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@anuradhawick
Last active July 19, 2023 09:19
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GCN Cora
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn.functional as F\n",
"import torch_geometric.transforms as T\n",
"from torch_geometric.datasets import Planetoid\n",
"from torch_geometric.nn import GCNConv\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import umap\n",
"import networkx as nx\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"# dataset = 'CiteSeer'\n",
"dataset = 'Cora'\n",
"path = \"./\"\n",
"dataset = Planetoid(path, dataset, transform=T.NormalizeFeatures())\n",
"data = dataset[0]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"torch.Size([2708, 1433])\n",
"torch.Size([2708])\n",
"torch.Size([2, 10556])\n",
"{0, 1, 2, 3, 4, 5, 6}\n"
]
}
],
"source": [
"print(data.x.shape)\n",
"print(data.y.shape)\n",
"print(data.edge_index.shape)\n",
"print(set(data.y.numpy()))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"nxgraph = nx.Graph()\n",
"\n",
"for x in range(len(data.x)):\n",
" nxgraph.add_node(x)\n",
"\n",
"for u, v in zip(data.edge_index[0].numpy(), data.edge_index[1].numpy()):\n",
" nxgraph.add_edge(u, v)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"pos = nx.spring_layout(nxgraph)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"palette = {}\n",
"\n",
"for n, y in enumerate(set(data.y.numpy())):\n",
" palette[y] = f'C{n}'"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"node_color = []\n",
"\n",
"for y in nxgraph.nodes():\n",
" node_color.append(palette[data.y.numpy()[y]])\n",
"\n",
"plt.figure(figsize=(10, 10))\n",
"nx.draw(nxgraph, node_color=node_color, pos=pos, node_size=10, width=1)\n",
"plt.savefig(\"graph.png\", dpi=120)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"embd = umap.UMAP().fit_transform(data.x.numpy())"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"data_color = []\n",
"\n",
"for y in data.y.numpy():\n",
" data_color.append(f'C{y}')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"sns.scatterplot(x=embd.T[0], y=embd.T[1], hue=data.y.numpy(), palette=palette)\n",
"plt.legend(bbox_to_anchor=(1,1), loc='upper left')\n",
"plt.savefig(\"umap_raw.png\", dpi=120)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch: 001, Train: 0.1429, Val: 0.1620, Test: 0.1490\n",
"Epoch: 002, Train: 0.1429, Val: 0.1620, Test: 0.1490\n",
"Epoch: 003, Train: 0.1571, Val: 0.1620, Test: 0.1490\n",
"Epoch: 004, Train: 0.2000, Val: 0.1660, Test: 0.1570\n",
"Epoch: 005, Train: 0.2571, Val: 0.2020, Test: 0.1840\n",
"Epoch: 006, Train: 0.3286, Val: 0.2020, Test: 0.1840\n",
"Epoch: 007, Train: 0.3357, Val: 0.2020, Test: 0.1840\n",
"Epoch: 008, Train: 0.3357, Val: 0.2220, Test: 0.2350\n",
"Epoch: 009, Train: 0.3500, Val: 0.2420, Test: 0.2360\n",
"Epoch: 010, Train: 0.3429, Val: 0.2420, Test: 0.2360\n",
"Epoch: 011, Train: 0.3643, Val: 0.2540, Test: 0.2490\n",
"Epoch: 012, Train: 0.4214, Val: 0.2860, Test: 0.2740\n",
"Epoch: 013, Train: 0.5286, Val: 0.3720, Test: 0.3950\n",
"Epoch: 014, Train: 0.6357, Val: 0.5000, Test: 0.5310\n",
"Epoch: 015, Train: 0.6500, Val: 0.5380, Test: 0.5730\n",
"Epoch: 016, Train: 0.5929, Val: 0.5380, Test: 0.5730\n",
"Epoch: 017, Train: 0.5286, Val: 0.5380, Test: 0.5730\n",
"Epoch: 018, Train: 0.5214, Val: 0.5380, Test: 0.5730\n",
"Epoch: 019, Train: 0.5571, Val: 0.5380, Test: 0.5730\n",
"Epoch: 020, Train: 0.5786, Val: 0.5380, Test: 0.5730\n",
"Epoch: 021, Train: 0.6214, Val: 0.5460, Test: 0.5750\n",
"Epoch: 022, Train: 0.6500, Val: 0.5520, Test: 0.5950\n",
"Epoch: 023, Train: 0.6714, Val: 0.5780, Test: 0.6130\n",
"Epoch: 024, Train: 0.6929, Val: 0.5780, Test: 0.6130\n",
"Epoch: 025, Train: 0.7071, Val: 0.5780, Test: 0.6130\n",
"Epoch: 026, Train: 0.7000, Val: 0.5780, Test: 0.6130\n",
"Epoch: 027, Train: 0.7000, Val: 0.5780, Test: 0.6130\n",
"Epoch: 028, Train: 0.6857, Val: 0.5780, Test: 0.6130\n",
"Epoch: 029, Train: 0.6929, Val: 0.5780, Test: 0.6130\n",
"Epoch: 030, Train: 0.7643, Val: 0.5780, Test: 0.6130\n",
"Epoch: 031, Train: 0.8000, Val: 0.6060, Test: 0.6580\n",
"Epoch: 032, Train: 0.8429, Val: 0.6300, Test: 0.6660\n",
"Epoch: 033, Train: 0.8500, Val: 0.6380, Test: 0.6830\n",
"Epoch: 034, Train: 0.8714, Val: 0.6540, Test: 0.7020\n",
"Epoch: 035, Train: 0.8714, Val: 0.6720, Test: 0.7000\n",
"Epoch: 036, Train: 0.8786, Val: 0.6720, Test: 0.7000\n",
