Qwen2_7B_Instruct_GGUF.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Troyanovsky/Local-LLM-Comparison-Colab-UI/blob/main/Qwen2_7B_Instruct_GGUF.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XNkpBtLvuTOp"
      },
      "source": [
        "## Qwen2-7B-Instruct-GGUF WebUI\n",
        "\n",
        "1. Run the following cell, takes ~5 min\n",
        "(You may need to confirm to proceed by typing \"Y\")\n",
        "2. Pick the version you need from one of the last two cells and only run that cell.\n",
        "3. Click the gradio link at the bottom\n",
        "4. In Parameter settings - Instruction Template: Unknown\n",
        "\n",
        "Quantized model: https://huggingface.co/Qwen/Qwen2-7B-Instruct-GGUF\n",
        "\n",
        "Want to try other local LLMs? Check out this repo: https://github.com/Troyanovsky/Local-LLM-Comparison-Colab-UI/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "D-MiHp_bveP6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "b4b61a2c-5d79-4c64-a21b-6921d82aeea9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n",
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            "Processing triggers for man-db (2.10.2-1) ...\n",
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            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc.so.2 is not a symbolic link\n",
            "\n",
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            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_0.so.3 is not a symbolic link\n",
            "\n",
            "Cloning into 'text-generation-webui'...\n",
            "remote: Enumerating objects: 17964, done.\u001b[K\n",
            "remote: Counting objects: 100% (176/176), done.\u001b[K\n",
            "remote: Compressing objects: 100% (120/120), done.\u001b[K\n",
            "remote: Total 17964 (delta 111), reused 97 (delta 56), pack-reused 17788\u001b[K\n",
            "Receiving objects: 100% (17964/17964), 27.63 MiB | 8.04 MiB/s, done.\n",
            "Resolving deltas: 100% (12668/12668), done.\n",
            "Note: switching to '4820ae9aef3b7716cb00a6519955db435b6dcb56'.\n",
            "\n",
            "You are in 'detached HEAD' state. You can look around, make experimental\n",
            "changes and commit them, and you can discard any commits you make in this\n",
            "state without impacting any branches by switching back to a branch.\n",
            "\n",
            "If you want to create a new branch to retain commits you create, you may\n",
            "do so (now or later) by using -c with the switch command. Example:\n",
            "\n",
            "  git switch -c <new-branch-name>\n",
            "\n",
            "Or undo this operation with:\n",
            "\n",
            "  git switch -\n",
            "\n",
            "Turn off this advice by setting config variable advice.detachedHead to false\n",
            "\n",
            "/content/text-generation-webui\n",
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            "\u001b[?25hBuilding wheels for collected packages: hqq, rouge-score, ffmpy, sqlitedict\n",
            "  Building wheel for hqq (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for hqq: filename=hqq-0.1.7.post2-py3-none-any.whl size=58544 sha256=3412d8501b19d78468edd341ce369618b8c901d9b14f60e070f682a3bd8a8e75\n",
            "  Stored in directory: /root/.cache/pip/wheels/a8/54/57/c44b0e431b57bd83b072f4f139ffe030edba811b9817f3e019\n",
            "  Building wheel for rouge-score (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for rouge-score: filename=rouge_score-0.1.2-py3-none-any.whl size=24933 sha256=4f030941732338b77cf8924c49cf3f3cff2d26a89e7262e1a258b6890a2120f9\n",
            "  Stored in directory: /root/.cache/pip/wheels/5f/dd/89/461065a73be61a532ff8599a28e9beef17985c9e9c31e541b4\n",
