Upload Final_Notebook.ipynb

Final_Notebook.ipynb

@@ -0,0 +1,954 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "2858ba42",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: tensorflow>=2.0.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (2.12.0)\n",
+      "Requirement already satisfied: tensorflow-intel==2.12.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow>=2.0.0) (2.12.0)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "    WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "    WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: There was an error checking the latest version of pip."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: astunparse>=1.6.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (1.6.3)\n",
+      "Collecting keras<2.13,>=2.12.0\n",
+      "  Using cached keras-2.12.0-py2.py3-none-any.whl (1.7 MB)\n",
+      "Requirement already satisfied: h5py>=2.9.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (3.1.0)\n",
+      "Requirement already satisfied: jax>=0.3.15 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (0.4.10)\n",
+      "Requirement already satisfied: gast<=0.4.0,>=0.2.1 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (0.4.0)\n",
+      "Collecting tensorflow-estimator<2.13,>=2.12.0\n",
+      "  Using cached tensorflow_estimator-2.12.0-py2.py3-none-any.whl (440 kB)\n",
+      "Requirement already satisfied: typing-extensions>=3.6.6 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (4.6.2)\n",
+      "Requirement already satisfied: flatbuffers>=2.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (2.0.7)\n",
+      "Requirement already satisfied: setuptools in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (56.0.0)\n",
+      "Requirement already satisfied: six>=1.12.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (1.15.0)\n",
+      "Requirement already satisfied: packaging in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (23.0)\n",
+      "Requirement already satisfied: termcolor>=1.1.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (1.1.0)\n",
+      "Requirement already satisfied: numpy<1.24,>=1.22 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (1.23.5)\n",
+      "Requirement already satisfied: google-pasta>=0.1.1 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (0.2.0)\n",
+      "Requirement already satisfied: libclang>=13.0.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (16.0.0)\n",
+      "Requirement already satisfied: tensorboard<2.13,>=2.12 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (2.12.3)\n",
+      "Requirement already satisfied: grpcio<2.0,>=1.24.3 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (1.54.2)\n",
+      "Requirement already satisfied: wrapt<1.15,>=1.11.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (1.12.1)\n",
+      "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (0.31.0)\n",
+      "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (3.20.3)\n",
+      "Requirement already satisfied: absl-py>=1.0.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (1.4.0)\n",
+      "Requirement already satisfied: opt-einsum>=2.3.2 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow>=2.0.0) (3.3.0)\n",
+      "Requirement already satisfied: wheel<1.0,>=0.23.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from astunparse>=1.6.0->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (0.37.0)\n",
+      "Requirement already satisfied: scipy>=1.7 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from jax>=0.3.15->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (1.10.1)\n",
+      "Requirement already satisfied: ml-dtypes>=0.1.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from jax>=0.3.15->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (0.1.0)\n",
+      "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (0.7.0)\n",
+      "Requirement already satisfied: google-auth<3,>=1.6.3 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (2.19.0)\n",
+      "Requirement already satisfied: requests<3,>=2.21.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (2.28.2)\n",
+      "Requirement already satisfied: google-auth-oauthlib<1.1,>=0.5 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (1.0.0)\n",
+      "Requirement already satisfied: werkzeug>=1.0.1 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (2.0.2)\n",
+      "Requirement already satisfied: markdown>=2.6.8 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (3.3.4)\n",
+      "Requirement already satisfied: rsa<5,>=3.1.4 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (4.7.2)\n",
+      "Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (0.2.8)\n",
+      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (4.2.4)\n",
+      "Requirement already satisfied: urllib3<2.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (1.26.15)\n",
+      "Requirement already satisfied: requests-oauthlib>=0.7.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (1.3.0)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (2022.12.7)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (2.10)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (3.1.0)\n",
+      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (0.4.8)\n",
+      "Requirement already satisfied: oauthlib>=3.0.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow>=2.0.0) (3.1.1)\n",
+      "Installing collected packages: tensorflow-estimator, keras\n",
+      "  Attempting uninstall: tensorflow-estimator\n",
+      "    Found existing installation: tensorflow-estimator 2.6.0\n",
+      "    Uninstalling tensorflow-estimator-2.6.0:\n",
+      "      Successfully uninstalled tensorflow-estimator-2.6.0\n",
+      "  Attempting uninstall: keras\n",
+      "    Found existing installation: keras 2.6.0\n",
+      "    Uninstalling keras-2.6.0:\n",
+      "      Successfully uninstalled keras-2.6.0\n",
+      "Successfully installed keras-2.12.0 tensorflow-estimator-2.12.0\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting tensorflow-hub"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "  Using cached tensorflow_hub-0.13.0-py2.py3-none-any.whl (100 kB)\n",
