZmZYWcWnafbWUGfJt4lhTJydqgAfoKsVb/s2f/Y/Oj+zZ/8AY/Oj2U+xPsKv8pUrN1zQ7LxBp/2O+V9gcSI8bbXjcdGU9jW7/Zs/+x+dH9mz/wCx+dHsp9h+wq/ys5rQfDFl4fe4mhmurq6uMebdXkvmSuB0GfQVLFoFrF4nn19ZJjdzW4tmQsNgUEHIGM549a6D+zZ/9j86P7Nn/wBj86PZ1Owexq9mYep6Lb6tc6fNcvLtsZxcRxKQEdwMKW4ycZyMEVNqmmWmsabPp99F5tvMuHXOPcEHsQcGtb+zZ/8AY/Oj+zZ/9j86PZT7B7Gr2ZyGj+C9P0jUl1A3eoX11Ghjhe+uPN8lT1C8DFQX/wAPtJv724nNzqNvDdP5lzaW9yUhmY9Sy4798EV239mz/wCx+dH9mz/7H50ezqdh+yrdmc1rPhqDV9OgsEvtQ0+3hGwLYTeVuXGNrcHIx2pnhzwvD4aikht9S1O6hZVVI7ycOsQXPCAAbev6Cuo/s2f/AGPzo/s2f/Y/Oj2dTsL2NW1rM5Xw/oEml6nrWpXMiNc6lc78RklViXIjHIHOCc/Wt+rf9mz/AOx+dH9mz/7H50eyn2B0Kr+yVKKt/wBmz/7H50f2bP8A7H50vZT7C9hU/lOIh+HmiwX8dwsl8baKbz47Brgm2STOdwTHr71r+IdAtfEulnT7ySaOEyLJuhYBsqcjqDXQf2bP/sfnR/Zs/wDsfnT9nU7D9jV7MqVnJo1uniGXWg8v2mS2FsVJGzaG3ZxjOcn1rc/s2f8A2Pzo/s2f/Y/Oj2U+wewq/wArMPW9Gt9e0xrC6eVImdHJiIDZVgw6g9xUGveG7LxClv8AaZLiCe2YvBc2snlyxE8HDe9dH/Zs/wDsfnR/Zs/+x+dHs6nYPY1ezMDQvD9l4es5ILPzXaWQyTTTvvklc92buafc6Nb3WuWOrO8ouLJJEjVSNpDgA5GM9vUVuf2bP/sfnR/Zs/8AsfnR7OfYPY1ezOV13QJNa1nRJnkRbPT7g3Ui5O9pAB5YHGMZyTzW/Vv+zZ/9j86P7Nn/ANj86PZT7B7Cr/KVKKt/2bP/ALH50f2bP/sfnS9lPsL2FT+U5bXfCVjrt3DePcXtneRIYxc2U3lSFDztJwcitDR9Is9C0yLT7CMpBHnGTksSckk9yTWz/Zs/+x+dH9mz/wCx+dP2dTsP2NXazOf0HQLXw7a3FvaSTOk9w9yxlYEhmxkDAHHFSR6Lbx+IJ9aLyvdSwLbgORtjQHOFGM8nk5Jrc/s2f/Y/Oj+zZ/8AY/Oj2c+wexq9mVKwR4Usl0PUtJW4u1g1CaSaV1dQ6lzlgpxjHbkGup/s2f8A2Pzo/s2f/Y/Oj2c+wexq/wArOI03wJHpdxayQ+I/ETxWzKUt5L7MRC9FKhR8vbFO1HwHYajeXEzalq8EVwxea2gvCsMhPXK4PWu1/s2f/Y/Oj+zZ/wDY/Oj2dTsP2VbszCmifRdC8nRtNW4a2RUgtFlEYYZAxubgcZOT1qh4J0++0zwvBb6jb/Z7rzZpHi3q+3dIzDlTg8EV1n9mz/7H50f2bP8A7H50ezn2F7Gra3KcRbW+s3XxDbULrSfsthb2cttFP9oR/OzIpDbRyuQDwaf49g1i/wDD02maTpX243iFJH+0JF5OCCDhvvZ579q7T+zZ/wDY/Oj+zZ/9j86fs59h+xq3vylAbo7YYQsyp9wEZJA6c8Vj+FdLuNN0qR71Qt/e3D3dyoOQrufugj0AA/Cun/s2f/Y/Oj+zZ/8AY/Ol7KfYXsav8pUrU0v/AFL/AO9Vb+zZ/wDY/Or1lA9vGyvjJOeK1oQkp3aN8NSnGom0eZ0UUV2npmr/AMJJq3/P3/5DT/Cj/hJNW/5+/wDyGn+FFFAB/wAJJq3/AD9/+Q0/wo/4STVv+fv/AMhp/hRRQAf8JJq3/P3/AOQ0/wAKP+Ek1b/n7/8AIaf4UUUAH/CSat/z9/8AkNP8KP8AhJNW/wCfv/yGn+FFFAB/wkmrf8/f/kNP8KP+Ek1b/n7/APIaf4UUUAH/AAkmrf8AP3/5DT/Cj/hJNW/5+/8AyGn+FFFAB/wkmrf8/f8A5DT/AAo/4STVv+fv/wAhp/hRRQAf8JJq3/P3/wCQ0/wo/wCEk1b/AJ+//Iaf4UUUAH/CSat/z9/+Q0/wo/4STVv+fv8A8hp/hRRQAf8ACSat/wA/f/kNP8KP+Ek1b/n7/wDIaf4UUUAH/CSat/z9/wDkNP8ACj/hJNW/5+//ACGn+FFFAB/wkmrf8/f/AJDT/Cj/AISTVv8An7/8hp/hRRQAf8JJq3/P3/5DT/Cj/hJNW/5+/wDyGn+FFFAB/wAJJq3/AD9/+Q0/wo/4STVv+fv/AMhp/hRRQAf8JJq3/P3/AOQ0/wAKP+Ek1b/n7/8AIaf4UUUAH/CSat/z9/8AkNP8KP8AhJNW/wCfv/yGn+FFFAB/wkmrf8/f/kNP8KP+Ek1b/n7/APIaf4UUUAH/AAkmrf8AP3/5DT/Cj/hJNW/5+/8AyGn+FFFAB/wkmrf8/f8A5DT/AAo/4STVv+fv/wAhp/hRRQAf8JJq3/P3/wCQ0/wo/wCEk1b/AJ+//Iaf4UUUAH/CSat/z9/+Q0/wo/4STVv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"        [[-1.2412, -0.5392, -0.3254,  0.0992],\n", "         [ 1.1248, -0.0375, -0.0383,  0.1545],\n", "         [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", "        [[-1.2412, -0.5392, -0.3254,  0.0992],\n", "         [ 1.1248, -0.0375, -0.0383,  