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"source": [
"# Quantizing Phi-1.5 with GPTQ Algorithm\n",
"\n",
"We first setup our environment by checking whether all libraries and dependencies are installed or in the correct versions.\n",
"\n",
"We will first apply AutoGPTQ. Documentation can be found in this [Github Repo](https://github.com/AutoGPTQ/AutoGPTQ).\n",
"\n"
],
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"metadata": {
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},
"id": "j9XAyM6uqEEw",
"outputId": "6182e24c-7585-40b5-9a6a-fb244ec567b0"
},
"outputs": [
{
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"name": "stdout",
"text": [
"nvcc: NVIDIA (R) Cuda compiler driver\n",
"Copyright (c) 2005-2024 NVIDIA Corporation\n",
"Built on Thu_Jun__6_02:18:23_PDT_2024\n",
"Cuda compilation tools, release 12.5, V12.5.82\n",
"Build cuda_12.5.r12.5/compiler.34385749_0\n"
]
}
],
"source": [
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]
},
{
"cell_type": "markdown",
"source": [
"We can see that CUDA 12 is used."
],
"metadata": {
"id": "bRXS61P_tfZi"
}
},
{
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"source": [
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],
"metadata": {
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},
"id": "EO9WuRajtq5L",
"outputId": "34f9b2d2-291a-49bb-b7bf-8ab5f30907b9"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Python 3.11.13\n"
]
}
]
},
{
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"source": [
"!pip install torch transformers datasets accelerate optimum[exporters]"
],
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"height": 1000
},
"id": "pT_OLWHwtq1S",
"outputId": "2420e54e-1d24-414c-8035-738f41f1ed7b"
},
"execution_count": 5,
"outputs": [
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"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: torch in /usr/local/lib/python3.11/dist-packages (2.6.0+cu124)\n",
"Requirement already satisfied: transformers in /usr/local/lib/python3.11/dist-packages (4.53.3)\n",
"Requirement already satisfied: datasets in /usr/local/lib/python3.11/dist-packages (4.0.0)\n",
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"\u001b[?25hInstalling collected packages: onnx, nvidia-nvjitlink-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, humanfriendly, nvidia-cusparse-cu12, nvidia-cudnn-cu12, coloredlogs, onnxruntime, nvidia-cusolver-cu12, transformers, optimum\n",
" Attempting uninstall: nvidia-nvjitlink-cu12\n",
" Found existing installation: nvidia-nvjitlink-cu12 12.5.82\n",
" Uninstalling nvidia-nvjitlink-cu12-12.5.82:\n",
" Successfully uninstalled nvidia-nvjitlink-cu12-12.5.82\n",
" Attempting uninstall: nvidia-curand-cu12\n",
" Found existing installation: nvidia-curand-cu12 10.3.6.82\n",
" Uninstalling nvidia-curand-cu12-10.3.6.82:\n",
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" Attempting uninstall: nvidia-cufft-cu12\n",
" Found existing installation: nvidia-cufft-cu12 11.2.3.61\n",
" Uninstalling nvidia-cufft-cu12-11.2.3.61:\n",
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" Attempting uninstall: nvidia-cuda-runtime-cu12\n",
" Found existing installation: nvidia-cuda-runtime-cu12 12.5.82\n",
" Uninstalling nvidia-cuda-runtime-cu12-12.5.82:\n",
" Successfully uninstalled nvidia-cuda-runtime-cu12-12.5.82\n",
" Attempting uninstall: nvidia-cuda-nvrtc-cu12\n",
" Found existing installation: nvidia-cuda-nvrtc-cu12 12.5.82\n",
" Uninstalling nvidia-cuda-nvrtc-cu12-12.5.82:\n",
" Successfully uninstalled nvidia-cuda-nvrtc-cu12-12.5.82\n",
" Attempting uninstall: nvidia-cuda-cupti-cu12\n",
" Found existing installation: nvidia-cuda-cupti-cu12 12.5.82\n",
" Uninstalling nvidia-cuda-cupti-cu12-12.5.82:\n",
" Successfully uninstalled nvidia-cuda-cupti-cu12-12.5.82\n",
" Attempting uninstall: nvidia-cublas-cu12\n",
" Found existing installation: nvidia-cublas-cu12 12.5.3.2\n",
" Uninstalling nvidia-cublas-cu12-12.5.3.2:\n",
" Successfully uninstalled nvidia-cublas-cu12-12.5.3.2\n",
" Attempting uninstall: nvidia-cusparse-cu12\n",
