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@pkubik
Created May 11, 2025 23:49
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{
"cells": [
{
"cell_type": "code",
"execution_count": 68,
"id": "861a0411",
"metadata": {},
"outputs": [],
"source": [
"import jax.numpy as jnp\n",
"import seaborn as sns\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7d8127c8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = jnp.linspace(-2, 2, 100)\n",
"c = 1000\n",
"d = 8\n",
"s = 2\n",
"freq = jnp.array([1 / jnp.pow(c, i / d) for i in range(d)])\n",
"sin_x = jnp.sin(s * x[:, None] * freq[None, :])\n",
"cos_x = jnp.cos(s * x[:, None] * freq[None, :])\n",
"y = jnp.concatenate([sin_x, cos_x], -1)\n",
"df = pd.DataFrame(y, index=x)\n",
"\n",
"sns.lineplot(df, legend=False)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "e91b7628",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(y @ y.T)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0dbde0f5",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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