"Epoch: 037, Train: 0.8714, Val: 0.6720, Test: 0.7000\n",
"Epoch: 038, Train: 0.8571, Val: 0.6720, Test: 0.7000\n",
"Epoch: 039, Train: 0.8714, Val: 0.6720, Test: 0.7000\n",
"Epoch: 040, Train: 0.8929, Val: 0.6720, Test: 0.7000\n",
"Epoch: 041, Train: 0.9214, Val: 0.6920, Test: 0.7240\n",
"Epoch: 042, Train: 0.9214, Val: 0.6920, Test: 0.7240\n",
"Epoch: 043, Train: 0.9357, Val: 0.6920, Test: 0.7240\n",
"Epoch: 044, Train: 0.9286, Val: 0.6920, Test: 0.7240\n",
"Epoch: 045, Train: 0.9357, Val: 0.6920, Test: 0.7240\n",
"Epoch: 046, Train: 0.9429, Val: 0.6920, Test: 0.7240\n",
"Epoch: 047, Train: 0.9500, Val: 0.6920, Test: 0.7240\n",
"Epoch: 048, Train: 0.9429, Val: 0.6920, Test: 0.7240\n",
"Epoch: 049, Train: 0.9429, Val: 0.6920, Test: 0.7240\n",
"Epoch: 050, Train: 0.9500, Val: 0.7000, Test: 0.7320\n",
"Epoch: 051, Train: 0.9500, Val: 0.7100, Test: 0.7390\n",
"Epoch: 052, Train: 0.9786, Val: 0.7260, Test: 0.7360\n",
"Epoch: 053, Train: 0.9857, Val: 0.7300, Test: 0.7350\n",
"Epoch: 054, Train: 0.9857, Val: 0.7440, Test: 0.7370\n",
"Epoch: 055, Train: 0.9857, Val: 0.7440, Test: 0.7370\n",
"Epoch: 056, Train: 0.9857, Val: 0.7440, Test: 0.7370\n",
"Epoch: 057, Train: 0.9857, Val: 0.7440, Test: 0.7370\n",
"Epoch: 058, Train: 0.9857, Val: 0.7440, Test: 0.7370\n",
"Epoch: 059, Train: 0.9857, Val: 0.7440, Test: 0.7370\n",
"Epoch: 060, Train: 0.9857, Val: 0.7440, Test: 0.7370\n",
"Epoch: 061, Train: 0.9857, Val: 0.7440, Test: 0.7370\n",
"Epoch: 062, Train: 0.9857, Val: 0.7440, Test: 0.7370\n",
"Epoch: 063, Train: 0.9857, Val: 0.7440, Test: 0.7370\n",
"Epoch: 064, Train: 0.9857, Val: 0.7440, Test: 0.7370\n",
"Epoch: 065, Train: 0.9786, Val: 0.7440, Test: 0.7370\n",
"Epoch: 066, Train: 0.9929, Val: 0.7440, Test: 0.7370\n",
"Epoch: 067, Train: 1.0000, Val: 0.7440, Test: 0.7370\n",
"Epoch: 068, Train: 0.9929, Val: 0.7440, Test: 0.7370\n",
"Epoch: 069, Train: 0.9929, Val: 0.7440, Test: 0.7370\n",
"Epoch: 070, Train: 1.0000, Val: 0.7440, Test: 0.7370\n",
"Epoch: 071, Train: 0.9929, Val: 0.7440, Test: 0.7370\n",
"Epoch: 072, Train: 0.9929, Val: 0.7440, Test: 0.7370\n",
"Epoch: 073, Train: 0.9929, Val: 0.7440, Test: 0.7370\n",
"Epoch: 074, Train: 0.9929, Val: 0.7440, Test: 0.7370\n",
"Epoch: 075, Train: 0.9929, Val: 0.7440, Test: 0.7370\n",
"Epoch: 076, Train: 1.0000, Val: 0.7440, Test: 0.7370\n",
"Epoch: 077, Train: 1.0000, Val: 0.7440, Test: 0.7370\n",
"Epoch: 078, Train: 1.0000, Val: 0.7480, Test: 0.7650\n",
"Epoch: 079, Train: 1.0000, Val: 0.7520, Test: 0.7650\n",
"Epoch: 080, Train: 1.0000, Val: 0.7540, Test: 0.7620\n",
"Epoch: 081, Train: 1.0000, Val: 0.7560, Test: 0.7640\n",
"Epoch: 082, Train: 1.0000, Val: 0.7560, Test: 0.7640\n",
"Epoch: 083, Train: 1.0000, Val: 0.7580, Test: 0.7720\n",
"Epoch: 084, Train: 1.0000, Val: 0.7580, Test: 0.7720\n",
"Epoch: 085, Train: 1.0000, Val: 0.7580, Test: 0.7720\n",
"Epoch: 086, Train: 1.0000, Val: 0.7580, Test: 0.7720\n",
"Epoch: 087, Train: 1.0000, Val: 0.7580, Test: 0.7720\n",
"Epoch: 088, Train: 1.0000, Val: 0.7580, Test: 0.7720\n",
"Epoch: 089, Train: 1.0000, Val: 0.7580, Test: 0.7720\n",
"Epoch: 090, Train: 1.0000, Val: 0.7580, Test: 0.7720\n",
"Epoch: 091, Train: 1.0000, Val: 0.7580, Test: 0.7720\n",
"Epoch: 092, Train: 1.0000, Val: 0.7600, Test: 0.7770\n",
"Epoch: 093, Train: 0.9929, Val: 0.7640, Test: 0.7750\n",
"Epoch: 094, Train: 0.9929, Val: 0.7640, Test: 0.7750\n",
"Epoch: 095, Train: 1.0000, Val: 0.7640, Test: 0.7750\n",
"Epoch: 096, Train: 1.0000, Val: 0.7640, Test: 0.7750\n",
"Epoch: 097, Train: 1.0000, Val: 0.7640, Test: 0.7750\n",
"Epoch: 098, Train: 1.0000, Val: 0.7640, Test: 0.7750\n",
"Epoch: 099, Train: 1.0000, Val: 0.7640, Test: 0.7750\n",
"Epoch: 100, Train: 1.0000, Val: 0.7640, Test: 0.7750\n",
"Epoch: 101, Train: 1.0000, Val: 0.7640, Test: 0.7750\n",
"Epoch: 102, Train: 1.0000, Val: 0.7700, Test: 0.7790\n",
"Epoch: 103, Train: 1.0000, Val: 0.7700, Test: 0.7790\n",