+      "Requirement already satisfied: protobuf>=3.19.6 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-hub) (3.20.3)\n",
+      "Requirement already satisfied: numpy>=1.12.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-hub) (1.23.5)\n",
+      "Installing collected packages: tensorflow-hub\n",
+      "Successfully installed tensorflow-hub-0.13.0\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: There was an error checking the latest version of pip.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: protobuf==3.20.* in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (3.20.3)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: There was an error checking the latest version of pip.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting tensorflow-estimator==2.6.0\n",
+      "  Using cached tensorflow_estimator-2.6.0-py2.py3-none-any.whl (462 kB)\n",
+      "Installing collected packages: tensorflow-estimator\n",
+      "  Attempting uninstall: tensorflow-estimator\n",
+      "    Found existing installation: tensorflow-estimator 2.12.0\n",
+      "    Uninstalling tensorflow-estimator-2.12.0:\n",
+      "      Successfully uninstalled tensorflow-estimator-2.12.0\n",
+      "Successfully installed tensorflow-estimator-2.6.0\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "    WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+      "tensorflow-intel 2.12.0 requires tensorflow-estimator<2.13,>=2.12.0, but you have tensorflow-estimator 2.6.0 which is incompatible.\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: There was an error checking the latest version of pip.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting keras==2.6.0\n",
+      "  Using cached keras-2.6.0-py2.py3-none-any.whl (1.3 MB)\n",
+      "Installing collected packages: keras\n",
+      "  Attempting uninstall: keras"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "    WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+      "tensorflow-intel 2.12.0 requires keras<2.13,>=2.12.0, but you have keras 2.6.0 which is incompatible.\n",
+      "tensorflow-intel 2.12.0 requires tensorflow-estimator<2.13,>=2.12.0, but you have tensorflow-estimator 2.6.0 which is incompatible.\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: There was an error checking the latest version of pip.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "    Found existing installation: keras 2.12.0\n",
+      "    Uninstalling keras-2.12.0:\n",
+      "      Successfully uninstalled keras-2.12.0\n",
+      "Successfully installed keras-2.6.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "! pip install \"tensorflow>=2.0.0\"\n",
+    "! pip install tensorflow-hub\n",
+    "! pip install protobuf==3.20.*\n",
+    "! pip install --upgrade tensorflow-estimator==2.6.0\n",
+    "! pip install --upgrade keras==2.6.0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "80c2b648",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "c8482712",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: flatbuffers>=2.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (2.0.7)\n",
+      "Requirement already satisfied: absl-py>=1.0.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.4.0)\n",
+      "Requirement already satisfied: setuptools in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (56.0.0)\n",
+      "Requirement already satisfied: termcolor>=1.1.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.1.0)\n",
+      "Requirement already satisfied: wheel<1.0,>=0.23.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from astunparse>=1.6.0->tensorflow-intel==2.12.0->tensorflow) (0.37.0)\n",
+      "Requirement already satisfied: scipy>=1.7 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from jax>=0.3.15->tensorflow-intel==2.12.0->tensorflow) (1.10.1)\n",
+      "Requirement already satisfied: ml-dtypes>=0.1.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from jax>=0.3.15->tensorflow-intel==2.12.0->tensorflow) (0.1.0)\n",
+      "Requirement already satisfied: requests<3,>=2.21.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2.28.2)\n",
+      "Requirement already satisfied: werkzeug>=1.0.1 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2.0.2)\n",
+      "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (0.7.0)\n",
+      "Requirement already satisfied: google-auth-oauthlib<1.1,>=0.5 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (1.0.0)\n",
+      "Requirement already satisfied: google-auth<3,>=1.6.3 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2.19.0)\n",
+      "Requirement already satisfied: markdown>=2.6.8 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (3.3.4)\n",
+      "Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (0.2.8)\n",
+      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (4.2.4)\n",
+      "Requirement already satisfied: rsa<5,>=3.1.4 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (4.7.2)\n",
+      "Requirement already satisfied: urllib3<2.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (1.26.15)\n",
+      "Requirement already satisfied: requests-oauthlib>=0.7.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (1.3.0)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2.10)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (2022.12.7)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (3.1.0)\n",
+      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (0.4.8)\n",
+      "Requirement already satisfied: oauthlib>=3.0.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.13,>=2.12->tensorflow-intel==2.12.0->tensorflow) (3.1.1)\n",
+      "Installing collected packages: tensorflow-estimator, numpy, keras\n",
+      "  Attempting uninstall: tensorflow-estimator\n",
+      "    Found existing installation: tensorflow-estimator 2.6.0\n",
+      "    Uninstalling tensorflow-estimator-2.6.0:\n",
+      "      Successfully uninstalled tensorflow-estimator-2.6.0\n",