0.1545],\n", "         [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", "        [[-1.2412, -0.5392, -0.3254,  0.0992],\n", "         [ 1.1248, -0.0375, -0.0383,  0.1545],\n", "         [ 0.3995, -0.7661, -0.4404, -0.7425]]])\n", "\n", "\n", "\n", "node_7f17bbc858b0->value__node_7f17bbc858b0__c\n", "\n", "\n", "c\n", "\n", "\n", "\n" ], "text/plain": [ "\n", "├── 'a' --> tensor([[[ 1.1200, -0.5731, 0.6099],\n", "│ [-1.0565, -0.6668, 0.4265]],\n", "│ \n", "│ [[ 1.1200, -0.5731, 0.6099],\n", "│ [-1.0565, -0.6668, 0.4265]],\n", "│ \n", "│ [[ 1.1200, -0.5731, 0.6099],\n", "│ [-1.0565, -0.6668, 0.4265]],\n", "│ \n", "│ [[ 1.1200, -0.5731, 0.6099],\n", "│ [-1.0565, -0.6668, 0.4265]],\n", "│ \n", "│ [[ 1.1200, -0.5731, 0.6099],\n", "│ [-1.0565, -0.6668, 0.4265]],\n", "│ \n", "│ [[ 1.1200, -0.5731, 0.6099],\n", "│ [-1.0565, -0.6668, 0.4265]],\n", "│ \n", "│ [[ 1.1200, -0.5731, 0.6099],\n", "│ [-1.0565, -0.6668, 0.4265]],\n", "│ \n", "│ [[ 1.1200, -0.5731, 0.6099],\n", "│ [-1.0565, -0.6668, 0.4265]]])\n", "└── 'x' --> \n", " └── 'c' --> tensor([[[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]]])" ] }, "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": "2024-10-16T12:55:02.313440Z", "iopub.status.busy": "2024-10-16T12:55:02.312968Z", "iopub.status.idle": "2024-10-16T12:55:04.298506Z", "shell.execute_reply": "2024-10-16T12:55:04.297782Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "24.4 µs ± 65 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": "2024-10-16T12:55:04.300667Z", "iopub.status.busy": "2024-10-16T12:55:04.300456Z", "iopub.status.idle": "2024-10-16T12:55:04.446973Z", "shell.execute_reply": "2024-10-16T12:55:04.446176Z" } }, "outputs": [ { "data": { "image/jpeg": 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0.6099],\n", "│ [-1.0565, -0.6668, 0.4265],\n", "│ [ 1.1200, -0.5731, 0.6099],\n", "│ [-1.0565, -0.6668, 0.4265]])\n", "└── 'x' --> \n", " └── 'c' --> tensor([[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]])" ] }, "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": "2024-10-16T12:55:04.449595Z", "iopub.status.busy": "2024-10-16T12:55:04.449309Z", "iopub.status.idle": "2024-10-16T12:55:06.305697Z", "shell.execute_reply": "2024-10-16T12:55:06.305028Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "22.8 µs ± 750 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": "2024-10-16T12:55:06.307975Z", "iopub.status.busy": "2024-10-16T12:55:06.307592Z", "iopub.status.idle": "2024-10-16T12:55:10.462985Z", "shell.execute_reply": "2024-10-16T12:55:10.462267Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "51.1 µs ± 244 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": "2024-10-16T12:55:10.465411Z", "iopub.status.busy": "2024-10-16T12:55:10.465001Z", "iopub.status.idle": "2024-10-16T12:55:10.472260Z", "shell.execute_reply": "2024-10-16T12:55:10.471712Z" } }, "outputs": [ { "data": { "text/plain": [ "Batch(\n", " a: