bewajafarwah
commited on
Commit
·
d708266
1
Parent(s):
51772b3
Create handler.py
Browse files- create_handler.ipynb +311 -0
- handler.py +18 -0
- requirements.txt +4 -0
create_handler.ipynb
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| 1 |
+
{
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| 2 |
+
"cells": [
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| 3 |
+
{
|
| 4 |
+
"cell_type": "code",
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| 5 |
+
"execution_count": 31,
|
| 6 |
+
"id": "2c7ff2e6-e80f-426f-8e12-5560c8181844",
|
| 7 |
+
"metadata": {},
|
| 8 |
+
"outputs": [
|
| 9 |
+
{
|
| 10 |
+
"name": "stdout",
|
| 11 |
+
"output_type": "stream",
|
| 12 |
+
"text": [
|
| 13 |
+
"Overwriting requirements.txt\n"
|
| 14 |
+
]
|
| 15 |
+
}
|
| 16 |
+
],
|
| 17 |
+
"source": [
|
| 18 |
+
"%%writefile requirements.txt\n",
|
| 19 |
+
"\n",
|
| 20 |
+
"tensorflow\n",
|
| 21 |
+
"tensorflow_hub\n",
|
| 22 |
+
"numpy"
|
| 23 |
+
]
|
| 24 |
+
},
|
| 25 |
+
{
|
| 26 |
+
"cell_type": "markdown",
|
| 27 |
+
"id": "4b8f425e-3658-4834-806b-e34ab0b6e377",
|
| 28 |
+
"metadata": {},
|
| 29 |
+
"source": [
|
| 30 |
+
"## Create handler.py"
|
| 31 |
+
]
|
| 32 |
+
},
|
| 33 |
+
{
|
| 34 |
+
"cell_type": "code",
|
| 35 |
+
"execution_count": 32,
|
| 36 |
+
"id": "b985fb50-8615-4ad3-9078-d7aed6170d22",
|
| 37 |
+
"metadata": {},
|
| 38 |
+
"outputs": [
|
| 39 |
+
{
|
| 40 |
+
"name": "stdout",
|
| 41 |
+
"output_type": "stream",
|
| 42 |
+
"text": [
|
| 43 |
+
"Writing handler.py\n"
|
| 44 |
+
]
|
| 45 |
+
}
|
| 46 |
+
],
|
| 47 |
+
"source": [
|
| 48 |
+
"%%writefile handler.py\n",
|
| 49 |
+
"from typing import Dict, List, Any\n",
|
| 50 |
+
"import tensorflow as tf\n",
|
| 51 |
+
"import tensorflow_hub as hub\n",
|
| 52 |
+
"import numpy as np\n",
|
| 53 |
+
"\n",
|
| 54 |
+
"\n",
|
| 55 |
+
"class EndpointHandler():\n",
|
| 56 |
+
" def __init__(self, path=\"\"):\n",
|
| 57 |
+
" self.model = hub.load(path)\n",
|
| 58 |
+
"\n",
|
| 59 |
+
" def __call__(self, data: Dict[str, Any]):\n",
|
| 60 |
+
" inputs = data.pop(\"inputs\")\n",
|
| 61 |
+
"\n",
|
| 62 |
+
" tf_inputs = tf.constant([inputs])\n",
|
| 63 |
+
" \n",
|
| 64 |
+
" embeddings = self.model(tf_inputs).numpy()\n",
|
| 65 |
+
"\n",
|
| 66 |
+
" return {\"embeddings\" : embeddings}"
|
| 67 |
+
]
|
| 68 |
+
},
|
| 69 |
+
{
|
| 70 |
+
"cell_type": "markdown",
|
| 71 |
