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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting ollama\n",
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"Installing collected packages: sniffio, pydantic-core, h11, annotated-types, pydantic, httpcore, anyio, httpx, ollama\n",
"Successfully installed annotated-types-0.7.0 anyio-4.9.0 h11-0.14.0 httpcore-1.0.7 httpx-0.28.1 ollama-0.4.7 pydantic-2.10.6 pydantic-core-2.27.2 sniffio-1.3.1\n"
]
}
],
"source": [
"!pip install ollama"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting sentence-transformers\n",
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]
}
],
"source": [
"!pip install sentence-transformers faiss-cpu"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The capital of Italy is **Rome**. \n",
"\n",
"It’s a common misconception that it’s Florence, but Rome is the official capital. 😊\n"
]
}
],
"source": [
"import ollama\n",
"\n",
"def get_chatbot_response(model_name, messages):\n",
" response = ollama.chat(model=model_name, messages=messages)\n",
" return response['message']['content']\n",
"\n",
"# Example Usage\n",
"model_name = \"gemma3:1b\" # Can be replaced with 'gemma', 'llama3', etc.\n",
"messages = [{'role': 'user', 'content': \"What's the capital of Italy?\"}]\n",
"response = get_chatbot_response(model_name, messages)\n",
"print(response)\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
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"Downloading ml_dtypes-0.5.1-cp39-cp39-win_amd64.whl (209 kB)\n",
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"Installing collected packages: ml-dtypes, tensorboard, tensorflow, tf_keras\n",
" Attempting uninstall: ml-dtypes\n",
" Found existing installation: ml-dtypes 0.4.1\n",
" Uninstalling ml-dtypes-0.4.1:\n",
" Successfully uninstalled ml-dtypes-0.4.1\n",
" Attempting uninstall: tensorboard\n",
" Found existing installation: tensorboard 2.18.0\n",
" Uninstalling tensorboard-2.18.0:\n",
" Successfully uninstalled tensorboard-2.18.0\n",
" Attempting uninstall: tensorflow\n",
" Found existing installation: tensorflow 2.18.0\n",
" Uninstalling tensorflow-2.18.0:\n",
" Successfully uninstalled tensorflow-2.18.0\n",
" Rolling back uninstall of tensorflow\n",
" Moving to c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages\\tensorflow-2.18.0.dist-info\\\n",
" from C:\\Users\\alokd\\miniconda3\\envs\\chat\\Lib\\site-packages\\~ensorflow-2.18.0.dist-info\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" WARNING: Failed to remove contents in a temporary directory 'C:\\Users\\alokd\\miniconda3\\envs\\chat\\Lib\\site-packages\\~l_dtypes'.\n",
" You can safely remove it manually.\n",
"ERROR: Could not install packages due to an OSError: [WinError 5] Access is denied: 'C:\\\\Users\\\\alokd\\\\miniconda3\\\\envs\\\\chat\\\\Lib\\\\site-packages\\\\tensorflow\\\\compiler\\\\mlir\\\\lite\\\\python\\\\_pywrap_converter_api.pyd'\n",
"Consider using the `--user` option or check the permissions.\n",
"\n"
]
}
],
"source": [
"!pip install tf_keras"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting tf-keras\n",
" Using cached tf_keras-2.19.0-py3-none-any.whl.metadata (1.8 kB)\n",
"Collecting tensorflow<2.20,>=2.19 (from tf-keras)\n",
" Using cached tensorflow-2.19.0-cp39-cp39-win_amd64.whl.metadata (4.1 kB)\n",
"Requirement already satisfied: absl-py>=1.0.0 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (2.1.0)\n",
"Requirement already satisfied: astunparse>=1.6.0 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (1.6.3)\n",
"Requirement already satisfied: flatbuffers>=24.3.25 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (25.2.10)\n",
"Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (0.6.0)\n",
"Requirement already satisfied: google-pasta>=0.1.1 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (0.2.0)\n",
"Requirement already satisfied: libclang>=13.0.0 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (18.1.1)\n",
"Requirement already satisfied: opt-einsum>=2.3.2 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (3.4.0)\n",
"Requirement already satisfied: packaging in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (24.2)\n",
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"Requirement already satisfied: wrapt>=1.11.0 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (1.17.2)\n",
