openai-cookbook/examples/Visualizing_embeddings_in_3D.ipynb
2022-06-03 12:56:03 -07:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "983ef639-fbf4-4912-b593-9cf08aeb11cd",
"metadata": {},
"source": [
"# Visualizing the 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",
" }\n",
"\n",
" .dataframe tbody tr th {\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>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",
" </tbody>\n",
"</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(\"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 0x14b5df760>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "864488447fdd46b4ae1f338d3b0afded",
"version_major": 2,
"version_minor": 0
},
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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))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a8868043-9889-4a0b-b23d-79bb3823bdc7",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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"
}
},
"nbformat": 4,
"nbformat_minor": 5
}