+
"id": "08df1053-f5ed-4b97-9eed-80de1ce5067d",
|
| 72 |
+
"metadata": {},
|
| 73 |
+
"source": [
|
| 74 |
+
"### Testing handler.py"
|
| 75 |
+
]
|
| 76 |
+
},
|
| 77 |
+
{
|
| 78 |
+
"cell_type": "code",
|
| 79 |
+
"execution_count": 33,
|
| 80 |
+
"id": "e2b1a9a3-0877-4b99-a3dc-660cca179fe2",
|
| 81 |
+
"metadata": {},
|
| 82 |
+
"outputs": [],
|
| 83 |
+
"source": [
|
| 84 |
+
"from handler import EndpointHandler"
|
| 85 |
+
]
|
| 86 |
+
},
|
| 87 |
+
{
|
| 88 |
+
"cell_type": "code",
|
| 89 |
+
"execution_count": 34,
|
| 90 |
+
"id": "4ef9588d-fd42-4a08-84cc-a468e8ce4c76",
|
| 91 |
+
"metadata": {},
|
| 92 |
+
"outputs": [],
|
| 93 |
+
"source": [
|
| 94 |
+
"my_handler = EndpointHandler(\".\")"
|
| 95 |
+
]
|
| 96 |
+
},
|
| 97 |
+
{
|
| 98 |
+
"cell_type": "code",
|
| 99 |
+
"execution_count": 35,
|
| 100 |
+
"id": "b54e3e22-b8ab-48c1-897a-f5227e654418",
|
| 101 |
+
"metadata": {},
|
| 102 |
+
"outputs": [
|
| 103 |
+
{
|
| 104 |
+
"data": {
|
| 105 |
+
"text/plain": [
|
| 106 |
+
"{'embeddings': array([[-6.38618842e-02, -5.60701340e-02, 8.80729500e-03,\n",
|
| 107 |
+
" -1.84101313e-02, 7.13475198e-02, 2.02693827e-02,\n",
|
| 108 |
+
" 1.28884157e-02, -1.65059287e-02, -1.34211220e-02,\n",
|
| 109 |
+
" 1.61119737e-02, -4.11391743e-02, -7.60739222e-02,\n",
|
| 110 |
+
" -2.84048934e-02, 9.03438032e-02, 3.30174752e-02,\n",
|
| 111 |
+
" -7.52730742e-02, -3.86739038e-02, 1.16735389e-02,\n",
|
| 112 |
+
" -2.05741525e-02, -2.98651885e-02, 9.08416063e-02,\n",
|
| 113 |
+
" -1.15630552e-02, 6.09043576e-02, -2.75867200e-03,\n",
|
| 114 |
+
" -3.57089788e-02, -1.46616105e-04, 7.94809982e-02,\n",
|
| 115 |
+
" -2.14933977e-02, -5.86399063e-02, 5.07251807e-02,\n",
|
| 116 |
+
" 5.11886738e-02, 1.67617593e-02, 5.59785590e-02,\n",
|
| 117 |
+
" 6.05545053e-03, -2.37577595e-02, 6.48119077e-02,\n",
|
| 118 |
+
" 3.59224379e-02, -8.05240199e-02, -4.69894744e-02,\n",
|
| 119 |
+
" -5.26328571e-02, 5.60352094e-02, -2.66882498e-02,\n",
|
| 120 |
+
" -1.91916525e-02, -4.36573252e-02, -2.54593436e-02,\n",
|
| 121 |
+
" 6.69385167e-03, -8.13172683e-02, -3.30777210e-03,\n",
|
| 122 |
+
" 5.02799563e-02, -2.37464011e-02, 1.60790775e-02,\n",
|
| 123 |
+
" -9.61152613e-02, -3.38250175e-02, -6.24065138e-02,\n",
|
| 124 |
+
" -3.14857578e-03, 2.97343358e-03, -6.13441654e-02,\n",
|
| 125 |
+
" -6.06122380e-03, -6.72408938e-02, -2.24464294e-02,\n",
|
| 126 |