"Requirement already satisfied: grpcio<2.0,>=1.24.3 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (1.70.0)\n",
"Collecting tensorboard~=2.19.0 (from tensorflow<2.20,>=2.19->tf-keras)\n",
" Using cached tensorboard-2.19.0-py3-none-any.whl.metadata (1.8 kB)\n",
"Requirement already satisfied: keras>=3.5.0 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (3.9.0)\n",
"Requirement already satisfied: numpy<2.2.0,>=1.26.0 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (2.0.2)\n",
"Requirement already satisfied: h5py>=3.11.0 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (3.13.0)\n",
"Collecting ml-dtypes<1.0.0,>=0.5.1 (from tensorflow<2.20,>=2.19->tf-keras)\n",
" Using cached ml_dtypes-0.5.1-cp39-cp39-win_amd64.whl.metadata (22 kB)\n",
"Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from tensorflow<2.20,>=2.19->tf-keras) (0.31.0)\n",
"Requirement already satisfied: wheel<1.0,>=0.23.0 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from astunparse>=1.6.0->tensorflow<2.20,>=2.19->tf-keras) (0.45.1)\n",
"Requirement already satisfied: rich in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from keras>=3.5.0->tensorflow<2.20,>=2.19->tf-keras) (13.9.4)\n",
"Requirement already satisfied: namex in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from keras>=3.5.0->tensorflow<2.20,>=2.19->tf-keras) (0.0.8)\n",
"Requirement already satisfied: optree in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from keras>=3.5.0->tensorflow<2.20,>=2.19->tf-keras) (0.14.1)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from requests<3,>=2.21.0->tensorflow<2.20,>=2.19->tf-keras) (3.4.1)\n",
"Requirement already satisfied: idna<4,>=2.5 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from requests<3,>=2.21.0->tensorflow<2.20,>=2.19->tf-keras) (3.10)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from requests<3,>=2.21.0->tensorflow<2.20,>=2.19->tf-keras) (2.3.0)\n",
"Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from requests<3,>=2.21.0->tensorflow<2.20,>=2.19->tf-keras) (2025.1.31)\n",
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"Requirement already satisfied: MarkupSafe>=2.1.1 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from werkzeug>=1.0.1->tensorboard~=2.19.0->tensorflow<2.20,>=2.19->tf-keras) (3.0.2)\n",
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"Requirement already satisfied: zipp>=3.20 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard~=2.19.0->tensorflow<2.20,>=2.19->tf-keras) (3.21.0)\n",
"Requirement already satisfied: mdurl~=0.1 in c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages (from markdown-it-py>=2.2.0->rich->keras>=3.5.0->tensorflow<2.20,>=2.19->tf-keras) (0.1.2)\n",
"Using cached tf_keras-2.19.0-py3-none-any.whl (1.7 MB)\n",
"Using cached tensorflow-2.19.0-cp39-cp39-win_amd64.whl (375.7 MB)\n",
"Using cached ml_dtypes-0.5.1-cp39-cp39-win_amd64.whl (209 kB)\n",
"Using cached tensorboard-2.19.0-py3-none-any.whl (5.5 MB)\n",
"Installing collected packages: ml-dtypes, tensorboard, tensorflow, tf-keras\n",
" Attempting uninstall: ml-dtypes\n",
" Found existing installation: ml-dtypes 0.4.1\n",
" Uninstalling ml-dtypes-0.4.1:\n",
" Successfully uninstalled ml-dtypes-0.4.1\n",
" Attempting uninstall: tensorboard\n",
" Found existing installation: tensorboard 2.18.0\n",
" Uninstalling tensorboard-2.18.0:\n",
" Successfully uninstalled tensorboard-2.18.0\n",
" Attempting uninstall: tensorflow\n",
" Found existing installation: tensorflow 2.18.0\n",
" Uninstalling tensorflow-2.18.0:\n",
" Successfully uninstalled tensorflow-2.18.0\n",
" Rolling back uninstall of tensorflow\n",
" Moving to c:\\users\\alokd\\miniconda3\\envs\\chat\\lib\\site-packages\\tensorflow-2.18.0.dist-info\\\n",
" from C:\\Users\\alokd\\miniconda3\\envs\\chat\\Lib\\site-packages\\~ensorflow-2.18.0.dist-info\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"ERROR: Could not install packages due to an OSError: [WinError 5] Access is denied: 'c:\\\\Users\\\\alokd\\\\miniconda3\\\\envs\\\\chat\\\\Lib\\\\site-packages\\\\tensorflow\\\\compiler\\\\mlir\\\\lite\\\\python\\\\_pywrap_converter_api.pyd'\n",
"Consider using the `--user` option or check the permissions.\n",
"\n"
]
}
],
"source": [
"pip install tf-keras"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "chat",
"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": "3.9.21"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|