" Found existing installation: nvidia-cusparse-cu12 12.5.1.3\n",
" Uninstalling nvidia-cusparse-cu12-12.5.1.3:\n",
" Successfully uninstalled nvidia-cusparse-cu12-12.5.1.3\n",
" Attempting uninstall: nvidia-cudnn-cu12\n",
" Found existing installation: nvidia-cudnn-cu12 9.3.0.75\n",
" Uninstalling nvidia-cudnn-cu12-9.3.0.75:\n",
" Successfully uninstalled nvidia-cudnn-cu12-9.3.0.75\n",
" Attempting uninstall: nvidia-cusolver-cu12\n",
" Found existing installation: nvidia-cusolver-cu12 11.6.3.83\n",
" Uninstalling nvidia-cusolver-cu12-11.6.3.83:\n",
" Successfully uninstalled nvidia-cusolver-cu12-11.6.3.83\n",
" Attempting uninstall: transformers\n",
" Found existing installation: transformers 4.53.3\n",
" Uninstalling transformers-4.53.3:\n",
" Successfully uninstalled transformers-4.53.3\n",
"Successfully installed coloredlogs-15.0.1 humanfriendly-10.0 nvidia-cublas-cu12-12.4.5.8 nvidia-cuda-cupti-cu12-12.4.127 nvidia-cuda-nvrtc-cu12-12.4.127 nvidia-cuda-runtime-cu12-12.4.127 nvidia-cudnn-cu12-9.1.0.70 nvidia-cufft-cu12-11.2.1.3 nvidia-curand-cu12-10.3.5.147 nvidia-cusolver-cu12-11.6.1.9 nvidia-cusparse-cu12-12.3.1.170 nvidia-nvjitlink-cu12-12.4.127 onnx-1.18.0 onnxruntime-1.22.1 optimum-1.26.1 transformers-4.52.4\n"
]
},
{
"output_type": "display_data",
"data": {
"application/vnd.colab-display-data+json": {
"pip_warning": {
"packages": [
"nvidia",
"transformers"
]
},
"id": "e76d48369e0d4298a6dca850e5f24875"
}
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"!pip install auto-gptq"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rce-C5fCtqzW",
"outputId": "9af1ba10-85da-465e-dc73-7b94c631013b"
},
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting auto-gptq\n",
" Downloading auto_gptq-0.7.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (18 kB)\n",
"Requirement already satisfied: accelerate>=0.26.0 in /usr/local/lib/python3.11/dist-packages (from auto-gptq) (1.9.0)\n",
"Requirement already satisfied: datasets in /usr/local/lib/python3.11/dist-packages (from auto-gptq) (4.0.0)\n",
"Requirement already satisfied: sentencepiece in /usr/local/lib/python3.11/dist-packages (from auto-gptq) (0.2.0)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.11/dist-packages (from auto-gptq) (2.0.2)\n",
"Collecting rouge (from auto-gptq)\n",
" Downloading rouge-1.0.1-py3-none-any.whl.metadata (4.1 kB)\n",
"Collecting gekko (from auto-gptq)\n",
" Downloading gekko-1.3.0-py3-none-any.whl.metadata (3.0 kB)\n",
"Requirement already satisfied: torch>=1.13.0 in /usr/local/lib/python3.11/dist-packages (from auto-gptq) (2.6.0+cu124)\n",
"Requirement already satisfied: safetensors in /usr/local/lib/python3.11/dist-packages (from auto-gptq) (0.5.3)\n",
"Requirement already satisfied: transformers>=4.31.0 in /usr/local/lib/python3.11/dist-packages (from auto-gptq) (4.52.4)\n",
"Requirement already satisfied: peft>=0.5.0 in /usr/local/lib/python3.11/dist-packages (from auto-gptq) (0.16.0)\n",
"Requirement already satisfied: tqdm in /usr/local/lib/python3.11/dist-packages (from auto-gptq) (4.67.1)\n",
"Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.11/dist-packages (from accelerate>=0.26.0->auto-gptq) (25.0)\n",
"Requirement already satisfied: psutil in /usr/local/lib/python3.11/dist-packages (from accelerate>=0.26.0->auto-gptq) (5.9.5)\n",
"Requirement already satisfied: pyyaml in /usr/local/lib/python3.11/dist-packages (from accelerate>=0.26.0->auto-gptq) (6.0.2)\n",
"Requirement already satisfied: huggingface_hub>=0.21.0 in /usr/local/lib/python3.11/dist-packages (from accelerate>=0.26.0->auto-gptq) (0.33.4)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (3.18.0)\n",
"Requirement already satisfied: typing-extensions>=4.10.0 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (4.14.1)\n",
"Requirement already satisfied: networkx in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (3.5)\n",
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (3.1.6)\n",
"Requirement already satisfied: fsspec in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (2025.3.0)\n",
"Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (12.4.127)\n",
