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@stsievert
Created August 6, 2018 19:02
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Tensor decomposition with sparse matrices
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook shows a [Tucker decomposition] with the [NIPS dataset]. With this notebook, I want to show that\n",
"\n",
"* Tucker decompositions are possible with sparse tensors\n",
"* We can obtain dataset of real-world sparse tensors\n",
"\n",
"This shows that integration with sparse tensors is (on some level) fairly complete. Future work for sparse integration into Tensorly, depending on interest, would be to\n",
"\n",
"* integrate sparse tensors into other decompositions (largely resolving bugs)\n",
"* implement sparse-tensor specific decompositions\n",
"\n",
"\n",
"[Tucker decomposition]:https://en.wikipedia.org/wiki/Tucker_decomposition\n",
"[NIPS dataset]:http://frostt.io/tensors/nips/"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using numpy backend.\n"
]
}
],
"source": [
"import tensorly\n",
"import tensorly.backend as K\n",
"from tensorly.contrib import frostt\n",
"import tensorly.decomposition as decomp"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<COO: shape=(2482, 2862, 14036, 17), dtype=float64, nnz=3101609, sorted=False, duplicates=True>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = frostt('nips')\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"reconsturction error=0.99345, difference from last step=6.713148422110571e-05.\n",
"converged in 2 iterations.\n",
"CPU times: user 3min 59s, sys: 46 s, total: 4min 45s\n",
"Wall time: 2min 43s\n"
]
}
],
"source": [
"%%time\n",
"core, factors = decomp.partial_tucker(data, [1, 2],\n",
" rank=[5, 5, 100, 17], \n",
" verbose=True, init='random',\n",
" tol=1e-3)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(sparse.coo.COO, (2482, 5, 5, 17), 62050)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(core), core.shape, core.nnz"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{((2862, 5), numpy.ndarray), ((14036, 5), numpy.ndarray)}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"{(f.shape, type(f)) for f in factors}"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x1440 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"fig, axs = plt.subplots(ncols=len(factors), figsize=(10, 20))\n",
"for ax, factor in zip(axs, factors):\n",
" sns.heatmap(factor, center=0, ax=ax, cmap='bwr', cbar=False)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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