+      "  Attempting uninstall: numpy\n",
+      "    Found existing installation: numpy 1.19.5\n",
+      "    Uninstalling numpy-1.19.5:\n",
+      "      Successfully uninstalled numpy-1.19.5\n",
+      "  Attempting uninstall: keras\n",
+      "    Found existing installation: keras 2.6.0\n",
+      "    Uninstalling keras-2.6.0:\n",
+      "      Successfully uninstalled keras-2.6.0\n",
+      "Successfully installed keras-2.12.0 numpy-1.23.5 tensorflow-estimator-2.12.0\n"
+     ]
+    },
+    {
+     "ename": "ImportError",
+     "evalue": "cannot import name 'dnn_logit_fn_builder' from partially initialized module 'tensorflow_estimator.python.estimator.canned.dnn' (most likely due to a circular import) (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow_estimator\\python\\estimator\\canned\\dnn.py)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mImportError\u001b[0m                               Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-4-0409dcb688a2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mre\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 5\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mtensorflow_hub\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mhub\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      6\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mopenai\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;31m#import gradio as gr\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow_hub\\__init__.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     88\u001b[0m \u001b[1;31m# pylint: disable=g-import-not-at-top\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     89\u001b[0m \u001b[1;31m# pylint: disable=g-bad-import-order\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 90\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_hub\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mLatestModuleExporter\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     91\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_hub\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mregister_module_for_export\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     92\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_hub\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfeature_column\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mimage_embedding_column\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow_hub\\estimator.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     60\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     61\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 62\u001b[1;33m \u001b[1;32mclass\u001b[0m \u001b[0mLatestModuleExporter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtf_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mExporter\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     63\u001b[0m   \"\"\"Regularly exports registered modules into timestamped directories.\n\u001b[0;32m     64\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow\\python\\util\\lazy_loader.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, item)\u001b[0m\n\u001b[0;32m     56\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     57\u001b[0m   \u001b[1;32mdef\u001b[0m \u001b[0m__getattr__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 58\u001b[1;33m     \u001b[0mmodule\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_load\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     59\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodule\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     60\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow\\python\\util\\lazy_loader.py\u001b[0m in \u001b[0;36m_load\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m     39\u001b[0m     \u001b[1;34m\"\"\"Load the module and insert it into the parent's globals.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     40\u001b[0m     \u001b[1;31m# Import the target module and insert it into the parent's namespace\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 41\u001b[1;33m     \u001b[0mmodule\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mimportlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimport_module\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     42\u001b[0m     \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_parent_module_globals\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_local_name\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodule\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     43\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\importlib\\__init__.py\u001b[0m in \u001b[0;36mimport_module\u001b[1;34m(name, package)\u001b[0m\n\u001b[0;32m    125\u001b[0m                 \u001b[1;32mbreak\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    126\u001b[0m             \u001b[0mlevel\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 127\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0m_bootstrap\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_gcd_import\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mlevel\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpackage\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    128\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    129\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow_estimator\\python\\estimator\\api\\__init__.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0msys\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0m_sys\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapi\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_v1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mestimator\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutil\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mmodule_wrapper\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0m_module_wrapper\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow_estimator\\python\\estimator\\api\\_v1\\estimator\\__init__.