GitHub_collection_pykan/tutorials/interp_10B_swap.ipynb
2024-08-11 13:13:30 -04:00

471 lines
433 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"id": "343914f4",
"metadata": {},
"source": [
"# Interpretability 10B: swap"
]
},
{
"cell_type": "markdown",
"id": "05a17f9f",
"metadata": {},
"source": [
"The multitask parity problem has 10 input bits $(x_1, x_2, \\cdots, x_{10})$, $x_i\\in\\{0,1\\}$.\n",
"\n",
"The are five output bits $y_1, \\cdots, y_5$, where $y_i = x_{2i-1} + x_{2i-1} ({\\rm mod} 2)$"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "b0ffa41a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"checkpoint directory created: ./model\n",
"saving model version 0.0\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"| train_loss: 7.19e-02 | test_loss: 7.02e-02 | reg: 1.90e+01 | : 100%|█| 5/5 [00:06<00:00, 1.21s/it"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"saving model version 0.1\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"from kan import *\n",
"\n",
"model = KAN(width=[10,10,5], seed=5)\n",
"x = torch.normal(0,1,size=(100,2))\n",
"\n",
"#f = lambda x: torch.exp(torch.sin(torch.pi*x[:,[0]])+x[:,[1]]**2)\n",
"f = lambda x: torch.cat([x[:,[0]] + x[:,[1]], x[:,[2]] + x[:,[3]], x[:,[4]] + x[:,[5]], x[:,[6]] + x[:,[7]], x[:,[8]] + x[:,[9]]], dim=1)\n",
"dataset = create_dataset(f, n_var=10)\n",
"model.fit(dataset, steps=5, lamb=1e-2, reg_metric='edge_forward_n');\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "c33be2a1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 500x400 with 166 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model.plot()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "da26aef7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"saving model version 0.2\n"
]
}
],
"source": [
"model.auto_swap()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "726e6b54",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 500x400 with 166 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model.plot()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "e52d59d0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"checkpoint directory created: ./model\n",
"saving model version 0.0\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"| train_loss: 5.15e-03 | test_loss: 5.12e-03 | reg: 1.67e+01 | : 100%|█| 20/20 [00:23<00:00, 1.20s/"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"saving model version 0.1\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"from kan import *\n",
"\n",
"inputs = []\n",
"for i in range(2**10):\n",
" string = \"{0:b}\".format(i)\n",
" sample = [int(string[i]) for i in range(len(string))]\n",
" sample = (10 - len(sample)) * [0] + sample\n",
" inputs.append(sample)\n",
" \n",
"inputs = np.array(inputs).astype(np.float32)\n",
"labels = np.sum(inputs.reshape(2**10,5,2), axis=2) % 2\n",
"inputs = torch.tensor(inputs)\n",
"labels = torch.tensor(labels)\n",
"\n",
"\n",
"num = inputs.shape[0]\n",
"ratio = 0.8\n",
"train_num = int(num*ratio)\n",
"train_id = np.random.choice(num, train_num, replace=False)\n",
"test_id = list(set(range(num)) - set(train_id))\n",
"\n",
"dataset = {}\n",
"dataset['train_input'] = inputs[train_id]\n",
"dataset['test_input'] = inputs[test_id]\n",
"dataset['train_label'] = labels[train_id]\n",
"dataset['test_label'] = labels[test_id]\n",
"\n",
"model = KAN(width=[10,10,5], seed=5)\n",
"model.fit(dataset, steps=20, lamb=1e-3, reg_metric='edge_forward_n');"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c133e71b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1000x800 with 166 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model.plot(scale=1.0)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "294d4a86",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"saving model version 0.2\n"
]
}
],
"source": [
"model.auto_swap()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "2085e4f9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1000x800 with 166 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model.plot(scale=1.0)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "008ec601",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"| train_loss: 4.24e-03 | test_loss: 4.40e-03 | reg: 5.42e+01 | : 100%|█| 100/100 [00:04<00:00, 21.93\n"
]
}
],
"source": [
"# MLP\n",
"from kan import *\n",
"from kan.MLP import MLP\n",
"\n",
"inputs = []\n",
"for i in range(2**10):\n",
" string = \"{0:b}\".format(i)\n",
" sample = [int(string[i]) for i in range(len(string))]\n",
" sample = (10 - len(sample)) * [0] + sample\n",
" inputs.append(sample)\n",
" \n",
"inputs = np.array(inputs).astype(np.float32)\n",
"labels = np.sum(inputs.reshape(2**10,5,2), axis=2) % 2\n",
"inputs = torch.tensor(inputs)\n",
"labels = torch.tensor(labels)\n",
"\n",
"\n",
"num = inputs.shape[0]\n",
"ratio = 0.8\n",
"train_num = int(num*ratio)\n",
"train_id = np.random.choice(num, train_num, replace=False)\n",
"test_id = list(set(range(num)) - set(train_id))\n",
"\n",
"dataset = {}\n",
"dataset['train_input'] = inputs[train_id]\n",
"dataset['test_input'] = inputs[test_id]\n",
"dataset['train_label'] = labels[train_id]\n",
"dataset['test_label'] = labels[test_id]\n",
"\n",
"model = MLP(width=[10,20,5], seed=5)\n",
"model.fit(dataset, steps=100, lamb=2e-4, reg_metric='w');"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "c73085a7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 450x450 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model.plot(scale=1.5)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "006462be",
"metadata": {},
"outputs": [],
"source": [
"model.auto_swap()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "fab579a4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 450x450 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model.plot(scale=1.5)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "7ffe525c",
"metadata": {},
"outputs": [],
"source": [
"model.auto_swap()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "012fa5c8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 450x450 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model.plot(scale=1.5)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "bb0b4b52",
"metadata": {},
"outputs": [],
"source": [
"model.auto_swap()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "637f6b32",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 450x450 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model.plot(scale=1.5)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "19f4657f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(-11.2142)"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.connection_cost"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "27ffab62",
"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": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}