+
" 1.09977170e-03, -8.33165739e-03, 5.54226376e-02,\n",
|
| 127 |
+
" 3.74794230e-02, 5.34481183e-02, 8.12325925e-02,\n",
|
| 128 |
+
" -5.10729738e-02, -5.21319211e-02, 4.89682816e-02,\n",
|
| 129 |
+
" -9.53373220e-03, -4.82620150e-02, -7.13461339e-02,\n",
|
| 130 |
+
" -3.41942869e-02, 5.18783199e-05, 2.96740793e-02,\n",
|
| 131 |
+
" -3.79280634e-02, 4.69394401e-02, -3.68763022e-02,\n",
|
| 132 |
+
" -9.62105393e-03, 8.74482468e-02, 2.19798507e-03,\n",
|
| 133 |
+
" 1.46100279e-02, -2.51451265e-02, -1.11135412e-02,\n",
|
| 134 |
+
" -2.37401724e-02, 8.83443281e-02, 8.40191788e-04,\n",
|
| 135 |
+
" 6.77078217e-03, 3.90070267e-02, -5.09247817e-02,\n",
|
| 136 |
+
" 1.47083430e-02, -3.21213529e-02, -2.81066149e-02,\n",
|
| 137 |
+
" -2.05882527e-02, -1.01753874e-02, 1.00308945e-02,\n",
|
| 138 |
+
" 3.23943719e-02, 1.60407610e-02, -5.44607230e-02,\n",
|
| 139 |
+
" -1.83375645e-02, 4.90580574e-02, -6.39856383e-02,\n",
|
| 140 |
+
" 8.41196254e-02, 8.65320116e-03, -5.91718256e-02,\n",
|
| 141 |
+
" -3.60078481e-03, 1.08947791e-02, 3.19511518e-02,\n",
|
| 142 |
+
" -5.52999973e-02, -7.49197900e-02, 1.23983119e-02,\n",
|
| 143 |
+
" 1.35759339e-02, -6.55890927e-02, 2.08705920e-03,\n",
|
| 144 |
+
" 4.53382581e-02, 6.71765208e-02, -3.43479887e-02,\n",
|
| 145 |
+
" -5.43706566e-02, -3.78407128e-02, 3.52338068e-02,\n",
|
| 146 |
+
" 1.01285130e-02, 3.29742432e-02, 7.10868277e-03,\n",
|
| 147 |
+
" 5.06936759e-02, -2.50235088e-02, -6.54057413e-02,\n",
|
| 148 |
+
" -3.67045170e-03, -2.29272433e-02, -1.11249415e-02,\n",
|
| 149 |
+
" -5.05047776e-02, -4.22961228e-02, -2.52721217e-02,\n",
|
| 150 |
+
" 1.95384119e-02, -2.04200149e-02, -5.31497132e-03,\n",
|
| 151 |
+
" -2.65222206e-03, -6.03403850e-03, -6.97805136e-02,\n",
|
| 152 |
+
" -7.55326152e-02, -4.95653562e-02, 1.48480171e-02,\n",
|
| 153 |
+
" -9.51599237e-03, 7.54951611e-02, -3.15400921e-02,\n",
|
| 154 |
+
" 2.60999016e-02, 1.57189388e-02, -3.83675843e-02,\n",
|
| 155 |
+
" -4.91280816e-02, 2.16713287e-02, 4.01114896e-02,\n",
|
| 156 |
+
" 7.27256313e-02, -6.56260476e-02, 1.50800357e-02,\n",
|
| 157 |
+
" 3.11511476e-02, -5.20362034e-02, -3.76183800e-02,\n",
|
| 158 |
+
" 5.92499748e-02, -6.58487231e-02, 6.23106062e-02,\n",
|
| 159 |
+
" -2.44395845e-02, -6.55296370e-02, 3.41404192e-02,\n",
|
| 160 |
+
" -2.14561895e-02, 2.86226328e-02, -3.21095847e-02,\n",
|
| 161 |
+
