openai-cookbook/examples/Visualizing_embeddings_in_3D.ipynb

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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",
"Plant 19\n",
"Film 18\n",
"OfficeHolder 18\n",
"Company 17\n",
"NaturalPlace 16\n",
"Athlete 16\n",
"Village 12\n",
"Building 12\n",
"WrittenWork 11\n",
"Album 11\n",
"Animal 11\n",
"EducationalInstitution 10\n",
"MeanOfTransportation 8\n",
"Name: completion, dtype: int64\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
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" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>prompt</th>\n",
" <th>completion</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",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" prompt completion\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[\"completion\"].unique())\n",
"print(\"Categories of DBpedia samples:\", samples[\"completion\"].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[\"prompt\"].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 0x153a5f190>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "04e0ac33bf214db4863b980f63a13706",
"version_major": 2,
"version_minor": 0
},
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",
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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[\"completion\"] == 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))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "163d0fc4",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "scratch-venv",
"language": "python",
"name": "scratch-venv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
},
"vscode": {
"interpreter": {
"hash": "365536dcbde60510dc9073d6b991cd35db2d9bac356a11f5b64279a5e6708b97"
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}