322 lines
139 KiB
Plaintext
322 lines
139 KiB
Plaintext
{
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"cells": [
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2026-10-26T09:13:11.317153814Z",
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"start_time": "2026-10-26T09:13:11.257955522Z"
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}
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},
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"cell_type": "code",
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"source": [
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"import numpy as np\n",
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"from nnwplot import plotTwoFeatures\n",
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"from SLN import SLN"
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],
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"id": "de83e0a3826971b5",
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"outputs": [],
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"execution_count": 1
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2026-10-26T09:13:11.372811839Z",
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"start_time": "2026-10-26T09:13:11.320721988Z"
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}
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},
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"cell_type": "code",
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"source": [
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"X = np.array([[0., 0., 1., 1.], [0., 1., 0., 1.]])\n",
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"T = np.array([0., 0., 0., 1.])\n"
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],
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"id": "d04fd0aaafa7b2e3",
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"outputs": [],
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"execution_count": 2
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},
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{
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"cell_type": "code",
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"id": "initial_id",
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"metadata": {
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"collapsed": true,
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"ExecuteTime": {
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"end_time": "2026-10-26T09:13:11.422649731Z",
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"start_time": "2026-10-26T09:13:11.376106778Z"
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}
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},
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"source": [
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"sln = SLN(2, 1)\n",
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"sln._W = [[1], [1]]\n",
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"sln._b = [[-2]]"
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],
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"outputs": [],
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"execution_count": 3
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2026-10-26T09:13:11.491461220Z",
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"start_time": "2026-10-26T09:13:11.425112392Z"
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}
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},
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"cell_type": "code",
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"source": "sln.neuron(X)",
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"id": "5cb7b328ef2abe20",
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"outputs": [
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{
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"data": {
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"text/plain": [
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"array([False, False, False, False])"
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]
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},
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"execution_count": 4,
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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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"execution_count": 4
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2026-10-26T09:13:11.770014725Z",
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"start_time": "2026-10-26T09:13:11.499155255Z"
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}
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},
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"cell_type": "code",
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"source": "plotTwoFeatures(X, T, sln.neuron)",
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"id": "19d68b97fca5a7e7",
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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],
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"execution_count": 5
|
|
},
|
|
{
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2026-10-26T09:13:14.327691953Z",
|
|
"start_time": "2026-10-26T09:13:11.781719366Z"
|
|
}
|
|
},
|
|
"cell_type": "code",
|
|
"source": [
|
|
"train_sln = SLN(2, 1)\n",
|
|
"train_sln.delta_train(X, T, 0.1, 100, 0.001)"
|
|
],
|
|
"id": "e97b83cdad840616",
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"#0 err:0.25\n",
|
|
"[[ 0.28677805]\n",
|
|
" [-0.07982693]]\n",
|
|
"[[0.]]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
|
"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"#1 err:0.25\n",
|
|
"[[ 0.18677805]\n",
|
|
" [-0.07982693]]\n",
|
|
"[[-0.1]]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"#2 err:0.25\n",
|
|
"[[ 0.08677805]\n",
|
|
" [-0.07982693]]\n",
|
|
"[[-0.2]]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"#3 err:0.25\n",
|
|
"[[0.18677805]\n",
|
|
" [0.02017307]]\n",
|
|
"[[-0.1]]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"#4 err:0.25\n",
|
|
"[[0.08677805]\n",
|
|
" [0.02017307]]\n",
|
|
"[[-0.2]]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"#5 err:0.5\n",
|
|
"[[0.18677805]\n",
|
|
" [0.12017307]]\n",
|
|
"[[-0.1]]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"#6 err:0.25\n",
|
|
"[[0.08677805]\n",
|
|
" [0.02017307]]\n",
|
|
"[[-0.3]]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"#7 err:0.0\n",
|
|
"[[0.18677805]\n",
|
|
" [0.12017307]]\n",
|
|
"[[-0.2]]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"#7 err:0.0\n",
|
|
"[[0.18677805]\n",
|
|
" [0.12017307]]\n",
|
|
"[[-0.2]]\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
],
|
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"image/png": 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"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"execution_count": 6
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 2
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython2",
|
|
"version": "2.7.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|