            "  Building wheel for ffmpy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for ffmpy: filename=ffmpy-0.3.2-py3-none-any.whl size=5584 sha256=d355aee4069591095207fee416e3c8f2a19fced8aa03292326eef73ac8caa186\n",
            "  Stored in directory: /root/.cache/pip/wheels/bd/65/9a/671fc6dcde07d4418df0c592f8df512b26d7a0029c2a23dd81\n",
            "  Building wheel for sqlitedict (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for sqlitedict: filename=sqlitedict-2.1.0-py3-none-any.whl size=16862 sha256=0f7188a3ad43876965f050bb036f0dda0c91ccb773f690e3c8a63a29b91b703a\n",
            "  Stored in directory: /root/.cache/pip/wheels/79/d6/e7/304e0e6cb2221022c26d8161f7c23cd4f259a9e41e8bbcfabd\n",
            "Successfully built hqq rouge-score ffmpy sqlitedict\n",
            "Installing collected packages: sqlitedict, pydub, ninja, ffmpy, zstandard, xxhash, websockets, uvloop, ujson, tomlkit, tcolorpy, smmap, setproctitle, sentry-sdk, semantic-version, ruff, rouge, requests, python-multipart, python-dotenv, pycountry, pybind11, portalocker, Pillow, pathvalidate, orjson, nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, numpy, mbstrdecoder, llvmlite, jsonlines, jinja2, humanfriendly, httptools, h11, einops, docker-pycreds, dnspython, diskcache, dill, cramjam, colorama, aiofiles, watchfiles, uvicorn, typepy, tqdm-multiprocess, tiktoken, starlette, SpeechRecognition, sacrebleu, rouge-score, pyarrow, nvidia-cusparse-cu12, nvidia-cudnn-cu12, numba, multiprocess, llama-cpp-python-cuda-tensorcores, llama-cpp-python-cuda, llama-cpp-python, httpcore, gitdb, gekko, email_validator, coloredlogs, sse-starlette, nvidia-cusolver-cu12, httpx, gitpython, flask_cloudflared, fastparquet, wandb, openai, gradio-client, fastapi-cli, datasets, DataProperty, tabledata, flash-attn, fastapi, exllamav2, bitsandbytes, autoawq-kernels, accelerate, pytablewriter, peft, optimum, hqq, gradio, autoawq, aqlm, lm_eval, auto-gptq\n",
            "  Attempting uninstall: requests\n",
            "    Found existing installation: requests 2.31.0\n",
            "    Uninstalling requests-2.31.0:\n",
            "      Successfully uninstalled requests-2.31.0\n",
            "  Attempting uninstall: Pillow\n",
            "    Found existing installation: Pillow 9.4.0\n",
            "    Uninstalling Pillow-9.4.0:\n",
            "      Successfully uninstalled Pillow-9.4.0\n",
            "  Attempting uninstall: numpy\n",
            "    Found existing installation: numpy 1.25.2\n",
            "    Uninstalling numpy-1.25.2:\n",
            "      Successfully uninstalled numpy-1.25.2\n",
            "  Attempting uninstall: llvmlite\n",
            "    Found existing installation: llvmlite 0.41.1\n",
            "    Uninstalling llvmlite-0.41.1:\n",
            "      Successfully uninstalled llvmlite-0.41.1\n",
            "  Attempting uninstall: jinja2\n",
            "    Found existing installation: Jinja2 3.1.4\n",
            "    Uninstalling Jinja2-3.1.4:\n",
            "      Successfully uninstalled Jinja2-3.1.4\n",
            "  Attempting uninstall: pyarrow\n",
            "    Found existing installation: pyarrow 14.0.2\n",
            "    Uninstalling pyarrow-14.0.2:\n",
            "      Successfully uninstalled pyarrow-14.0.2\n",
            "  Attempting uninstall: numba\n",
            "    Found existing installation: numba 0.58.1\n",
            "    Uninstalling numba-0.58.1:\n",
            "      Successfully uninstalled numba-0.58.1\n",
            "\u001b[31mERROR: 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",
            "cudf-cu12 24.4.1 requires pyarrow<15.0.0a0,>=14.0.1, but you have pyarrow 16.1.0 which is incompatible.\n",
            "google-colab 1.0.0 requires requests==2.31.0, but you have requests 2.32.3 which is incompatible.\n",
            "ibis-framework 8.0.0 requires pyarrow<16,>=2, but you have pyarrow 16.1.0 which is incompatible.\n",
