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@pgolding
Created February 23, 2024 04:13
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Demo of embeddings file sizes for OpenAI Embeddings
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "ee8471b7",
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"\n",
"from dotenv import load_dotenv\n",
"load_dotenv()\n",
"\n",
"from openai import OpenAI\n",
"client = OpenAI()\n",
"\n",
"def get_embedding(text, model=\"text-embedding-3-small\"):\n",
" text = text.replace(\"\\n\", \" \")\n",
" return client.embeddings.create(input = [text], model=model)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "cb7b4ae9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Size of the text string in bytes: 13\n"
]
}
],
"source": [
"text_string = \"Hello, world!\"\n",
"byte_size = len(text_string.encode('utf-8'))\n",
"print(\"Size of the text string in bytes:\", byte_size)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "8d2e8518",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Usage(prompt_tokens=4, total_tokens=4)\n"
]
}
],
"source": [
"em = get_embedding(text_string)\n",
"\n",
"print(em.usage)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "196aea28",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Size of embeddings in dimensions: 1536\n",
"Size of embeddings in bytes: 12344\n"
]
}
],
"source": [
"embeddings = em\n",
"\n",
"print(\"Size of embeddings in dimensions:\", len(embeddings.data[0].embedding))\n",
"\n",
"print(\"Size of embeddings in bytes:\", sys.getsizeof(embeddings.data[0].embedding))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1e02ee34",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Numbers of tokens Usage(prompt_tokens=8, total_tokens=8)\n",
"Size of embeddings in dimensions: 1536\n",
"Size of embeddings in bytes: 12344\n"
]
}
],
"source": [
"loan_string = 'I am writing to complain about my loan'\n",
"em_loan = get_embedding(loan_string)\n",
"\n",
"print(\"Numbers of tokens\", em_loan.usage)\n",
"\n",
"print(\"Size of embeddings in dimensions:\", len(embeddings.data[0].embedding))\n",
"\n",
"print(\"Size of embeddings in bytes:\", sys.getsizeof(em_loan.data[0].embedding))"
]
},
{
"attachments": {
"embeddings_price.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "424e8df7",
"metadata": {},
"source": [
"![embeddings_price.png](attachment:embeddings_price.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e3ee8c3e",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:langchain] *",
"language": "python",
"name": "conda-env-langchain-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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