"Epoch: 104, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 105, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 106, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 107, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 108, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 109, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 110, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 111, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 112, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 113, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 114, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 115, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 116, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 117, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 118, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 119, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 120, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 121, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 122, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 123, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 124, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 125, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 126, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 127, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 128, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 129, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 130, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 131, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 132, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 133, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 134, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 135, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 136, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 137, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 138, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 139, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 140, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 141, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 142, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 143, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 144, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 145, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 146, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 147, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 148, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 149, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 150, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 151, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 152, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 153, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 154, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 155, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 156, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 157, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 158, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 159, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 160, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 161, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 162, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 163, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 164, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 165, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 166, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 167, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 168, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 169, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 170, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 171, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 172, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 173, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 174, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 175, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 176, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 177, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 178, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 179, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 180, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 181, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 182, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 183, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 184, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 185, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 186, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 187, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 188, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 189, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 190, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 191, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 192, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 193, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 194, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 195, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 196, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 197, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 198, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 199, Train: 1.0000, Val: 0.7720, Test: 0.7800\n",
"Epoch: 200, Train: 1.0000, Val: 0.7720, Test: 0.7800\n"
]
}
],
"source": [
"class Net(torch.nn.Module):\n",
" def __init__(self):\n",
" super(Net, self).__init__()\n",
" self.conv1 = GCNConv(dataset.num_features, 16, cached=True)\n",
" self.conv2 = GCNConv(16, 16, cached=True)\n",
" \n",
" self.fc1 = torch.nn.Linear(16, dataset.num_classes)\n",
"\n",
"\n",
" def forward(self):\n",
" x, edge_index, edge_weight = data.x, data.edge_index, data.edge_attr\n",
" x = self.conv1(x, edge_index, edge_weight)\n",
" x = F.relu(x)\n",
" x = F.dropout(x, training=self.training)\n",
" x = self.conv2(x, edge_index, edge_weight)\n",
" x = F.relu(x)\n",
" x = F.dropout(x, training=self.training)\n",
" x = self.fc1(x)\n",
" \n",
" return F.log_softmax(x, dim=1)\n",
"\n",
"\n",
"device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
"model, data = Net().to(device), data.to(device)\n",
"optimizer = torch.optim.Adam([\n",
" dict(params=model.conv1.parameters(), weight_decay=5e-4),\n",
" dict(params=model.fc1.parameters(), weight_decay=5e-4),\n",
" dict(params=model.conv2.parameters(), weight_decay=0)\n",
"], lr=0.01)\n",
"\n",
"\n",
"def train():\n",
" model.train()\n",
" optimizer.zero_grad()\n",
" F.nll_loss(model()[data.train_mask], data.y[data.train_mask]).backward()\n",
" optimizer.step()\n",
"\n",
"\n",
"@torch.no_grad()\n",
"def test():\n",
" model.eval()\n",
" logits, accs = model(), []\n",
" for _, mask in data('train_mask', 'val_mask', 'test_mask'):\n",
" pred = logits[mask].max(1)[1]\n",
" acc = pred.eq(data.y[mask]).sum().item() / mask.sum().item()\n",
" accs.append(acc)\n",
" return accs\n",
"\n",
"\n",
"best_val_acc = test_acc = 0\n",
"for epoch in range(1, 201):\n",
" train()\n",
" train_acc, val_acc, tmp_test_acc = test()\n",
" if val_acc > best_val_acc:\n",
" best_val_acc = val_acc\n",
" test_acc = tmp_test_acc\n",
" log = 'Epoch: {:03d}, Train: {:.4f}, Val: {:.4f}, Test: {:.4f}'\n",
" print(log.format(epoch, train_acc, best_val_acc, test_acc))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"with torch.no_grad():\n",
" model.eval()\n",
" out = model()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"embd = umap.UMAP().fit_transform(out.cpu().numpy())"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"sns.scatterplot(x=embd.T[0], y=embd.T[1], hue=data.y.cpu().numpy(), palette=palette)\n",
"plt.legend(bbox_to_anchor=(1,1), loc='upper left')\n",
"plt.savefig(\"umap_graph.png\", dpi=120)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch: 001, Train: 0.1429, Val: 0.1140, Test: 0.1030\n",
"Epoch: 002, Train: 0.1429, Val: 0.1140, Test: 0.1030\n",
"Epoch: 003, Train: 0.1429, Val: 0.1140, Test: 0.1030\n",
"Epoch: 004, Train: 0.1429, Val: 0.1140, Test: 0.1030\n",
"Epoch: 005, Train: 0.1429, Val: 0.1140, Test: 0.1030\n",
"Epoch: 006, Train: 0.1429, Val: 0.1140, Test: 0.1030\n",
"Epoch: 007, Train: 0.1429, Val: 0.1140, Test: 0.1030\n",
"Epoch: 008, Train: 0.1429, Val: 0.1140, Test: 0.1030\n",
"Epoch: 009, Train: 0.1429, Val: 0.1160, Test: 0.1070\n",
"Epoch: 010, Train: 0.2071, Val: 0.1320, Test: 0.1250\n",
"Epoch: 011, Train: 0.2429, Val: 0.2380, Test: 0.1950\n",
"Epoch: 012, Train: 0.2857, Val: 0.3000, Test: 0.3310\n",
"Epoch: 013, Train: 0.2643, Val: 0.3780, Test: 0.3870\n",
"Epoch: 014, Train: 0.2714, Val: 0.4120, Test: 0.4050\n",
"Epoch: 015, Train: 0.2786, Val: 0.4160, Test: 0.4020\n",
"Epoch: 016, Train: 0.3571, Val: 0.4420, Test: 0.4370\n",
"Epoch: 017, Train: 0.4786, Val: 0.4920, Test: 0.5260\n",
"Epoch: 018, Train: 0.4643, Val: 0.4920, Test: 0.5260\n",
"Epoch: 019, Train: 0.4143, Val: 0.4920, Test: 0.5260\n",
