atom-predict/egnn_v2/TSNE_aug.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 144,
"id": "1b9d61dc-a2c3-4400-aa3e-ead3f11a30e5",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-15T13:52:20.197733Z",
"start_time": "2024-07-15T13:52:20.192466Z"
}
},
"outputs": [],
"source": [
"import json\n",
"import torch\n",
"import collections\n",
"import torch.nn as nn\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from sklearn.manifold import TSNE\n",
"from core.model import PL_EGNN\n",
"from core.data import AtomDataset\n",
"from core.data import AtomDataset_v2_aug\n",
"from sklearn.metrics import f1_score, confusion_matrix"
]
},
{
"cell_type": "code",
"execution_count": 145,
"id": "28e77574-9a3b-4bfc-8cfa-0f18391c2153",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-15T13:52:20.235220Z",
"start_time": "2024-07-15T13:52:20.213399Z"
}
},
"outputs": [],
"source": [
"ds = AtomDataset_v2_aug('/home/gao/mouclear/cc/final_todo/SV/test')\n",
"model = PL_EGNN()"
]
},
{
"cell_type": "code",
"execution_count": 146,
"id": "61e67118-eeef-46cb-9ed5-daf70d6a526b",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-15T13:52:20.263299Z",
"start_time": "2024-07-15T13:52:20.236076Z"
}
},
"outputs": [],
"source": [
"ckpt_path = '/home/gao/mouclear/cc/code_v2/egnn/logs/0/version_9/checkpoints/epoch=7-val_loss=0.05-val_acc=0.99.ckpt'\n",
"ckpt = torch.load(ckpt_path)['state_dict']\n",
"ckpt = collections.OrderedDict([(k.replace('model.model', 'model'), v) for k, v in ckpt.items()])"
]
},
{
"cell_type": "code",
"execution_count": 147,
"id": "9b2b1dc0-edf8-4b23-b594-f2899f623621",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-15T13:52:20.266435Z",
"start_time": "2024-07-15T13:52:20.263961Z"
}
},
"outputs": [],
"source": [
"model.load_state_dict(ckpt, strict=False);\n",
"model.model.embedding_out[1] = nn.Identity()\n",
"model.model.embedding_out[2] = nn.Identity()"
]
},
{
"cell_type": "code",
"execution_count": 148,
"id": "46cfc31e-9622-4114-a613-a310193b90ed",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-15T13:52:22.524303Z",
"start_time": "2024-07-15T13:52:20.267204Z"
}
},
"outputs": [],
"source": [
"model.eval()\n",
"\n",
"hs = []\n",
"ys = []\n",
"names = []\n",
"\n",
"for data in ds:\n",
" with torch.no_grad():\n",
" light = data.light\n",
" pos = data.pos\n",
" edge_index = data.edge_index\n",
" name = data.name\n",
" \n",
" y = [int(data.label[0])]\n",
" h = [model(light, pos, edge_index)[0].numpy().tolist()]\n",
" \n",
" ys += y\n",
" hs += h\n",
" names += [name]"
]
},
{
"cell_type": "code",
"execution_count": 149,
"id": "46396926-df6b-4933-95f3-0adbd1245ce6",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-15T13:52:22.531617Z",
"start_time": "2024-07-15T13:52:22.524955Z"
}
},
"outputs": [],
"source": [
"ys = np.array(ys)\n",
"hs = np.array(hs)\n",
"names = np.array(names)"
]
},
{
"cell_type": "code",
"execution_count": 150,
"id": "1b2531f1-99fd-4933-b031-4713214be4be",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-15T13:52:22.541319Z",
"start_time": "2024-07-15T13:52:22.532564Z"
}
},
"outputs": [],
"source": [
"# 10\n",
"# \n",
"# idx = [name.split('_')[0] == '10' for name in names]\n",
"# hs = hs[idx]\n",
"# ys = ys[idx]"
]
},
{
"cell_type": "markdown",
"id": "3b8f5872-3e30-4f6a-b73f-accc3bbc016b",
"metadata": {
"tags": []
},
"source": [
"# TSNE"
]
},
{
"cell_type": "code",
"execution_count": 151,
"id": "83b4fc09-b7ef-4262-af53-48e743449b50",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-15T13:52:26.915307Z",
"start_time": "2024-07-15T13:52:22.542325Z"
}
},
"outputs": [
{
"data": {
"text/plain": "(-83.07194175720215, 82.26552238464356, -74.39523468017578, 78.34359893798828)"
},
"execution_count": 151,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"tsne = TSNE(n_components=2)\n",
"X_tsne = tsne.fit_transform(hs)\n",
"\n",
"plt.scatter(X_tsne[:,0], X_tsne[:,1], c=ys)\n",
"plt.axis('off')"
]
},
{
"cell_type": "code",
"execution_count": 152,
"id": "041b1eba-cc0d-401e-94a3-cdcf73c1a952",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-15T13:52:26.926303Z",
"start_time": "2024-07-15T13:52:26.916583Z"
}
},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.DataFrame()\n",
"df['x1'] = X_tsne[:, 0]\n",
"df['x2'] = X_tsne[:, 1]\n",
"df['label'] = ys\n",
"df.to_csv('./line_10_only_classification_aug2.txt', index=None)"
]
},
{
"cell_type": "code",
"execution_count": 152,
"id": "67cb3128-4fcf-4332-b6d7-87642e818b10",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-15T13:52:26.928445Z",
"start_time": "2024-07-15T13:52:26.927225Z"
}
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"language": "python",
"display_name": "Python 3 (ipykernel)"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}