" -5.63615151e-02, 7.92533625e-03, 7.16060121e-03,\n",
|
| 162 |
+
" 3.73968817e-02, -7.35585019e-03, 5.04050180e-02,\n",
|
| 163 |
+
" 6.39567971e-02, -6.00322336e-02, 3.64031754e-02,\n",
|
| 164 |
+
" -6.12869337e-02, -5.00979163e-02, -9.90612879e-02,\n",
|
| 165 |
+
" 1.00846700e-02, -1.76257435e-02, -7.49612004e-02,\n",
|
| 166 |
+
" 1.61921140e-02, 8.98217969e-03, 6.40472099e-02,\n",
|
| 167 |
+
" -2.42239926e-02, -2.89563555e-02, -3.97555679e-02,\n",
|
| 168 |
+
" 8.16970970e-03, -2.70547792e-02, 7.05470964e-02,\n",
|
| 169 |
+
" -2.22390667e-02, -5.54174930e-02, -7.95605965e-03,\n",
|
| 170 |
+
" 1.75718274e-02, 6.25856072e-02, 2.99073104e-02,\n",
|
| 171 |
+
" -1.68004446e-02, 1.26824751e-02, 3.16002704e-02,\n",
|
| 172 |
+
" -8.82261898e-03, 9.35365970e-04, -2.64625214e-02,\n",
|
| 173 |
+
" -5.59498183e-02, -6.60482328e-04, 1.00295261e-01,\n",
|
| 174 |
+
" 8.29918310e-02, -3.86280902e-02, 2.93994937e-02,\n",
|
| 175 |
+
" 5.37856370e-02, -3.37565690e-02, 2.97576264e-02,\n",
|
| 176 |
+
" 2.05340032e-02, -1.41943535e-02, 3.88650745e-02,\n",
|
| 177 |
+
" 5.39953634e-03, 4.60990556e-02, -1.22225275e-02,\n",
|
| 178 |
+
" -5.85758733e-03, -4.87738177e-02, -5.34552988e-03,\n",
|
| 179 |
+
" -6.55712001e-03, 3.99394482e-02, 8.70548596e-04,\n",
|
| 180 |
+
" -6.61476003e-03, -8.30480829e-03, -4.70203497e-02,\n",
|
| 181 |
+
" 1.68560352e-02, 9.58336052e-03, 7.39986748e-02,\n",
|
| 182 |
+
" 2.78366432e-02, -9.39370878e-03, 1.65861268e-02,\n",
|
| 183 |
+
" 1.51891969e-02, -3.57329510e-02, 1.04213893e-01,\n",
|
| 184 |
+
" 4.82481830e-02, 2.06456985e-02, 6.20921254e-02,\n",
|
| 185 |
+
" 5.71969338e-02, -1.96378436e-02, -4.93823960e-02,\n",
|
| 186 |
+
" -1.29423570e-02, -2.92951837e-02, 7.17525333e-02,\n",
|
| 187 |
+
" -1.99193414e-03, -4.54097241e-02, 5.39039150e-02,\n",
|
| 188 |
+
" 5.53756487e-04, 9.96242836e-03, 1.01977051e-03,\n",
|
| 189 |
+
" 3.97638138e-03, 2.05007251e-02, 6.91060051e-02,\n",
|
| 190 |
+
" -3.96103878e-03, 6.93629980e-02, -4.78343964e-02,\n",
|
| 191 |
+
" -6.23790175e-03, -1.25477891e-02, -1.36287278e-02,\n",
|
| 192 |
+
" 7.05109164e-02, -7.27866068e-02, 1.11142071e-02,\n",
|
| 193 |
+
" 2.88422909e-02, -6.51319511e-03, 7.91240335e-02,\n",
|
| 194 |
+
" -1.96910109e-02, -2.11064201e-02, 4.92021702e-02,\n",
|
| 195 |
+
" 1.66654252e-02, 4.45106886e-02, 6.86665997e-02,\n",
|
| 196 |
+
" 1.47306116e-03, 1.02839239e-01, 3.39936614e-02,\n",