"Epoch: 020, Train: 0.4143, Val: 0.4920, Test: 0.5260\n",
"Epoch: 021, Train: 0.4000, Val: 0.4920, Test: 0.5260\n",
"Epoch: 022, Train: 0.4214, Val: 0.4920, Test: 0.5260\n",
"Epoch: 023, Train: 0.4214, Val: 0.4920, Test: 0.5260\n",
"Epoch: 024, Train: 0.4714, Val: 0.4920, Test: 0.5260\n",
"Epoch: 025, Train: 0.4714, Val: 0.4920, Test: 0.5260\n",
"Epoch: 026, Train: 0.5071, Val: 0.4920, Test: 0.5260\n",
"Epoch: 027, Train: 0.5500, Val: 0.4920, Test: 0.5260\n",
"Epoch: 028, Train: 0.5571, Val: 0.4920, Test: 0.5260\n",
"Epoch: 029, Train: 0.5929, Val: 0.4920, Test: 0.5260\n",
"Epoch: 030, Train: 0.6286, Val: 0.4920, Test: 0.5260\n",
"Epoch: 031, Train: 0.6643, Val: 0.5460, Test: 0.5490\n",
"Epoch: 032, Train: 0.7143, Val: 0.5920, Test: 0.6000\n",
"Epoch: 033, Train: 0.8000, Val: 0.6440, Test: 0.6530\n",
"Epoch: 034, Train: 0.8429, Val: 0.6780, Test: 0.6880\n",
"Epoch: 035, Train: 0.8500, Val: 0.7040, Test: 0.7150\n",
"Epoch: 036, Train: 0.8857, Val: 0.7060, Test: 0.7240\n",
"Epoch: 037, Train: 0.9071, Val: 0.7340, Test: 0.7140\n",
"Epoch: 038, Train: 0.9286, Val: 0.7400, Test: 0.7180\n",
"Epoch: 039, Train: 0.9143, Val: 0.7480, Test: 0.7040\n",
"Epoch: 040, Train: 0.9071, Val: 0.7480, Test: 0.7040\n",
"Epoch: 041, Train: 0.9143, Val: 0.7480, Test: 0.7040\n",
"Epoch: 042, Train: 0.8786, Val: 0.7480, Test: 0.7040\n",
"Epoch: 043, Train: 0.8786, Val: 0.7480, Test: 0.7040\n",
"Epoch: 044, Train: 0.8286, Val: 0.7480, Test: 0.7040\n",
"Epoch: 045, Train: 0.8214, Val: 0.7480, Test: 0.7040\n",
"Epoch: 046, Train: 0.8286, Val: 0.7480, Test: 0.7040\n",
"Epoch: 047, Train: 0.8357, Val: 0.7480, Test: 0.7040\n",
"Epoch: 048, Train: 0.8643, Val: 0.7480, Test: 0.7040\n",
"Epoch: 049, Train: 0.8929, Val: 0.7480, Test: 0.7040\n",
"Epoch: 050, Train: 0.8714, Val: 0.7480, Test: 0.7040\n",
"Epoch: 051, Train: 0.8714, Val: 0.7480, Test: 0.7040\n",
"Epoch: 052, Train: 0.8929, Val: 0.7480, Test: 0.7040\n",
"Epoch: 053, Train: 0.8929, Val: 0.7480, Test: 0.7040\n",
"Epoch: 054, Train: 0.9000, Val: 0.7480, Test: 0.7040\n",
"Epoch: 055, Train: 0.9143, Val: 0.7480, Test: 0.7040\n",
"Epoch: 056, Train: 0.8929, Val: 0.7480, Test: 0.7040\n",
"Epoch: 057, Train: 0.8643, Val: 0.7480, Test: 0.7040\n",
"Epoch: 058, Train: 0.8643, Val: 0.7480, Test: 0.7040\n",
"Epoch: 059, Train: 0.8714, Val: 0.7480, Test: 0.7040\n",
"Epoch: 060, Train: 0.9143, Val: 0.7480, Test: 0.7040\n",
"Epoch: 061, Train: 0.9429, Val: 0.7480, Test: 0.7040\n",
"Epoch: 062, Train: 0.9500, Val: 0.7480, Test: 0.7040\n",
"Epoch: 063, Train: 0.9429, Val: 0.7480, Test: 0.7040\n",
"Epoch: 064, Train: 0.9357, Val: 0.7480, Test: 0.7040\n",
"Epoch: 065, Train: 0.8929, Val: 0.7480, Test: 0.7040\n",
"Epoch: 066, Train: 0.8571, Val: 0.7480, Test: 0.7040\n",
"Epoch: 067, Train: 0.8071, Val: 0.7480, Test: 0.7040\n",
"Epoch: 068, Train: 0.7929, Val: 0.7480, Test: 0.7040\n",
"Epoch: 069, Train: 0.8429, Val: 0.7480, Test: 0.7040\n",
"Epoch: 070, Train: 0.8857, Val: 0.7480, Test: 0.7040\n",
"Epoch: 071, Train: 0.9143, Val: 0.7480, Test: 0.7040\n",
"Epoch: 072, Train: 0.9357, Val: 0.7480, Test: 0.7040\n",
"Epoch: 073, Train: 0.9429, Val: 0.7480, Test: 0.7040\n",
"Epoch: 074, Train: 0.9429, Val: 0.7480, Test: 0.7040\n",
"Epoch: 075, Train: 0.9571, Val: 0.7480, Test: 0.7040\n",
"Epoch: 076, Train: 0.9429, Val: 0.7480, Test: 0.7040\n",
"Epoch: 077, Train: 0.9286, Val: 0.7480, Test: 0.7040\n",
"Epoch: 078, Train: 0.9357, Val: 0.7480, Test: 0.7040\n",
"Epoch: 079, Train: 0.9500, Val: 0.7480, Test: 0.7040\n",
"Epoch: 080, Train: 0.9571, Val: 0.7480, Test: 0.7040\n",
"Epoch: 081, Train: 0.9500, Val: 0.7480, Test: 0.7040\n",
"Epoch: 082, Train: 0.9714, Val: 0.7480, Test: 0.7040\n",
"Epoch: 083, Train: 0.9929, Val: 0.7480, Test: 0.7040\n",
"Epoch: 084, Train: 0.9929, Val: 0.7520, Test: 0.7420\n",
"Epoch: 085, Train: 0.9929, Val: 0.7520, Test: 0.7420\n",
"Epoch: 086, Train: 0.9929, Val: 0.7580, Test: 0.7510\n",
"Epoch: 087, Train: 0.9929, Val: 0.7580, Test: 0.7510\n",
"Epoch: 088, Train: 0.9857, Val: 0.7580, Test: 0.7510\n",
"Epoch: 089, Train: 0.9857, Val: 0.7580, Test: 0.7510\n",
"Epoch: 090, Train: 0.9857, Val: 0.7580, Test: 0.7510\n",
"Epoch: 091, Train: 0.9786, Val: 0.7580, Test: 0.7510\n",
"Epoch: 092, Train: 0.9786, Val: 0.7580, Test: 0.7510\n",
"Epoch: 093, Train: 0.9786, Val: 0.7580, Test: 0.7510\n",
"Epoch: 094, Train: 0.9857, Val: 0.7580, Test: 0.7510\n",