            "imageio 2.31.6 requires pillow<10.1.0,>=8.3.2, but you have pillow 10.3.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed DataProperty-1.0.1 Pillow-10.3.0 SpeechRecognition-3.10.0 accelerate-0.30.1 aiofiles-23.2.1 aqlm-1.1.5 auto-gptq-0.7.1 autoawq-0.2.5 autoawq-kernels-0.0.6 bitsandbytes-0.43.1 colorama-0.4.6 coloredlogs-15.0.1 cramjam-2.8.3 datasets-2.20.0 dill-0.3.8 diskcache-5.6.3 dnspython-2.6.1 docker-pycreds-0.4.0 einops-0.8.0 email_validator-2.2.0 exllamav2-0.0.20+cu121 fastapi-0.111.0 fastapi-cli-0.0.4 fastparquet-2024.5.0 ffmpy-0.3.2 flash-attn-2.5.6 flask_cloudflared-0.0.14 gekko-1.1.3 gitdb-4.0.11 gitpython-3.1.43 gradio-4.26.0 gradio-client-0.15.1 h11-0.14.0 hqq-0.1.7.post2 httpcore-1.0.5 httptools-0.6.1 httpx-0.27.0 humanfriendly-10.0 jinja2-3.1.2 jsonlines-4.0.0 llama-cpp-python-0.2.75+cpuavx2 llama-cpp-python-cuda-0.2.75+cu121 llama-cpp-python-cuda-tensorcores-0.2.75+cu121 llvmlite-0.42.0 lm_eval-0.3.0 mbstrdecoder-1.1.3 multiprocess-0.70.16 ninja-1.11.1.1 numba-0.59.1 numpy-1.26.4 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.20.5 nvidia-nvjitlink-cu12-12.5.40 nvidia-nvtx-cu12-12.1.105 openai-1.35.3 optimum-1.17.1 orjson-3.10.5 pathvalidate-3.2.0 peft-0.8.2 portalocker-2.10.0 pyarrow-16.1.0 pybind11-2.12.0 pycountry-24.6.1 pydub-0.25.1 pytablewriter-1.2.0 python-dotenv-1.0.1 python-multipart-0.0.9 requests-2.32.3 rouge-1.0.1 rouge-score-0.1.2 ruff-0.4.10 sacrebleu-1.5.0 semantic-version-2.10.0 sentry-sdk-2.6.0 setproctitle-1.3.3 smmap-5.0.1 sqlitedict-2.1.0 sse-starlette-1.6.5 starlette-0.37.2 tabledata-1.3.3 tcolorpy-0.1.6 tiktoken-0.7.0 tomlkit-0.12.0 tqdm-multiprocess-0.0.11 typepy-1.3.2 ujson-5.10.0 uvicorn-0.30.1 uvloop-0.19.0 wandb-0.17.2 watchfiles-0.22.0 websockets-11.0.3 xxhash-3.4.1 zstandard-0.22.0\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "PIL"
                ]
              },
              "id": "15780e5913e14d36aea0d81cf95987a2"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "\u001b[33mWARNING: typer 0.12.3 does not provide the extra 'all'\u001b[0m\u001b[33m\n",
            "\u001b[0mRequirement already satisfied: click>=8.0.0 in /usr/local/lib/python3.10/dist-packages (from typer[all]<1.0,>=0.9->gradio==4.26.0) (8.1.7)\n",
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            "Requirement already satisfied: watchfiles>=0.13 in /usr/local/lib/python3.10/dist-packages (from uvicorn>=0.14.0->gradio==4.26.0) (0.22.0)\n",
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            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.19.3->gradio==4.26.0) (2.0.7)\n",
            "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer[all]<1.0,>=0.9->gradio==4.26.0) (0.1.2)\n",
            "Found existing installation: llama_cpp_python 0.2.75+cpuavx2\n",
            "Uninstalling llama_cpp_python-0.2.75+cpuavx2:\n",
            "  Successfully uninstalled llama_cpp_python-0.2.75+cpuavx2\n",
            "Collecting llama-cpp-python\n",
            "  Downloading llama_cpp_python-0.2.79.tar.gz (50.3 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m50.3/50.3 MB\u001b[0m \u001b[31m70.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Installing backend dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: typing-extensions>=4.5.0 in /usr/local/lib/python3.10/dist-packages (from llama-cpp-python) (4.12.2)\n",
            "Requirement already satisfied: numpy>=1.20.0 in /usr/local/lib/python3.10/dist-packages (from llama-cpp-python) (1.26.4)\n",
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            "Building wheels for collected packages: llama-cpp-python\n",
            "  Building wheel for llama-cpp-python (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for llama-cpp-python: filename=llama_cpp_python-0.2.79-cp310-cp310-linux_x86_64.whl size=172351089 sha256=e7b6d4a22add76c586b39f91eb67b2d8a4b0a6d159ff3871be0f22310b18e5d4\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-z9mv7ok6/wheels/bb/2e/11/8b10c6b698e6abc1289e9919e098ac4bcf6b16ebd46153e8ba\n",