|
| 197 |
+
" -3.80188413e-02, -8.56462959e-03, 5.31456992e-02,\n",
|
| 198 |
+
" 3.27443592e-02, 5.06719910e-02, -4.58625983e-03,\n",
|
| 199 |
+
" 4.83239554e-02, 5.55443317e-02, 1.96650755e-02,\n",
|
| 200 |
+
" -5.58687113e-02, 1.19118358e-03, 2.17798837e-02,\n",
|
| 201 |
+
" 2.14426350e-02, 8.93302448e-03, 4.77050282e-02,\n",
|
| 202 |
+
" -1.31443907e-02, -6.38769660e-03, -3.07055209e-02,\n",
|
| 203 |
+
" 8.23085681e-02, -7.15371743e-02, -3.28739174e-02,\n",
|
| 204 |
+
" -7.68511891e-02, 4.41441499e-02, 3.46030779e-02,\n",
|
| 205 |
+
" -1.76018011e-02, 4.64682700e-03, 4.64191288e-03,\n",
|
| 206 |
+
" 5.25099598e-02, 4.45008054e-02, 3.42465155e-02,\n",
|
| 207 |
+
" -4.74393219e-02, 4.12840396e-02, 2.35501472e-02,\n",
|
| 208 |
+
" 5.29031344e-02, 2.48254761e-02, 5.46017177e-02,\n",
|
| 209 |
+
" 6.63400069e-02, -4.64303941e-02, -4.82162312e-02,\n",
|
| 210 |
+
" -5.16245663e-02, -4.52832095e-02, 2.86522899e-02,\n",
|
| 211 |
+
" 4.16258126e-02, -6.03711009e-02, 2.48461217e-02,\n",
|
| 212 |
+
" 8.74402188e-03, 6.34721220e-02, 2.45075095e-02,\n",
|
| 213 |
+
" -3.27476226e-02, 7.30014145e-02, 2.72609275e-02,\n",
|
| 214 |
+
" 5.31357303e-02, 2.61461921e-02, -1.34768244e-02,\n",
|
| 215 |
+
" -7.39023788e-04, 1.62974652e-02, 4.02425528e-02,\n",
|
| 216 |
+
" -6.08978271e-02, -8.49616900e-02, 6.60142675e-03,\n",
|
| 217 |
+
" -4.80187573e-02, -4.01894283e-03, -4.48198318e-02,\n",
|
| 218 |
+
" 4.28065583e-02, -2.36454997e-02, -1.30836926e-02,\n",
|
| 219 |
+
" 5.24602979e-02, -6.29893094e-02, -4.04343680e-02,\n",
|
| 220 |
+
" 1.09793851e-02, 9.07455683e-02, 4.16134857e-03,\n",
|
| 221 |
+
" -6.10412359e-02, -5.74455932e-02, -2.64727287e-02,\n",
|
| 222 |
+
" 3.06933038e-02, -7.76471123e-02, -5.67813925e-02,\n",
|
| 223 |
+
" -4.86874245e-02, 6.60434291e-02, -2.61605568e-02,\n",
|
| 224 |
+
" 6.50321599e-03, -4.35626321e-02, -8.22137669e-02,\n",
|
| 225 |
+
" 3.06092147e-02, 6.03883751e-02, -1.02413511e-02,\n",
|
| 226 |
+
" 7.62378722e-02, 5.34201264e-02, 7.04755187e-02,\n",
|
| 227 |
+
" 4.35605496e-02, 2.98955757e-02, 6.68623820e-02,\n",
|
| 228 |
+
" -4.99848351e-02, -7.72842169e-02, 2.17487589e-02,\n",
|
| 229 |
+
" -4.93893512e-02, 3.67546901e-02, -4.83933277e-02,\n",
|
| 230 |
+
" -1.56711265e-02, -3.72047126e-02, -2.25009937e-02,\n",
|
| 231 |
+
" 2.38574250e-03, 3.86715643e-02, -6.70911893e-02,\n",
|
