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Mixtral-8x7B-exl2.ipynb
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/eramax/b6fc0b472372037648df7f0019ab0e78/exl2-2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "id": "UKnZDcsnITG3", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "outputId": "ab54116c-7ee8-48bd-fe19-d49119b8f8e8" | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Cloning into 'exllamav2'...\n", | |
| "remote: Enumerating objects: 161, done.\u001b[K\n", | |
| "remote: Counting objects: 100% (161/161), done.\u001b[K\n", | |
| "remote: Compressing objects: 100% (149/149), done.\u001b[K\n", | |
| "remote: Total 161 (delta 20), reused 85 (delta 10), pack-reused 0\u001b[K\n", | |
| "Receiving objects: 100% (161/161), 1.65 MiB | 11.90 MiB/s, done.\n", | |
| "Resolving deltas: 100% (20/20), done.\n", | |
| "/content/exllamav2\n", | |
| "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 1)) (1.5.3)\n", | |
| "Collecting ninja (from -r requirements.txt (line 2))\n", | |
| " Downloading ninja-1.11.1.1-py2.py3-none-manylinux1_x86_64.manylinux_2_5_x86_64.whl (307 kB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m307.2/307.2 kB\u001b[0m \u001b[31m2.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hCollecting fastparquet (from -r requirements.txt (line 3))\n", | |
| " Downloading fastparquet-2023.10.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.7 MB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.7/1.7 MB\u001b[0m \u001b[31m16.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hRequirement already satisfied: torch>=2.1.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 4)) (2.1.0+cu121)\n", | |
| "Requirement already satisfied: safetensors>=0.3.2 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 5)) (0.4.1)\n", | |
| "Collecting sentencepiece>=0.1.97 (from -r requirements.txt (line 6))\n", | |
| " Downloading sentencepiece-0.1.99-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m46.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hRequirement already satisfied: pygments in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 7)) (2.16.1)\n", | |
| "Collecting websockets (from -r requirements.txt (line 8))\n", | |
| " Downloading websockets-12.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (130 kB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m130.2/130.2 kB\u001b[0m \u001b[31m15.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hRequirement already satisfied: regex in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 9)) (2023.6.3)\n", | |
| "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas->-r requirements.txt (line 1)) (2.8.2)\n", | |
| "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->-r requirements.txt (line 1)) (2023.3.post1)\n", | |
| "Requirement already satisfied: numpy>=1.21.0 in /usr/local/lib/python3.10/dist-packages (from pandas->-r requirements.txt (line 1)) (1.23.5)\n", | |
| "Collecting cramjam>=2.3 (from fastparquet->-r requirements.txt (line 3))\n", | |
| " Downloading cramjam-2.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.6 MB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m73.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hRequirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from fastparquet->-r requirements.txt (line 3)) (2023.6.0)\n", | |
| "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from fastparquet->-r requirements.txt (line 3)) (23.2)\n", | |
| "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=2.1.0->-r requirements.txt (line 4)) (3.13.1)\n", | |
| "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch>=2.1.0->-r requirements.txt (line 4)) (4.5.0)\n", | |
| "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=2.1.0->-r requirements.txt (line 4)) (1.12)\n", | |
| "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=2.1.0->-r requirements.txt (line 4)) (3.2.1)\n", | |
| "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=2.1.0->-r requirements.txt (line 4)) (3.1.2)\n", | |
| "Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torch>=2.1.0->-r requirements.txt (line 4)) (2.1.0)\n", | |
| "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas->-r requirements.txt (line 1)) (1.16.0)\n", | |
| "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=2.1.0->-r requirements.txt (line 4)) (2.1.3)\n", | |
| "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=2.1.0->-r requirements.txt (line 4)) (1.3.0)\n", | |
| "Installing collected packages: sentencepiece, ninja, websockets, cramjam, fastparquet\n", | |
| "Successfully installed cramjam-2.7.0 fastparquet-2023.10.1 ninja-1.11.1.1 sentencepiece-0.1.99 websockets-12.0\n", | |
| "Processing /content/exllamav2\n", | |
| " Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", | |
