213 lines
120 KiB
Plaintext
213 lines
120 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "1b9d61dc-a2c3-4400-aa3e-ead3f11a30e5",
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"metadata": {},
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"outputs": [],
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"source": [
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"import torch\n",
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"import collections\n",
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"import torch.nn as nn\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"from sklearn.manifold import TSNE\n",
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"from core.model import PL_EGNN\n",
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"from core.data import AtomDataset"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "28e77574-9a3b-4bfc-8cfa-0f18391c2153",
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"metadata": {},
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"outputs": [],
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"source": [
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"ds = AtomDataset('../../data/gnn_data/test/')\n",
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"model = PL_EGNN()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "61e67118-eeef-46cb-9ed5-daf70d6a526b",
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"metadata": {},
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"outputs": [],
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"source": [
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"ckpt_path = './logs/0/version_0/checkpoints/epoch=17-val_loss=0.03-val_acc=0.99.ckpt'\n",
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"ckpt = torch.load(ckpt_path)['state_dict']\n",
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"ckpt = collections.OrderedDict([(k.replace('model.model', 'model'), v) for k, v in ckpt.items()])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "9b2b1dc0-edf8-4b23-b594-f2899f623621",
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"metadata": {},
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"outputs": [],
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"source": [
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"model.load_state_dict(ckpt, strict=False);\n",
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"model.model.embedding_out[1] = nn.Identity()\n",
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"model.model.embedding_out[2] = nn.Identity()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "46cfc31e-9622-4114-a613-a310193b90ed",
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"metadata": {},
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"outputs": [],
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"source": [
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"model.eval()\n",
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"\n",
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"hs = []\n",
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"ys = []\n",
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"names = []\n",
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"\n",
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"for data in ds:\n",
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" with torch.no_grad():\n",
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" light = data.light\n",
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" pos = data.pos\n",
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" edge_index = data.edge_index\n",
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" name = data.name\n",
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" \n",
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" y = [int(data.label[0])]\n",
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" h = [model(light, pos, edge_index)[0].numpy().tolist()]\n",
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" \n",
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" ys += y\n",
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" hs += h\n",
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" names += [name]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "46396926-df6b-4933-95f3-0adbd1245ce6",
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"metadata": {},
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"outputs": [],
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"source": [
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"ys = np.array(ys)\n",
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"hs = np.array(hs)\n",
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"names = np.array(names)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3b8f5872-3e30-4f6a-b73f-accc3bbc016b",
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"metadata": {
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"tags": []
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},
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"source": [
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"# TSNE"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "83b4fc09-b7ef-4262-af53-48e743449b50",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(-150.2779296875, 151.5729736328125, -122.90132560729981, 129.21622886657715)"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"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": 8,
|
|
"id": "a17d7b4d-e161-4414-9304-7250d91a6cbf",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"(-101.48107109069824, 96.67887840270996, -73.43441143035889, 70.48038234710694)"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"name = '10'\n",
|
|
"\n",
|
|
"idx = [item.split('_')[0] == name for item in names]\n",
|
|
"ys_s = ys[idx]\n",
|
|
"hs_s = hs[idx]\n",
|
|
"\n",
|
|
"tsne = TSNE(n_components=2)\n",
|
|
"X_tsne = tsne.fit_transform(hs_s)\n",
|
|
"\n",
|
|
"plt.scatter(X_tsne[:,0], X_tsne[:,1], c=ys_s)\n",
|
|
"plt.axis('off')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "041b1eba-cc0d-401e-94a3-cdcf73c1a952",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "cmae",
|
|
"language": "python",
|
|
"name": "cmae"
|
|
},
|
|
"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
|
|
}
|