"Epoch: 095, Train: 0.9857, Val: 0.7580, Test: 0.7510\n",
"Epoch: 096, Train: 0.9857, Val: 0.7580, Test: 0.7510\n",
"Epoch: 097, Train: 0.9857, Val: 0.7580, Test: 0.7510\n",
"Epoch: 098, Train: 0.9857, Val: 0.7580, Test: 0.7510\n",
"Epoch: 099, Train: 0.9929, Val: 0.7580, Test: 0.7510\n",
"Epoch: 100, Train: 1.0000, Val: 0.7580, Test: 0.7510\n",
"Epoch: 101, Train: 1.0000, Val: 0.7580, Test: 0.7510\n",
"Epoch: 102, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 103, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 104, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 105, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 106, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 107, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 108, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 109, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 110, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 111, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 112, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 113, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 114, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 115, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 116, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 117, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 118, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 119, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 120, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 121, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 122, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 123, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 124, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 125, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 126, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 127, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 128, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 129, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 130, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 131, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 132, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 133, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 134, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 135, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 136, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 137, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 138, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 139, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 140, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 141, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 142, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 143, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 144, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 145, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 146, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 147, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 148, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 149, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 150, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 151, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 152, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 153, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 154, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 155, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 156, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 157, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 158, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 159, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 160, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 161, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 162, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 163, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 164, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 165, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 166, Train: 1.0000, Val: 0.7680, Test: 0.7580\n",