| "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from exllamav2==0.0.11) (1.5.3)\n", | |
| "Requirement already satisfied: ninja in /usr/local/lib/python3.10/dist-packages (from exllamav2==0.0.11) (1.11.1.1)\n", | |
| "Requirement already satisfied: fastparquet in /usr/local/lib/python3.10/dist-packages (from exllamav2==0.0.11) (2023.10.1)\n", | |
| "Requirement already satisfied: torch>=2.0.1 in /usr/local/lib/python3.10/dist-packages (from exllamav2==0.0.11) (2.1.0+cu121)\n", | |
| "Requirement already satisfied: safetensors>=0.3.2 in /usr/local/lib/python3.10/dist-packages (from exllamav2==0.0.11) (0.4.1)\n", | |
| "Requirement already satisfied: sentencepiece>=0.1.97 in /usr/local/lib/python3.10/dist-packages (from exllamav2==0.0.11) (0.1.99)\n", | |
| "Requirement already satisfied: pygments in /usr/local/lib/python3.10/dist-packages (from exllamav2==0.0.11) (2.16.1)\n", | |
| "Requirement already satisfied: websockets in /usr/local/lib/python3.10/dist-packages (from exllamav2==0.0.11) (12.0)\n", | |
| "Requirement already satisfied: regex in /usr/local/lib/python3.10/dist-packages (from exllamav2==0.0.11) (2023.6.3)\n", | |
| "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=2.0.1->exllamav2==0.0.11) (3.13.1)\n", | |
| "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch>=2.0.1->exllamav2==0.0.11) (4.5.0)\n", | |
| "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=2.0.1->exllamav2==0.0.11) (1.12)\n", | |
| "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=2.0.1->exllamav2==0.0.11) (3.2.1)\n", | |
| "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=2.0.1->exllamav2==0.0.11) (3.1.2)\n", | |
| "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch>=2.0.1->exllamav2==0.0.11) (2023.6.0)\n", | |
| "Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torch>=2.0.1->exllamav2==0.0.11) (2.1.0)\n", | |
| "Requirement already satisfied: numpy>=1.20.3 in /usr/local/lib/python3.10/dist-packages (from fastparquet->exllamav2==0.0.11) (1.23.5)\n", | |
| "Requirement already satisfied: cramjam>=2.3 in /usr/local/lib/python3.10/dist-packages (from fastparquet->exllamav2==0.0.11) (2.7.0)\n", | |
| "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from fastparquet->exllamav2==0.0.11) (23.2)\n", | |
| "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas->exllamav2==0.0.11) (2.8.2)\n", | |
| "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->exllamav2==0.0.11) (2023.3.post1)\n", | |
| "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas->exllamav2==0.0.11) (1.16.0)\n", | |
| "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=2.0.1->exllamav2==0.0.11) (2.1.3)\n", | |
| "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=2.0.1->exllamav2==0.0.11) (1.3.0)\n", | |
| "Building wheels for collected packages: exllamav2\n", | |
| " Building wheel for exllamav2 (setup.py) ... \u001b[?25l\u001b[?25hdone\n", | |
| " Created wheel for exllamav2: filename=exllamav2-0.0.11-cp310-cp310-linux_x86_64.whl size=9945222 sha256=eb206e7eb5b9577c799d82a5772d2afbb54d67b3f092ca9b1f40cad68556d994\n", | |
| " Stored in directory: /tmp/pip-ephem-wheel-cache-27p6bzh4/wheels/5a/f8/dc/09b6466fc29d3ca538340226ed551df529f09a59f7650f5ec0\n", | |
| "Successfully built exllamav2\n", | |
| "Installing collected packages: exllamav2\n", | |
| "Successfully installed exllamav2-0.0.11\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!git clone --depth 1 -b master https://github.com/turboderp/exllamav2.git\n", | |
| "%cd /content/exllamav2\n", | |
| "!pip install -r requirements.txt\n", | |
| "!pip install ." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "id": "gvO-TsE-6bcw" | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "model_name=\"turboderp/Mixtral-8x7B-instruct-exl2\"\n", | |
| "model_branch=\"2.4bpw\"" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
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| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "total 14G\n", | |
| "-rw-r--r-- 1 root root 482K Dec 30 12:10 tokenizer.model\n", | |
| "-rw-r--r-- 1 root root 1.8M Dec 30 12:10 tokenizer.json\n", | |
| "-rw-r--r-- 1 root root 1.5K Dec 30 12:10 tokenizer_config.json\n", | |
| "-rw-r--r-- 1 root root 72 Dec 30 12:10 special_tokens_map.json\n", | |
| "-rw-r--r-- 1 root root 5.2K Dec 30 12:10 README.md\n", | |
| "-rw-r--r-- 1 root root 5.4G Dec 30 12:11 output-00002-of-00002.safetensors\n", | |
| "-rw-r--r-- 1 root root 8.0G Dec 30 12:13 output-00001-of-00002.safetensors\n", | |
| "-rw-r--r-- 1 root root 91K Dec 30 12:10 model.safetensors.index.json\n", | |
| "-rw-r--r-- 1 root root 1.5K Dec 30 12:10 gitattributes\n", | |
| "-rw-r--r-- 1 root root 1.5K Dec 30 12:10 .gitattributes\n", | |
| "-rw-r--r-- 1 root root 116 Dec 30 12:10 generation_config.json\n", | |
| "-rw-r--r-- 1 root root 720 Dec 30 12:10 config.json\n", | |