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0msys\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0m_sys\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapi\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_v1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mexperimental\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapi\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_v1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mexport\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapi\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_v1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0minputs\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow_estimator\\python\\estimator\\api\\_v1\\estimator\\experimental\\__init__.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0msys\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0m_sys\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanned\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdnn\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mdnn_logit_fn_builder\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanned\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkmeans\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mKMeansClustering\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mKMeans\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanned\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlinear\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mLinearSDCA\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow_estimator\\python\\estimator\\canned\\dnn.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     24\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfeature_column\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mfeature_column_lib\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     25\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mframework\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mops\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 26\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mestimator\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     27\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanned\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mhead\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mhead_lib\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     28\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanned\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0moptimizers\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow_estimator\\python\\estimator\\estimator.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     50\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutil\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mtf_contextlib\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     51\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdocs\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mdoc_controls\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 52\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mmodel_fn\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mmodel_fn_lib\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     53\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mrun_config\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     54\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mutil\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mestimator_util\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow_estimator\\__init__.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0msys\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0m_sys\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_api\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mv1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mestimator\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mutil\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mmodule_wrapper\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0m_module_wrapper\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow_estimator\\_api\\v1\\estimator\\__init__.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0msys\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0m_sys\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_api\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mv1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mexperimental\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_api\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mv1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mexport\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_api\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mv1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0minputs\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mc:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow_estimator\\_api\\v1\\estimator\\experimental\\__init__.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0msys\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0m_sys\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanned\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdnn\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mdnn_logit_fn_builder\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanned\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkmeans\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mKMeansClustering\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mKMeans\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mtensorflow_estimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpython\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mestimator\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanned\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlinear\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mLinearSDCA\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mImportError\u001b[0m: cannot import name 'dnn_logit_fn_builder' from partially initialized module 'tensorflow_estimator.python.estimator.canned.dnn' (most likely due to a circular import) (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\tensorflow_estimator\\python\\estimator\\canned\\dnn.py)"
