openai-cookbook/examples/Visualizing_embeddings_in_3D.ipynb
2022-07-12 15:25:43 -07:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "983ef639-fbf4-4912-b593-9cf08aeb11cd",
"metadata": {},
"source": [
"# Visualizing embeddings in 3D"
]
},
{
"cell_type": "markdown",
"id": "9c9ea9a8-675d-4e3a-a8f7-6f4563df84ad",
"metadata": {},
"source": [
"The example uses [PCA](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html) to reduce the dimensionality fo the embeddings from 2048 to 3. Then we can visualize the data points in a 3D plot. The small dataset `dbpedia_samples.jsonl` is curated by randomly sampling 200 samples from [DBpedia validation dataset](https://www.kaggle.com/danofer/dbpedia-classes?select=DBPEDIA_val.csv)."
]
},
{
"cell_type": "markdown",
"id": "8df5f2c3-ddbb-4cc4-9205-4c0af1670562",
"metadata": {},
"source": [
"### 1. Load the dataset and query embeddings"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "133dfc2a-9dbd-4a5a-96fa-477272f7af5a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Categories of DBpedia samples: Artist 21\n",
"Film 19\n",
"Plant 19\n",
"OfficeHolder 18\n",
"Company 17\n",
"NaturalPlace 16\n",
"Athlete 16\n",
"Village 12\n",
"WrittenWork 11\n",
"Building 11\n",
"Album 11\n",
"Animal 11\n",
"EducationalInstitution 10\n",
"MeanOfTransportation 8\n",
"Name: category, dtype: int64\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\n",
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>text</th>\n",
" <th>category</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Morada Limited is a textile company based in ...</td>\n",
" <td>Company</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>The Armenian Mirror-Spectator is a newspaper ...</td>\n",
" <td>WrittenWork</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Mt. Kinka (金華山 Kinka-zan) also known as Kinka...</td>\n",
" <td>NaturalPlace</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Planning the Play of a Bridge Hand is a book ...</td>\n",
" <td>WrittenWork</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Wang Yuanping (born 8 December 1976) is a ret...</td>\n",
" <td>Athlete</td>\n",
" </tr>\n",
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"</table>\n",
"</div>"
],
"text/plain": [
" text category\n",
"0 Morada Limited is a textile company based in ... Company\n",
"1 The Armenian Mirror-Spectator is a newspaper ... WrittenWork\n",
"2 Mt. Kinka (金華山 Kinka-zan) also known as Kinka... NaturalPlace\n",
"3 Planning the Play of a Bridge Hand is a book ... WrittenWork\n",
"4 Wang Yuanping (born 8 December 1976) is a ret... Athlete"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"samples = pd.read_json(\"data/dbpedia_samples.jsonl\", lines=True)\n",
"categories = sorted(samples[\"category\"].unique())\n",
"print(\"Categories of DBpedia samples:\", samples[\"category\"].value_counts())\n",
"samples.head()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "19874e3e-a216-48cc-a27b-acb73854d832",
"metadata": {},
"outputs": [],
"source": [
"from openai.embeddings_utils import get_embeddings\n",
"# NOTE: The following code will send a query of batch size 200 to /embeddings, cost about $0.2\n",
"matrix = get_embeddings(samples[\"text\"].to_list(), engine=\"text-similarity-babbage-001\")"
]
},
{
"cell_type": "markdown",
"id": "d410c268-d8a7-4979-887c-45b1d382dda9",
"metadata": {},
"source": [
"### 2. Reduce the embedding dimensionality"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f5410068-f3da-490c-8576-48e84a8728de",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA\n",
"pca = PCA(n_components=3)\n",
"vis_dims = pca.fit_transform(matrix)\n",
"samples[\"embed_vis\"] = vis_dims.tolist()"
]
},
{
"cell_type": "markdown",
"id": "b6565f57-59c6-4d36-a094-3cbbd9ddeb4c",
"metadata": {},
"source": [
"### 3. Plot the embeddings of lower dimensionality"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b17caad3-f0de-4115-83eb-55434a132acc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x117919ac0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"version_minor": 0
},
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",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=1000.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib widget\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"fig = plt.figure(figsize=(10, 5))\n",
"ax = fig.add_subplot(projection='3d')\n",
"cmap = plt.get_cmap(\"tab20\")\n",
"\n",
"# Plot each sample category individually such that we can set label name.\n",
"for i, cat in enumerate(categories):\n",
" sub_matrix = np.array(samples[samples[\"category\"] == cat][\"embed_vis\"].to_list())\n",
" x=sub_matrix[:, 0]\n",
" y=sub_matrix[:, 1]\n",
" z=sub_matrix[:, 2]\n",
" colors = [cmap(i/len(categories))] * len(sub_matrix)\n",
" ax.scatter(x, y, zs=z, zdir='z', c=colors, label=cat)\n",
"\n",
"ax.set_xlabel('x')\n",
"ax.set_ylabel('y')\n",
"ax.set_zlabel('z')\n",
"ax.legend(bbox_to_anchor=(1.1, 1))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.9.9 ('openai')",
"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": "3.9.9"
},
"vscode": {
"interpreter": {
"hash": "365536dcbde60510dc9073d6b991cd35db2d9bac356a11f5b64279a5e6708b97"
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}