| 232 |
+
" 7.22568408e-02, -7.52794370e-02, -4.19727005e-02,\n",
|
| 233 |
+
" 1.07458588e-02, -9.13840625e-03, -1.36360200e-02,\n",
|
| 234 |
+
" -5.76996580e-02, 4.38108705e-02, -9.88253355e-02,\n",
|
| 235 |
+
" 1.19302478e-02, -7.33771846e-02, 1.84499584e-02,\n",
|
| 236 |
+
" 8.83622542e-02, 2.76121125e-02, -3.29356611e-04,\n",
|
| 237 |
+
" 2.99687888e-02, 4.21559066e-02, 3.26356292e-02,\n",
|
| 238 |
+
" 3.20299231e-02, 1.99725684e-02, 2.74404194e-02,\n",
|
| 239 |
+
" -9.97937471e-02, -5.75609989e-02, 7.98051730e-02,\n",
|
| 240 |
+
" 6.09716913e-03, -4.65309992e-02, 1.44803273e-02,\n",
|
| 241 |
+
" 2.47639567e-02, 1.23211090e-02, 2.67113894e-02,\n",
|
| 242 |
+
" 5.66028841e-02, 4.75516878e-02, 1.12994853e-02,\n",
|
| 243 |
+
" 6.97028711e-02, -4.68268804e-02, 1.55281592e-02,\n",
|
| 244 |
+
" -3.30719799e-02, 2.43020058e-02, -2.71150153e-02,\n",
|
| 245 |
+
" -4.46864478e-02, -3.53742987e-02, 8.66447538e-02,\n",
|
| 246 |
+
" -2.79876925e-02, 4.05103266e-02, -4.32950631e-02,\n",
|
| 247 |
+
" 5.47960354e-03, 3.25292610e-02, 9.13429335e-02,\n",
|
| 248 |
+
" -5.65412752e-02, -2.53838263e-02, -1.74512248e-02,\n",
|
| 249 |
+
" 6.28704671e-03, -2.81407572e-02, 1.05455322e-02,\n",
|
| 250 |
+
" 9.28175356e-03, 1.04218021e-01, 1.28911464e-02,\n",
|
| 251 |
+
" 2.26218663e-02, -6.14499375e-02, 6.08403124e-02,\n",
|
| 252 |
+
" -2.87174433e-02, -2.09461115e-02, 2.16598995e-02,\n",
|
| 253 |
+
" 2.14588945e-04, -3.82573418e-02, 8.49555433e-02,\n",
|
| 254 |
+
" 2.12465413e-02, 2.31495183e-02, 1.26516279e-02,\n",
|
| 255 |
+
" -2.41054539e-02, 5.19053191e-02, -6.98594898e-02,\n",
|
| 256 |
+
" -1.03113716e-02, 4.49783690e-02, 7.64112920e-02,\n",
|
| 257 |
+
" -5.85161708e-02, 1.40788062e-02, 6.12505898e-03,\n",
|
| 258 |
+
" -4.89492118e-02, 7.53777921e-02, 6.95027411e-02,\n",
|
| 259 |
+
" -1.13729248e-02, 1.61414128e-02, -1.40337991e-02,\n",
|
| 260 |
+
" 2.01608278e-02, -6.42464915e-03, -7.78486580e-02,\n",
|
| 261 |
+
" -2.80261710e-02, 1.30765559e-02, -1.80012751e-02,\n",
|
| 262 |
+
" 1.26200626e-02, 5.54392636e-02, -1.22511880e-02,\n",
|
| 263 |
+
" 8.27244446e-02, 7.47900829e-02, 8.27715546e-02,\n",
|
| 264 |
+
" -1.74215604e-02, -9.39086229e-02, 7.36060785e-04,\n",
|
| 265 |
+
" 1.37486709e-02, 4.42838520e-02, 3.22246999e-02,\n",
|
| 266 |
+
" 7.14082494e-02, -7.96129704e-02, 8.87517259e-02,\n",
|
| 267 |
+