+     ]
+    }
+   ],
+   "source": [
+    "import urllib.request\n",
+    "import fitz\n",
+    "import re\n",
+    "import numpy as np\n",
+    "import tensorflow_hub as hub\n",
+    "import openai\n",
+    "#import gradio as gr\n",
+    "import os\n",
+    "from sklearn.neighbors import NearestNeighbors\n",
+    "\n",
+    "def download_pdf(url, output_path):\n",
+    "    urllib.request.urlretrieve(url, output_path)\n",
+    "\n",
+    "\n",
+    "def preprocess(text):\n",
+    "    text = text.replace('\\n', ' ')\n",
+    "    text = re.sub('\\s+', ' ', text)\n",
+    "    return text\n",
+    "\n",
+    "\n",
+    "def pdf_to_text(path, start_page=1, end_page=None):\n",
+    "    doc = fitz.open(path)\n",
+    "    total_pages = doc.page_count\n",
+    "\n",
+    "    if end_page is None:\n",
+    "        end_page = total_pages\n",
+    "\n",
+    "    text_list = []\n",
+    "\n",
+    "    for i in range(start_page-1, end_page):\n",
+    "        text = doc.load_page(i).get_text(\"text\")\n",
+    "        text = preprocess(text)\n",
+    "        text_list.append(text)\n",
+    "\n",
+    "    doc.close()\n",
+    "    return text_list\n",
+    "\n",
+    "\n",
+    "def text_to_chunks(texts, word_length=150, start_page=1):\n",
+    "    text_toks = [t.split(' ') for t in texts]\n",
+    "    page_nums = []\n",
+    "    chunks = []\n",
+    "    \n",
+    "    for idx, words in enumerate(text_toks):\n",
+    "        for i in range(0, len(words), word_length):\n",
+    "            chunk = words[i:i+word_length]\n",
+    "            if (i+word_length) > len(words) and (len(chunk) < word_length) and (\n",
+    "                len(text_toks) != (idx+1)):\n",
+    "                text_toks[idx+1] = chunk + text_toks[idx+1]\n",
+    "                continue\n",
+    "            chunk = ' '.join(chunk).strip()\n",
+    "            chunk = f'[Page no. {idx+start_page}]' + ' ' + '\"' + chunk + '\"'\n",
+    "            chunks.append(chunk)\n",
+    "    return chunks\n",
+    "\n",
+    "class SemanticSearch:\n",
+    "    \n",
+    "    def __init__(self):\n",
+    "        self.use = hub.load('https://tfhub.dev/google/universal-sentence-encoder/4')\n",
+    "        self.fitted = False\n",
+    "    \n",
+    "    \n",
+    "    def fit(self, data, batch=1000, n_neighbors=5):\n",
+    "        self.data = data\n",
+    "        self.embeddings = self.get_text_embedding(data, batch=batch)\n",
+    "        n_neighbors = min(n_neighbors, len(self.embeddings))\n",
+    "        self.nn = NearestNeighbors(n_neighbors=n_neighbors)\n",
+    "        self.nn.fit(self.embeddings)\n",
+    "        self.fitted = True\n",
+    "    \n",
+    "    \n",
+    "    def __call__(self, text, return_data=True):\n",
+    "        inp_emb = self.use([text])\n",
+    "        neighbors = self.nn.kneighbors(inp_emb, return_distance=False)[0]\n",
+    "        \n",
+    "        if return_data:\n",
+    "            return [self.data[i] for i in neighbors]\n",
+    "        else:\n",
+    "            return neighbors\n",
+    "    \n",
+    "    \n",
+    "    def get_text_embedding(self, texts, batch=1000):\n",
+    "        embeddings = []\n",
+    "        for i in range(0, len(texts), batch):\n",
+    "            text_batch = texts[i:(i+batch)]\n",
+    "            emb_batch = self.use(text_batch)\n",
+    "            embeddings.append(emb_batch)\n",
+    "        embeddings = np.vstack(embeddings)\n",
+    "        return embeddings\n",
+    "\n",
+    "\n",
+    "\n",
+    "def load_recommender(path, start_page=1):\n",
+    "    global recommender\n",
+    "    texts = pdf_to_text(path, start_page=start_page)\n",
+    "    chunks = text_to_chunks(texts, start_page=start_page)\n",
+    "    recommender.fit(chunks)\n",
+    "    return 'Corpus Loaded.'\n",
+    "\n",
+    "def generate_text(openAI_key,prompt, engine=\"text-davinci-003\"):\n",
+    "    openai.api_key = openAI_key\n",
+    "    completions = openai.Completion.create(\n",
+    "        engine=engine,\n",
+    "        prompt=prompt,\n",
+    "        max_tokens=512,\n",
+    "        n=1,\n",
+    "        stop=None,\n",
+    "        temperature=0.7,\n",
+    "    )\n",
+    "    message = completions.choices[0].text\n",
+    "    return message\n",
+    "\n",
+    "def generate_answer(question,openAI_key):\n",
+    "    topn_chunks = recommender(question)\n",
+    "    prompt = \"\"\n",
+    "    prompt += 'search results:\\n\\n'\n",
+    "    for c in topn_chunks:\n",
+    "        prompt += c + '\\n\\n'\n",
+    "        \n",
+    "    prompt += \"Instructions: Compose a comprehensive reply to the query using the search results given. \"\\\n",
+    "              \"Cite each reference using [ Page Number] notation (every result has this number at the beginning). \"\\\n",
+    "              \"Citation should be done at the end of each sentence. If the search results mention multiple subjects \"\\\n",
+    "              \"with the same name, create separate answers for each. Only include information found in the results and \"\\\n",
+    "              \"don't add any additional information. Make sure the answer is correct and don't output false content. \"\\\n",
+    "              \"If the text does not relate to the query, simply state 'Text Not Found in PDF'. Ignore outlier \"\\\n",
+    "              \"search results which has nothing to do with the question. Only answer what is asked. The \"\\\n",
+    "              \"answer should be short and concise. Answer step-by-step. \\n\\nQuery: {question}\\nAnswer: \"\n",
+    "    \n",
+    "    prompt += f\"Query: {question}\\nAnswer:\"\n",
+    "    answer = generate_text(openAI_key, prompt,\"text-davinci-003\")\n",
+    "    return answer\n",
+    "\n",
+    "\n",
