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Created April 15, 2024 05:08
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyNO092o3WukN0yzpXnnxLLt",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/kiransair/0e43cb6a34c9890ea59f8da665103580/tf_forum_22613_1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"source": [
"!pip install tensorflow-hub"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "LlfqaaqUGMHt",
"outputId": "7b7f7d96-970d-4ba1-aebb-3bb83b4bf33a"
},
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: tensorflow-hub in /usr/local/lib/python3.10/dist-packages (0.16.1)\n",
"Requirement already satisfied: numpy>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow-hub) (1.25.2)\n",
"Requirement already satisfied: protobuf>=3.19.6 in /usr/local/lib/python3.10/dist-packages (from tensorflow-hub) (3.20.3)\n",
"Requirement already satisfied: tf-keras>=2.14.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow-hub) (2.15.1)\n",
"Collecting tensorflow<2.16,>=2.15 (from tf-keras>=2.14.1->tensorflow-hub)\n",
" Downloading tensorflow-2.15.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (475.2 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m475.2/475.2 MB\u001b[0m \u001b[31m3.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: absl-py>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (1.4.0)\n",
"Requirement already satisfied: astunparse>=1.6.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (1.6.3)\n",
"Requirement already satisfied: flatbuffers>=23.5.26 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (24.3.25)\n",
"Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (0.5.4)\n",
"Requirement already satisfied: google-pasta>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (0.2.0)\n",
"Requirement already satisfied: h5py>=2.9.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (3.11.0)\n",
"Requirement already satisfied: libclang>=13.0.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (18.1.1)\n",
"Requirement already satisfied: ml-dtypes~=0.3.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (0.3.2)\n",
"Requirement already satisfied: opt-einsum>=2.3.2 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (3.3.0)\n",
"Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (24.0)\n",
"Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (67.7.2)\n",
"Requirement already satisfied: six>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (1.16.0)\n",
"Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (2.4.0)\n",
"Requirement already satisfied: typing-extensions>=3.6.6 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (4.11.0)\n",
"Requirement already satisfied: wrapt<1.15,>=1.11.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (1.14.1)\n",
"Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (0.36.0)\n",
"Requirement already satisfied: grpcio<2.0,>=1.24.3 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (1.62.1)\n",
"Collecting tensorboard<2.16,>=2.15 (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub)\n",
" Downloading tensorboard-2.15.2-py3-none-any.whl (5.5 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.5/5.5 MB\u001b[0m \u001b[31m74.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: tensorflow-estimator<2.16,>=2.15.0 in /usr/local/lib/python3.10/dist-packages (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (2.15.0)\n",
"Collecting keras<2.16,>=2.15.0 (from tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub)\n",
" Downloading keras-2.15.0-py3-none-any.whl (1.7 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.7/1.7 MB\u001b[0m \u001b[31m72.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: wheel<1.0,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from astunparse>=1.6.0->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (0.43.0)\n",
"Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (2.27.0)\n",
"Requirement already satisfied: google-auth-oauthlib<2,>=0.5 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (1.2.0)\n",
"Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (3.6)\n",
"Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (2.31.0)\n",
"Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (0.7.2)\n",
"Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (3.0.2)\n",
"Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (5.3.3)\n",
"Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (0.4.0)\n",
"Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.10/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (4.9)\n",
"Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from google-auth-oauthlib<2,>=0.5->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (1.3.1)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (3.3.2)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (3.6)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (2.0.7)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.21.0->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (2024.2.2)\n",
"Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.10/dist-packages (from werkzeug>=1.0.1->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (2.1.5)\n",
"Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (0.6.0)\n",
"Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.10/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<2,>=0.5->tensorboard<2.16,>=2.15->tensorflow<2.16,>=2.15->tf-keras>=2.14.1->tensorflow-hub) (3.2.2)\n",
"Installing collected packages: keras, tensorboard, tensorflow\n",
" Attempting uninstall: keras\n",
" Found existing installation: keras 3.2.1\n",
" Uninstalling keras-3.2.1:\n",
" Successfully uninstalled keras-3.2.1\n",
" Attempting uninstall: tensorboard\n",
" Found existing installation: tensorboard 2.16.2\n",
" Uninstalling tensorboard-2.16.2:\n",
" Successfully uninstalled tensorboard-2.16.2\n",
" Attempting uninstall: tensorflow\n",
" Found existing installation: tensorflow 2.16.1\n",
" Uninstalling tensorflow-2.16.1:\n",
" Successfully uninstalled tensorflow-2.16.1\n",
"Successfully installed keras-2.15.0 tensorboard-2.15.2 tensorflow-2.15.1\n"
]
},
{
"output_type": "display_data",
"data": {
"application/vnd.colab-display-data+json": {
"pip_warning": {
"packages": [
"keras",
"tensorflow"
]
},
"id": "c0f7460394d24ddba9e60a6774d79ab4"
}
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"import tensorflow as tf\n",
"print(\"TensorFlow Version:\", tf.__version__)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "xVT9Q1orGPqe",
"outputId": "edadae82-71c6-4920-96a3-7c74127e05cd"
},
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"TensorFlow Version: 2.15.1\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import keras\n",
"print(\"Keras Version:\",keras.__version__)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "LJy8kzqsJMuq",
"outputId": "3d7e09d0-e573-42cf-d9c5-4300cb48f60e"
},
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Keras Version: 2.15.0\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import tensorflow_hub as hub"
],
"metadata": {
"id": "8qV8B86FHAkA"
},
"execution_count": 15,
"outputs": []
},
{
"cell_type": "code",
"source": [
"encoder_layer = hub.KerasLayer(\"https://www.kaggle.com/models/google/universal-sentence-encoder/TensorFlow2/universal-sentence-encoder/2\",\n",
"input_shape=[],\n",
"dtype = tf.string,\n",
"trainable=False,\n",
"name='pretrained')"
],
"metadata": {
"id": "wiwcRdoOJDbx"
},
"execution_count": 16,
"outputs": []
},
{
"cell_type": "code",
"source": [
"model = keras.Sequential([encoder_layer, tf.keras.layers.Dense(1,activation='sigmoid')],\n",
"name='model_pretrained')"
],
"metadata": {
"id": "6QlIjBZWJFhs"
},
"execution_count": 17,
"outputs": []
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "wJeg3jCBJVsq"
},
"execution_count": null,
"outputs": []
}
]
}
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