" 1.13732917e-02, 1.11427344e-02, -2.65292898e-02,\n",
|
| 268 |
+
" -3.10965069e-02, -2.50859018e-02, 9.31987166e-03,\n",
|
| 269 |
+
" 2.10333429e-02, -5.63491248e-02, 3.15304250e-02,\n",
|
| 270 |
+
" 5.41400746e-04, 2.05659792e-02, 4.16046660e-03,\n",
|
| 271 |
+
" -8.87878425e-03, -3.30568664e-02, -5.51915839e-02,\n",
|
| 272 |
+
" -2.67360453e-02, -2.68022288e-02, 3.01523339e-02,\n",
|
| 273 |
+
" -3.00039742e-02, 7.04308823e-02, -5.55729456e-02,\n",
|
| 274 |
+
" 4.30530794e-02, 1.63732804e-02, 1.99681725e-02,\n",
|
| 275 |
+
" -2.68624425e-02, -4.53806436e-03, 3.34180817e-02,\n",
|
| 276 |
+
" -2.40517855e-02, 5.28096315e-03]], dtype=float32)}"
|
| 277 |
+
]
|
| 278 |
+
},
|
| 279 |
+
"execution_count": 35,
|
| 280 |
+
"metadata": {},
|
| 281 |
+
"output_type": "execute_result"
|
| 282 |
+
}
|
| 283 |
+
],
|
| 284 |
+
"source": [
|
| 285 |
+
"data = {\"inputs\" : \"Today was a good day!\"}\n",
|
| 286 |
+
"my_handler(data)"
|
| 287 |
+
]
|
| 288 |
+
}
|
| 289 |
+
],
|
| 290 |
+
"metadata": {
|
| 291 |
+
"kernelspec": {
|
| 292 |
+
"display_name": "Python 3 (ipykernel)",
|
| 293 |
+
"language": "python",
|
| 294 |
+
"name": "python3"
|
| 295 |
+
},
|
| 296 |
+
"language_info": {
|
| 297 |
+
"codemirror_mode": {
|
| 298 |
+
"name": "ipython",
|
| 299 |
+
"version": 3
|
| 300 |
+
},
|
| 301 |
+
"file_extension": ".py",
|
| 302 |
+
"mimetype": "text/x-python",
|
| 303 |
+
"name": "python",
|
| 304 |
+
"nbconvert_exporter": "python",
|
| 305 |
+
"pygments_lexer": "ipython3",
|
| 306 |
+
"version": "3.11.5"
|
| 307 |
+
}
|
| 308 |
+
},
|
| 309 |
+
"nbformat": 4,
|
| 310 |
+
"nbformat_minor": 5
|
| 311 |
+
}
|
handler.py
ADDED
|
@@ -0,0 +1,18 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from typing import Dict, List, Any
|
| 2 |
+
import tensorflow as tf
|
| 3 |
+
import tensorflow_hub as hub
|
| 4 |
+
import numpy as np
|
| 5 |
+
|
| 6 |
+
|
| 7 |
+
class EndpointHandler():
|
| 8 |
+
def __init__(self, path=""):
|
| 9 |
+
self.model = hub.load(path)
|
| 10 |
+
|
| 11 |
+
def __call__(self, data: Dict[str, Any]):
|
| 12 |
+
inputs = data.pop("inputs")
|
| 13 |
+
|
| 14 |
+
tf_inputs = tf.constant([inputs])
|
| 15 |
+
|
| 16 |
+
embeddings = self.model(tf_inputs).numpy()
|
| 17 |
+
|
| 18 |
+
return {"embeddings" : embeddings}
|
requirements.txt
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
tensorflow
|
| 3 |
+
tensorflow_hub
|
| 4 |
+
numpy
|