+    "def question_answer(url, file, question,openAI_key):\n",
+    "    if openAI_key.strip()=='':\n",
+    "        return '[ERROR]: Please enter you Open AI Key. Get your key here : https://platform.openai.com/account/api-keys'\n",
+    "    if url.strip() == '' and file == None:\n",
+    "        return '[ERROR]: Both URL and PDF is empty. Provide atleast one.'\n",
+    "    \n",
+    "    if url.strip() != '' and file != None:\n",
+    "        return '[ERROR]: Both URL and PDF is provided. Please provide only one (eiter URL or PDF).'\n",
+    "\n",
+    "    if url.strip() != '':\n",
+    "        glob_url = url\n",
+    "        download_pdf(glob_url, 'corpus.pdf')\n",
+    "        load_recommender('corpus.pdf')\n",
+    "\n",
+    "    else:\n",
+    "        old_file_name = file.name\n",
+    "        file_name = file.name\n",
+    "        file_name = file_name[:-12] + file_name[-4:]\n",
+    "        os.rename(old_file_name, file_name)\n",
+    "        load_recommender(file_name)\n",
+    "\n",
+    "    if question.strip() == '':\n",
+    "        return '[ERROR]: Question field is empty'\n",
+    "\n",
+    "    return generate_answer(question,openAI_key)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "03db969c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting numpy==1.19.*\n",
+      "  Using cached numpy-1.19.5-cp39-cp39-win_amd64.whl (13.3 MB)\n",
+      "Installing collected packages: numpy\n",
+      "  Attempting uninstall: numpy"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "    WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "ERROR: Could not install packages due to an OSError: [WinError 5] Access is denied: 'C:\\\\Users\\\\harsh\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python39\\\\Lib\\\\site-packages\\\\numpy\\\\~libs\\\\libopenblas.FB5AE2TYXYH2IJRDKGDGQ3XBKLKTF43H.gfortran-win_amd64.dll'\n",
+      "Consider using the `--user` option or check the permissions.\n",
+      "\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: There was an error checking the latest version of pip.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "    Found existing installation: numpy 1.23.5\n",
+      "    Uninstalling numpy-1.23.5:\n",
+      "      Successfully uninstalled numpy-1.23.5\n",
+      "Requirement already satisfied: tensorflow in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (2.12.0)"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "    WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "    WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "    WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+      "openai-whisper 20230314 requires tiktoken==0.3.1, but you have tiktoken 0.3.3 which is incompatible."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Requirement already satisfied: tensorflow-intel==2.12.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow) (2.12.0)\n",
+      "Collecting keras<2.13,>=2.12.0\n",
+      "  Using cached keras-2.12.0-py2.py3-none-any.whl (1.7 MB)\n",
+      "Requirement already satisfied: h5py>=2.9.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (3.1.0)\n",
+      "Collecting tensorflow-estimator<2.13,>=2.12.0\n",
+      "  Using cached tensorflow_estimator-2.12.0-py2.py3-none-any.whl (440 kB)\n",
+      "Requirement already satisfied: typing-extensions>=3.6.6 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (4.6.2)\n",
+      "Collecting numpy<1.24,>=1.22\n",
+      "  Using cached numpy-1.23.5-cp39-cp39-win_amd64.whl (14.7 MB)\n",
+      "Requirement already satisfied: google-pasta>=0.1.1 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (0.2.0)\n",
+      "Requirement already satisfied: packaging in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (23.0)\n",
+      "Requirement already satisfied: astunparse>=1.6.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.6.3)\n",
+      "Requirement already satisfied: opt-einsum>=2.3.2 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (3.3.0)\n",
+      "Requirement already satisfied: libclang>=13.0.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (16.0.0)\n",
+      "Requirement already satisfied: protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (3.20.3)\n",
+      "Requirement already satisfied: six>=1.12.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.15.0)\n",
+      "Requirement already satisfied: wrapt<1.15,>=1.11.0 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.12.1)\n",
+      "Requirement already satisfied: tensorboard<2.13,>=2.12 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (2.12.3)\n",
+      "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (0.31.0)\n",
+      "Requirement already satisfied: gast<=0.4.0,>=0.2.1 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (0.4.0)\n",
+      "Requirement already satisfied: jax>=0.3.15 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (0.4.10)\n",
+      "Requirement already satisfied: grpcio<2.0,>=1.24.3 in c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from tensorflow-intel==2.12.0->tensorflow) (1.54.2)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "argilla 1.6.0 requires wrapt<1.15,>=1.13, but you have wrapt 1.12.1 which is incompatible.\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: Ignoring invalid distribution -rotobuf (c:\\users\\harsh\\appdata\\local\\programs\\python\\python39\\lib\\site-packages)\n",
+      "WARNING: There was an error checking the latest version of pip.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install --upgrade numpy==1.19.*\n",
+    "!pip install --upgrade tensorflow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "7bdf8293",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class SemanticSearch:\n",
+    "    \n",
+    "    def __init__(self):\n",
+    "        self.use = hub.load('https://tfhub.dev/google/universal-sentence-encoder/4')\n",
+    "        self.fitted = False\n",
+    "    \n",
+    "    \n",
+    "    def fit(self, data, batch=1000, n_neighbors=5):\n",
+    "        self.data = data\n",