| "drwxr-xr-x 1 root root 4.0K Dec 30 12:13 ..\n", | |
| "drwxr-xr-x 2 root root 4.0K Dec 30 12:13 .\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!rm -rf /content/model\n", | |
| "from huggingface_hub import snapshot_download\n", | |
| "snapshot_download(local_dir_use_symlinks=False, local_dir=\"/content/model\", repo_id=model_name, revision=model_branch)\n", | |
| "!ls -ahrl /content/model" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "HC06e0hNKrmK", | |
| "outputId": "6502e1d0-f6b2-4b05-86cf-69416fbb2da1" | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Python 3.10.12\n", | |
| "nvcc: NVIDIA (R) Cuda compiler driver\n", | |
| "Copyright (c) 2005-2023 NVIDIA Corporation\n", | |
| "Built on Tue_Aug_15_22:02:13_PDT_2023\n", | |
| "Cuda compilation tools, release 12.2, V12.2.140\n", | |
| "Build cuda_12.2.r12.2/compiler.33191640_0\n", | |
| "No LSB modules are available.\n", | |
| "Distributor ID:\tUbuntu\n", | |
| "Description:\tUbuntu 22.04.3 LTS\n", | |
| "Release:\t22.04\n", | |
| "Codename:\tjammy\n", | |
| "GPU 0: Tesla T4 (UUID: GPU-fdbf504d-1e46-f10a-5b1a-ef4dcda34ebe)\n", | |
| "Sat Dec 30 12:13:27 2023 \n", | |
| "+---------------------------------------------------------------------------------------+\n", | |
| "| NVIDIA-SMI 535.104.05 Driver Version: 535.104.05 CUDA Version: 12.2 |\n", | |
| "|-----------------------------------------+----------------------+----------------------+\n", | |
| "| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |\n", | |
| "| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |\n", | |
| "| | | MIG M. |\n", | |
| "|=========================================+======================+======================|\n", | |
| "| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |\n", | |
| "| N/A 37C P8 10W / 70W | 0MiB / 15360MiB | 0% Default |\n", | |
| "| | | N/A |\n", | |
| "+-----------------------------------------+----------------------+----------------------+\n", | |
| " \n", | |
| "+---------------------------------------------------------------------------------------+\n", | |
| "| Processes: |\n", | |
| "| GPU GI CI PID Type Process name GPU Memory |\n", | |
| "| ID ID Usage |\n", | |
| "|=======================================================================================|\n", | |
| "| No running processes found |\n", | |
| "+---------------------------------------------------------------------------------------+\n", | |
| "Enabled persistence mode for GPU 00000000:00:04.0.\n", | |
| "All done.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!python -V\n", | |
| "!nvcc --version\n", | |
| "!lsb_release -a\n", | |
| "!nvidia-smi --list-gpus\n", | |
| "!nvidia-smi\n", | |
| "!nvidia-smi -pm 1" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "#line Wrapping\n", | |
| "from IPython.display import HTML, display\n", | |
| "def set_css():\n", | |
| " display(HTML('''\n", | |
| " <style>\n", | |
| " pre {\n", | |
| " white-space: pre-wrap;\n", | |
| " }\n", | |
| " .stdin-widget {\n", | |
| " width: 30%;\n", | |
| " border: 0px solid aquamarine;\n", | |
| " }\n", | |
| " </style>\n", | |
| " '''))\n", | |
| "get_ipython().events.register('pre_run_cell', set_css)" | |
| ], | |
| "metadata": { | |
| "id": "B3Dgb0TIHzv3" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 201 | |
| }, | |
| "id": "mZUOYNgS05cY", | |
| "outputId": "311a2fe0-f3d7-4a22-f884-d37fc7dfb49f" | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [ | |
| "\n", | |
| " <style>\n", | |
| " pre {\n", | |
| " white-space: pre-wrap;\n", | |
| " }\n", | |
| " .stdin-widget {\n", | |
| " width: 30%;\n", | |
| " border: 0px solid aquamarine;\n", | |
| " }\n", | |
| " </style>\n", | |
| " " | |
| ] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| " -- Model: /content/model\n", | |
| " -- Options: ['length: 512']\n", | |
| " -- Loading model...\n", | |
| " -- Loading tokenizer...\n", | |
| " -- Prompt format: chatml\n", | |
| " -- System prompt:\n", | |
| "\n", | |
| "\u001b[37;1mYou are Chatbort, a large language model. Answer as concisely as possible.\u001b[0m\n", | |
| "\n", | |
| "\u001b[33;1mUser: \u001b[0m" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "import torch\n", | |
| "torch.cuda.empty_cache()\n", | |
| "!python examples/chat.py -m /content/model -mode chatml -l 512 --cache_8bit # -maxr 250 -resc 250" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "accelerator": "GPU", | |
| "colab": { | |
| "provenance": [], | |
| "gpuType": "T4", | |
| "name": "Mixtral-8x7B-exl2.ipynb", | |
| "authorship_tag": "ABX9TyNVDVVrwy2zYpe87BOAfmN/", | |
| "include_colab_link": true | |
| }, | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "name": "python" | |
| }, | |
| "widgets": { | |
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| "_view_count": null, | |
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