"Requirement already satisfied: nvidia-cuda-runtime-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (12.4.127)\n",
"Requirement already satisfied: nvidia-cuda-cupti-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (12.4.127)\n",
"Requirement already satisfied: nvidia-cudnn-cu12==9.1.0.70 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (9.1.0.70)\n",
"Requirement already satisfied: nvidia-cublas-cu12==12.4.5.8 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (12.4.5.8)\n",
"Requirement already satisfied: nvidia-cufft-cu12==11.2.1.3 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (11.2.1.3)\n",
"Requirement already satisfied: nvidia-curand-cu12==10.3.5.147 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (10.3.5.147)\n",
"Requirement already satisfied: nvidia-cusolver-cu12==11.6.1.9 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (11.6.1.9)\n",
"Requirement already satisfied: nvidia-cusparse-cu12==12.3.1.170 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (12.3.1.170)\n",
"Requirement already satisfied: nvidia-cusparselt-cu12==0.6.2 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (0.6.2)\n",
"Requirement already satisfied: nvidia-nccl-cu12==2.21.5 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (2.21.5)\n",
"Requirement already satisfied: nvidia-nvtx-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (12.4.127)\n",
"Requirement already satisfied: nvidia-nvjitlink-cu12==12.4.127 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (12.4.127)\n",
"Requirement already satisfied: triton==3.2.0 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (3.2.0)\n",
"Requirement already satisfied: sympy==1.13.1 in /usr/local/lib/python3.11/dist-packages (from torch>=1.13.0->auto-gptq) (1.13.1)\n",
"Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.11/dist-packages (from sympy==1.13.1->torch>=1.13.0->auto-gptq) (1.3.0)\n",
"Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.11/dist-packages (from transformers>=4.31.0->auto-gptq) (2024.11.6)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from transformers>=4.31.0->auto-gptq) (2.32.3)\n",
"Requirement already satisfied: tokenizers<0.22,>=0.21 in /usr/local/lib/python3.11/dist-packages (from transformers>=4.31.0->auto-gptq) (0.21.2)\n",
"Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.11/dist-packages (from datasets->auto-gptq) (18.1.0)\n",
"Requirement already satisfied: dill<0.3.9,>=0.3.0 in /usr/local/lib/python3.11/dist-packages (from datasets->auto-gptq) (0.3.8)\n",
"Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (from datasets->auto-gptq) (2.2.2)\n",
"Requirement already satisfied: xxhash in /usr/local/lib/python3.11/dist-packages (from datasets->auto-gptq) (3.5.0)\n",
"Requirement already satisfied: multiprocess<0.70.17 in /usr/local/lib/python3.11/dist-packages (from datasets->auto-gptq) (0.70.16)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.11/dist-packages (from rouge->auto-gptq) (1.17.0)\n",
"Requirement already satisfied: aiohttp!=4.0.0a0,!=4.0.0a1 in /usr/local/lib/python3.11/dist-packages (from fsspec[http]<=2025.3.0,>=2023.1.0->datasets->auto-gptq) (3.12.14)\n",
"Requirement already satisfied: hf-xet<2.0.0,>=1.1.2 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub>=0.21.0->accelerate>=0.26.0->auto-gptq) (1.1.5)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->transformers>=4.31.0->auto-gptq) (3.4.2)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->transformers>=4.31.0->auto-gptq) (3.10)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests->transformers>=4.31.0->auto-gptq) (2.5.0)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests->transformers>=4.31.0->auto-gptq) (2025.7.14)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.11/dist-packages (from jinja2->torch>=1.13.0->auto-gptq) (3.0.2)\n",
"Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.11/dist-packages (from pandas->datasets->auto-gptq) (2.9.0.post0)\n",
"Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.11/dist-packages (from pandas->datasets->auto-gptq) (2025.2)\n",
"Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.11/dist-packages (from pandas->datasets->auto-gptq) (2025.2)\n",
"Requirement already satisfied: aiohappyeyeballs>=2.5.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets->auto-gptq) (2.6.1)\n",
"Requirement already satisfied: aiosignal>=1.4.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets->auto-gptq) (1.4.0)\n",
"Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets->auto-gptq) (25.3.0)\n",
"Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets->auto-gptq) (1.7.0)\n",
"Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets->auto-gptq) (6.6.3)\n",
"Requirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets->auto-gptq) (0.3.2)\n",
"Requirement already satisfied: yarl<2.0,>=1.17.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp!=4.0.0a0,!=4.0.0a1->fsspec[http]<=2025.3.0,>=2023.1.0->datasets->auto-gptq) (1.20.1)\n",
"Downloading auto_gptq-0.7.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (23.5 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m23.5/23.5 MB\u001b[0m \u001b[31m41.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hDownloading gekko-1.3.0-py3-none-any.whl (13.2 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m13.2/13.2 MB\u001b[0m \u001b[31m76.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hDownloading rouge-1.0.1-py3-none-any.whl (13 kB)\n",
"Installing collected packages: rouge, gekko, auto-gptq\n",
"Successfully installed auto-gptq-0.7.1 gekko-1.3.0 rouge-1.0.1\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import torch\n",
"print(torch.__version__)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "bQLiEhWktqwl",
"outputId": "46852ab6-c262-45b5-b7d4-daded513c516"
},
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"2.6.0+cu124\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"from huggingface_hub import notebook_login\n",
"\n",
"notebook_login()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 17,
"referenced_widgets": [
"48d808460ce74631a9c723a98f104eee",
"c3f3a3cd5d9049feb44b20afdf4b4558",
"f299c8a9ec9c4f72adddaf27527524aa",
"0bee3ad123754767be6b82da79b252b3",
"410e43c953764390841016a737d11628",
"58127c12b9e441a4a99ebae327478bde",
"59af6ceeacd343c089ca47f13daeaf3c",
"cb3e4fd1f5814b33ac6dd3f20ed7829c",
"81ff126389994532baaf1e50a425fdbf",
"bb7a39dc49dd4d919f9f3d587c38497d",
"da13bb101ed142df872f04c46d03336c",
"ed408510e1984bb7807e159cc22e389e",
"46c7728f2a6544b380a36971037fbc85",
"fd0783bbb1a3440093f6f40ebae775a9",
"ed27fd8b40c642059f3c44572254f0f7",
"370291a74ab34ff194bf19da884ca18f",
"7fbde9afdf864ac9a8ae5a22f0dd346c",
"8f3987b7258746e9bc1eaa9090fea965",
"d8d99dcfcab44b388b5e54b3e96dab3d",
"067bcd4e85cf4716a4c6afcb9718f690"
]
},
"id": "hgC4NH3zx15W",
"outputId": "701b36d8-0289-429d-b390-430bc7a64d34"
},
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"VBox(children=(HTML(value=' 2048). Running this sequence through the model will result in indexing errors\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Quantizing model.layers blocks : 0%| | 0/24 [00:00\u001b[0;34m()\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mt_quant\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mt0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Quantization time: {t_quantization:.2f} s = {t_quantization/60:.2f} min\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 't_quantization' is not defined"
]
}
]
},
{
"cell_type": "code",
"source": [
"model_reqs_4_bit = bit_quant.get_memory_footprint() / (1024**3)\n",
"print(f\"Model Memory After Quantization: {model_reqs_4_bit:.2f} GB\")"
],
"metadata": {
"id": "ps7PwaQQJGrF",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "95377dd1-88fa-42b6-ef9c-922b9f42ef1c"
},
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Model Memory After Quantization: 0.98 GB\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"torch.save(bit_quant.state_dict(), \"quantized_gptq_phi.pt\")\n"
],
"metadata": {
"id": "bWZGMpaStqlm"
},
"execution_count": 9,
"outputs": []
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "rpNNqMm0tbkO"
},
"execution_count": null,
"outputs": []
}
]
}