+    "        self.embeddings = self.get_text_embedding(data, batch=batch)\n",
+    "        n_neighbors = min(n_neighbors, len(self.embeddings))\n",
+    "        self.nn = NearestNeighbors(n_neighbors=n_neighbors)\n",
+    "        self.nn.fit(self.embeddings)\n",
+    "        self.fitted = True\n",
+    "    \n",
+    "    \n",
+    "    def __call__(self, text, return_data=True):\n",
+    "        inp_emb = self.use([text])\n",
+    "        neighbors = self.nn.kneighbors(inp_emb, return_distance=False)[0]\n",
+    "        \n",
+    "        if return_data:\n",
+    "            return [self.data[i] for i in neighbors]\n",
+    "        else:\n",
+    "            return neighbors\n",
+    "    \n",
+    "    \n",
+    "    def get_text_embedding(self, texts, batch=1000):\n",
+    "        embeddings = []\n",
+    "        for i in range(0, len(texts), batch):\n",
+    "            text_batch = texts[i:(i+batch)]\n",
+    "            emb_batch = self.use(text_batch)\n",
+    "            embeddings.append(emb_batch)\n",
+    "        embeddings = np.vstack(embeddings)\n",
+    "        return embeddings\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "2f29da6b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def download_pdf(url, output_path):\n",
+    "    urllib.request.urlretrieve(url, output_path)\n",
+    "\n",
+    "\n",
+    "def preprocess(text):\n",
+    "    text = text.replace('\\n', ' ')\n",
+    "    text = re.sub('\\s+', ' ', text)\n",
+    "    return text\n",
+    "\n",
+    "\n",
+    "def pdf_to_text(path, start_page=1, end_page=None):\n",
+    "    doc = fitz.open(path)\n",
+    "    total_pages = doc.page_count\n",
+    "\n",
+    "    if end_page is None:\n",
+    "        end_page = total_pages\n",
+    "\n",
+    "    text_list = []\n",
+    "\n",
+    "    for i in range(start_page-1, end_page):\n",
+    "        text = doc.load_page(i).get_text(\"text\")\n",
+    "        text = preprocess(text)\n",
+    "        text_list.append(text)\n",
+    "\n",
+    "    doc.close()\n",
+    "    return text_list\n",
+    "\n",
+    "\n",
+    "def text_to_chunks(texts, word_length=150, start_page=1):\n",
+    "    text_toks = [t.split(' ') for t in texts]\n",
+    "    page_nums = []\n",
+    "    chunks = []\n",
+    "    \n",
+    "    for idx, words in enumerate(text_toks):\n",
+    "        for i in range(0, len(words), word_length):\n",
+    "            chunk = words[i:i+word_length]\n",
+    "            if (i+word_length) > len(words) and (len(chunk) < word_length) and (\n",
+    "                len(text_toks) != (idx+1)):\n",
+    "                text_toks[idx+1] = chunk + text_toks[idx+1]\n",
+    "                continue\n",
+    "            chunk = ' '.join(chunk).strip()\n",
+    "            chunk = f'[Page no. {idx+start_page}]' + ' ' + '\"' + chunk + '\"'\n",
+    "            chunks.append(chunk)\n",
+    "    return chunks\n",
+    "\n",
+    "\n",
+    "def load_recommender(path, start_page=1):\n",
+    "    global recommender\n",
+    "    texts = pdf_to_text(path, start_page=start_page)\n",
+    "    chunks = text_to_chunks(texts, start_page=start_page)\n",
+    "    recommender.fit(chunks)\n",
+    "    return 'Corpus Loaded.'\n",
+    "\n",
+    "def generate_text(openAI_key,prompt, engine=\"text-davinci-003\"):\n",
+    "    openai.api_key = openAI_key\n",
+    "    completions = openai.Completion.create(\n",
+    "        engine=engine,\n",
+    "        prompt=prompt,\n",
+    "        max_tokens=512,\n",
+    "        n=1,\n",
+    "        stop=None,\n",
+    "        temperature=0.7,\n",
+    "    )\n",
+    "    message = completions.choices[0].text\n",
+    "    return message\n",
+    "\n",
+    "def generate_answer(question,openAI_key):\n",
+    "    topn_chunks = recommender(question)\n",
+    "    prompt = \"\"\n",
+    "    prompt += 'search results:\\n\\n'\n",
+    "    for c in topn_chunks:\n",
+    "        prompt += c + '\\n\\n'\n",
+    "        \n",
+    "    prompt += \"Instructions: Compose a comprehensive reply to the query using the search results given. \"\\\n",
+    "              \"Cite each reference using [ Page Number] notation (every result has this number at the beginning). \"\\\n",
+    "              \"Citation should be done at the end of each sentence. If the search results mention multiple subjects \"\\\n",
+    "              \"with the same name, create separate answers for each. Only include information found in the results and \"\\\n",
+    "              \"don't add any additional information. Make sure the answer is correct and don't output false content. \"\\\n",
+    "              \"If the text does not relate to the query, simply state 'Text Not Found in PDF'. Ignore outlier \"\\\n",
+    "              \"search results which has nothing to do with the question. Only answer what is asked. The \"\\\n",
+    "              \"answer should be short and concise. Answer step-by-step. \\n\\nQuery: {question}\\nAnswer: \"\n",
+    "    \n",
+    "    prompt += f\"Query: {question}\\nAnswer:\"\n",
+    "    answer = generate_text(openAI_key, prompt,\"text-davinci-003\")\n",
+    "    return answer\n",
+    "\n",
+    "\n",
+    "def question_answer(url, file, question,openAI_key):\n",
+    "    \n",
+    "    if openAI_key.strip()=='':\n",
+    "        return '[ERROR]: Please enter you Open AI Key. Get your key here : https://platform.openai.com/account/api-keys'\n",
+    "    if url.strip() == '' and file == None:\n",
+    "        return '[ERROR]: Both URL and PDF is empty. Provide atleast one.'\n",
+    "    \n",
+    "    if url.strip() != '' and file != None:\n",
+    "        return '[ERROR]: Both URL and PDF is provided. Please provide only one (eiter URL or PDF).'\n",
+    "\n",
+    "    if url.strip() != '':\n",
+    "        glob_url = url\n",
+    "        download_pdf(glob_url, 'corpus.pdf')\n",
+    "        load_recommender('corpus.pdf')\n",
+    "\n",
+    "    else:\n",
+    "        old_file_name = file_loc\n",
+    "        file_name = file_loc\n",
