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{
"cells": [
{
"cell_type": "code",
"execution_count": 31,
"id": "2c7ff2e6-e80f-426f-8e12-5560c8181844",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting requirements.txt\n"
]
}
],
"source": [
"%%writefile requirements.txt\n",
"\n",
"tensorflow\n",
"tensorflow_hub\n",
"numpy"
]
},
{
"cell_type": "markdown",
"id": "4b8f425e-3658-4834-806b-e34ab0b6e377",
"metadata": {},
"source": [
"## Create handler.py"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "b985fb50-8615-4ad3-9078-d7aed6170d22",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Writing handler.py\n"
]
}
],
"source": [
"%%writefile handler.py\n",
"from typing import Dict, List, Any\n",
"import tensorflow as tf\n",
"import tensorflow_hub as hub\n",
"import numpy as np\n",
"\n",
"\n",
"class EndpointHandler():\n",
" def __init__(self, path=\"\"):\n",
" self.model = hub.load(path)\n",
"\n",
" def __call__(self, data: Dict[str, Any]):\n",
" inputs = data.pop(\"inputs\")\n",
"\n",
" tf_inputs = tf.constant([inputs])\n",
" \n",
" embeddings = self.model(tf_inputs).numpy()\n",
"\n",
" return {\"embeddings\" : embeddings}"
]
},
{
"cell_type": "markdown",
"id": "08df1053-f5ed-4b97-9eed-80de1ce5067d",
"metadata": {},
"source": [
"### Testing handler.py"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "e2b1a9a3-0877-4b99-a3dc-660cca179fe2",
"metadata": {},
"outputs": [],
"source": [
"from handler import EndpointHandler"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "4ef9588d-fd42-4a08-84cc-a468e8ce4c76",
"metadata": {},
"outputs": [],
"source": [
"my_handler = EndpointHandler(\".\")"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "b54e3e22-b8ab-48c1-897a-f5227e654418",
"metadata": {},
"outputs": [
{
"data": {
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]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = {\"inputs\" : \"Today was a good day!\"}\n",
"my_handler(data)"
]
}
],
"metadata": {
"kernelspec": {
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|