tensor([[[ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265]],\n", " \n", " [[ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265]],\n", " \n", " [[ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265]],\n", " \n", " [[ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265]],\n", " \n", " [[ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265]],\n", " \n", " [[ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265]],\n", " \n", " [[ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265]],\n", " \n", " [[ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265]]]),\n", " x: Batch(\n", " c: tensor([[[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]],\n", " \n", " [[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]]]),\n", " ),\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": "2024-10-16T12:55:10.474452Z", "iopub.status.busy": "2024-10-16T12:55:10.474030Z", "iopub.status.idle": "2024-10-16T12:55:15.626128Z", "shell.execute_reply": "2024-10-16T12:55:15.625450Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "63.3 µs ± 500 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": "2024-10-16T12:55:15.628371Z", "iopub.status.busy": "2024-10-16T12:55:15.627956Z", "iopub.status.idle": "2024-10-16T12:55:15.634653Z", "shell.execute_reply": "2024-10-16T12:55:15.634122Z" } }, "outputs": [ { "data": { "text/plain": [ "Batch(\n", " a: tensor([[ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265],\n", " [ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265],\n", " [ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265],\n", " [ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265],\n", " [ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265],\n", " [ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265],\n", " [ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265],\n", " [ 1.1200, -0.5731, 0.6099],\n", " [-1.0565, -0.6668, 0.4265]]),\n", " x: Batch(\n", " c: tensor([[-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425],\n", " [-1.2412, -0.5392, -0.3254, 0.0992],\n", " [ 1.1248, -0.0375, -0.0383, 0.1545],\n", " [ 0.3995, -0.7661, -0.4404, -0.7425]]),\n", " ),\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": "2024-10-16T12:55:15.636762Z", "iopub.status.busy": "2024-10-16T12:55:15.636375Z", "iopub.status.idle": "2024-10-16T12:55:25.274712Z", "shell.execute_reply": "2024-10-16T12:55:25.274018Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "119 µs ± 995 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": "2024-10-16T12:55:25.277007Z", "iopub.status.busy": "2024-10-16T12:55:25.276581Z", "iopub.status.idle": "2024-10-16T12:55:27.524188Z", "shell.execute_reply": "2024-10-16T12:55:27.523472Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "276 µs ± 2.37 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": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.18" } }, "nbformat": 4, "nbformat_minor": 5 }