+    "        file_name = file_name[:-12] + file_name[-4:]\n",
+    "        os.rename(old_file_name, file_name)\n",
+    "        load_recommender(file_name)\n",
+    "\n",
+    "    if question.strip() == '':\n",
+    "        return '[ERROR]: Question field is empty'\n",
+    "\n",
+    "    return generate_answer(question,openAI_key)\n",
+    "\n",
+    "\n",
+    "recommender = SemanticSearch()\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "01278c18",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<__main__.SemanticSearch at 0x226a75673a0>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "recommender"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "88515cae",
+   "metadata": {},
+   "source": [
+    "pip install --upgrade typing-extensions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "7adbc726",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "PermissionError",
+     "evalue": "[WinError 32] The process cannot access the file because it is being used by another process: 'userguide.pdf' -> 'u.pdf'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mPermissionError\u001b[0m                           Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-12-f05a0f8eb9e9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mfile\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfile_loc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[0mquestion\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'How to assign process to workflow'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[0mans\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mquestion_answer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfile_loc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mquestion\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mopenAI_key\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m<ipython-input-11-038ae46770ef>\u001b[0m in \u001b[0;36mquestion_answer\u001b[1;34m(url, file_loc, question, openAI_key)\u001b[0m\n\u001b[0;32m    106\u001b[0m         \u001b[0mfile_name\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfile_name\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m12\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mfile_name\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    107\u001b[0m         \u001b[0mfile\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 108\u001b[1;33m         \u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mold_file_name\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfile_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    109\u001b[0m         \u001b[0mload_recommender\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfile_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    110\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mPermissionError\u001b[0m: [WinError 32] The process cannot access the file because it is being used by another process: 'userguide.pdf' -> 'u.pdf'"
+     ]
+    }
+   ],
+   "source": [
+    "openAI_key='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'\n",
+    "url=''\n",
+    "file_loc='C:\\\\Users\\\\harsh\\\\Downloads\\\\Jupyter notebooks\\\\inputFiles\\\\AE_userguide.pdf'\n",
+    "file_loc='userguide.pdf'\n",
+    "file = open(file_loc)\n",
+    "question='How to assign process to workflow'\n",
+    "ans=question_answer(url, file, question,openAI_key)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3c1fe98d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(ans)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "39eee11f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "6f621d05",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import gradio as gr"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "d3c2f47b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "title = ' AEGPT'\n",
+    "description = \"\"\" AE GPT allows you to chat with the PDF file using Universal Sentence Encoder and Open AI.. The response even cite the page number in square brackets([]) where the information is located.Upload any document and It will give you the correct answers to it\"\"\"\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "e683bb8d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running on local URL:  http://127.0.0.1:7865\n",
+      "Running on public URL: https://bfb35e477097c49460.gradio.live\n",
+      "\n",
+      "This share link expires in 72 hours. For free permanent hosting and GPU upgrades (NEW!), check out Spaces: https://huggingface.co/spaces\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div><iframe src=\"https://bfb35e477097c49460.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "with gr.Blocks() as demo:\n",
+    "\n",
+    "    gr.Markdown(f'<center><h1>{title}</h1></center>')\n",
+    "    gr.Markdown(description)\n",
+    "\n",
+    "    with gr.Row():\n",
+    "        \n",
+    "        with gr.Group():\n",
+    "            gr.Markdown(f'<p style=\"text-align:center\">Get your Open AI API key <a href=\"https://platform.openai.com/account/api-keys\">here</a></p>')\n",
+    "            openAI_key=gr.Textbox(label='Enter your OpenAI API key here')\n",
+    "            url = gr.Textbox(label='Enter PDF URL here')\n",
+    "            gr.Markdown(\"<center><h4>OR<h4></center>\")\n",
+    "            file = gr.File(label='Upload your PDF/ Research Paper / Book here', file_types=['.pdf'])\n",
+    "            question = gr.Textbox(label='Enter your question here')\n",
+    "            btn = gr.Button(value='Get Answer')\n",
+    "            btn.style(full_width=True)\n",
+    "\n",
+    "        with gr.Group():\n",
+    "            answer = gr.Textbox(label='The answer to your question is :')\n",
+    "\n",
+    "        btn.click(question_answer, inputs=[url, file, question,openAI_key], outputs=[answer])\n",
+    "#openai.api_key = os.getenv('Your_Key_Here') \n",
+    "demo.launch(share=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "037c4ea6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.9.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}