{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "view-in-github"
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "ZlQnXBu9ctrW"
},
"source": [
"# Exploring the Universe of Discourse Partitioners"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "thnWEpjBctrb"
},
"source": [
"## Environment Setup"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "tUF7TEtictre"
},
"source": [
"### Library install/update"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 211
},
"colab_type": "code",
"id": "8tGJbEpactrh",
"outputId": "40a187e4-1030-4a2e-9d0d-d3e755ce595c"
},
"outputs": [],
"source": [
"# !pip install -U --force-reinstall --no-deps -e git+https://git.athene.tech/sam/pyFTS.git#egg=pyFTS"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "Q3BI8Ztzctrq"
},
"source": [
"### External libraries import"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"colab_type": "code",
"id": "fVffyFL2ctrs",
"outputId": "e3cd497a-3845-4db9-eadb-2677897309e7"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"\n",
"import matplotlib.pylab as plt\n",
"\n",
"%pylab inline\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "LCFqX2ZIctr0"
},
"source": [
"### Common pyFTS imports "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "eb5APQxcctr1"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2024-08-08 12:33:54.147886: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
"2024-08-08 12:33:54.168752: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
"2024-08-08 12:33:54.175031: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
"2024-08-08 12:33:54.191648: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
"To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
"2024-08-08 12:33:55.150180: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n"
]
}
],
"source": [
"from pyFTS.partitioners import KMeans, Grid, FCM, Huarng, Entropy, Util as pUtil\n",
"from pyFTS.common import Membership as mf\n",
"from pyFTS.benchmarks import benchmarks as bchmk\n",
"from pyFTS.data import Enrollments"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "LFAd9ZEcctr5"
},
"source": [
"### Common data transformations"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "RB-lOHCYctr8"
},
"outputs": [],
"source": [
"from pyFTS.common import Transformations\n",
"\n",
"tdiff = Transformations.Differential(1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "04AsyGJ3ctsB"
},
"source": [
"## Dataset"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "PYqZTrClctsE"
},
"source": [
"### Data Loading"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {},
"colab_type": "code",
"id": "zlhRQcYZctsG"
},
"outputs": [],
"source": [
"from pyFTS.data import TAIEX\n",
"\n",
"dataset = TAIEX.get_data()\n",
"dataset_diff = tdiff.apply(dataset)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "5hLqGdOactsM"
},
"source": [
"### Visualization"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 340
},
"colab_type": "code",
"id": "zTU74CmlctsM",
"outputId": "3e1b62fc-95d5-48e4-a85c-50e5c1f32ea7"
},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
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