"Epoch: 167, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 168, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 169, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 170, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 171, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 172, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 173, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 174, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 175, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 176, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 177, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 178, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 179, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 180, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 181, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 182, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 183, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 184, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 185, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 186, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 187, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 188, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 189, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 190, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 191, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 192, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 193, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 194, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 195, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 196, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 197, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 198, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 199, Train: 1.0000, Val: 0.7720, Test: 0.7720\n",
"Epoch: 200, Train: 1.0000, Val: 0.7720, Test: 0.7720\n"
]
}
],
"source": [
"model, data = Net().to(device), data.to(device)\n",
"optimizer = torch.optim.Adam([\n",
" dict(params=model.conv1.parameters(), weight_decay=5e-4),\n",
" dict(params=model.fc1.parameters(), weight_decay=5e-4),\n",
" dict(params=model.conv2.parameters(), weight_decay=0)\n",
"], lr=0.01)\n",
"\n",
"y_neg_pairs = []\n",
"y_pos_pairs = []\n",
"\n",
"data_idx = np.arange(len(data.x))\n",
"for idx1, y1 in enumerate(data.y[data.train_mask].cpu().numpy()):\n",
" for idx2, y2 in enumerate(data.y[data.train_mask].cpu().numpy()):\n",
" if idx1 > idx2 and y1!=y2:\n",
" y_neg_pairs.append([idx1, idx2])\n",
" if idx1 > idx2 and y1==y2:\n",
" y_pos_pairs.append([idx1, idx2])\n",
"\n",
"y_neg_pairs = np.array(y_neg_pairs)\n",
"y_pos_pairs = np.array(y_pos_pairs)\n",
"\n",
"\n",
"def train():\n",
" model.train()\n",
" optimizer.zero_grad()\n",
" \n",
" model_out = model()[data.train_mask]\n",
" y_true = data.y[data.train_mask]\n",
" nllloss = F.nll_loss(model_out, y_true)\n",
" \n",
" disloss_neg = F.logsigmoid(-1 * (model_out[y_neg_pairs.T[0]]*model_out[y_neg_pairs.T[1]])).sum(-1).mean()\n",
" \n",
" disloss_pos = F.logsigmoid((model_out[y_pos_pairs.T[0]]*model_out[y_pos_pairs.T[1]])).sum(-1).mean()\n",
" \n",
" loss = 10 * nllloss - disloss_neg - disloss_pos\n",
" \n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
"\n",
"@torch.no_grad()\n",
"def test():\n",
" model.eval()\n",
" logits, accs = model(), []\n",
" for _, mask in data('train_mask', 'val_mask', 'test_mask'):\n",
" pred = logits[mask].max(1)[1]\n",
" acc = pred.eq(data.y[mask]).sum().item() / mask.sum().item()\n",
" accs.append(acc)\n",
" return accs\n",
"\n",
"\n",
"best_val_acc = test_acc = 0\n",
"for epoch in range(1, 201):\n",
" train()\n",
" train_acc, val_acc, tmp_test_acc = test()\n",
" if val_acc > best_val_acc:\n",
" best_val_acc = val_acc\n",
" test_acc = tmp_test_acc\n",
" log = 'Epoch: {:03d}, Train: {:.4f}, Val: {:.4f}, Test: {:.4f}'\n",
" print(log.format(epoch, train_acc, best_val_acc, test_acc))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"with torch.no_grad():\n",
" model.eval()\n",
" out = model()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"embd = umap.UMAP().fit_transform(out.cpu().numpy())"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"sns.scatterplot(x=embd.T[0], y=embd.T[1], hue=data.y.cpu().numpy(), palette=palette)\n",
"plt.legend(bbox_to_anchor=(1,1), loc='upper left')\n",
"plt.savefig(\"umap_graph_mod.png\", dpi=120)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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