            "Successfully built llama-cpp-python\n",
            "Installing collected packages: llama-cpp-python\n",
            "Successfully installed llama-cpp-python-0.2.79\n",
            "Found existing installation: flash-attn 2.5.6\n",
            "Uninstalling flash-attn-2.5.6:\n",
            "  Successfully uninstalled flash-attn-2.5.6\n",
            "Collecting flash-attn==2.5.6\n",
            "  Downloading flash_attn-2.5.6.tar.gz (2.5 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.5/2.5 MB\u001b[0m \u001b[31m29.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (from flash-attn==2.5.6) (2.3.0+cu121)\n",
            "Requirement already satisfied: einops in /usr/local/lib/python3.10/dist-packages (from flash-attn==2.5.6) (0.8.0)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from flash-attn==2.5.6) (24.1)\n",
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            "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (2023.6.0)\n",
            "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (12.1.105)\n",
            "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (12.1.105)\n",
            "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (12.1.105)\n",
            "Requirement already satisfied: nvidia-cudnn-cu12==8.9.2.26 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (8.9.2.26)\n",
            "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (12.1.3.1)\n",
            "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (11.0.2.54)\n",
            "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (10.3.2.106)\n",
            "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (11.4.5.107)\n",
            "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (12.1.0.106)\n",
            "Requirement already satisfied: nvidia-nccl-cu12==2.20.5 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (2.20.5)\n",
            "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (12.1.105)\n",
            "Requirement already satisfied: triton==2.3.0 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.5.6) (2.3.0)\n",
            "Requirement already satisfied: nvidia-nvjitlink-cu12 in /usr/local/lib/python3.10/dist-packages (from nvidia-cusolver-cu12==11.4.5.107->torch->flash-attn==2.5.6) (12.5.40)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch->flash-attn==2.5.6) (2.1.5)\n",
            "Requirement already satisfied: mpmath<1.4.0,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch->flash-attn==2.5.6) (1.3.0)\n",
            "Building wheels for collected packages: flash-attn\n",
            "  Building wheel for flash-attn (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for flash-attn: filename=flash_attn-2.5.6-cp310-cp310-linux_x86_64.whl size=120612040 sha256=6287363ce711b792034cb0b76eb62118d734149984c0b1de37e5eec6784c98e2\n",
            "  Stored in directory: /root/.cache/pip/wheels/a8/1c/88/b959d6818b98a46d61ba231683abb7523b89ac1a7ed1e0c206\n",
            "Successfully built flash-attn\n",
            "Installing collected packages: flash-attn\n",
            "Successfully installed flash-attn-2.5.6\n",
            "\u001b[0m\n",
            "Download Results:\n",
            "gid   |stat|avg speed  |path/URI\n",
            "======+====+===========+=======================================================\n",
            "1a2af4|\u001b[1;32mOK\u001b[0m  |   194MiB/s|/content/text-generation-webui/models//qwen2-7b-instruct-q5_k_m.gguf\n",
            "\n",
            "Status Legend:\n",
            "(OK):download completed.\n",
            "/content/text-generation-webui\n",
            "\u001b[2;36m07:20:21-101216\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m Starting Text generation web UI                                            \n",
            "\u001b[2;36m07:20:21-466986\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m Loading \u001b[32m\"qwen2-7b-instruct-q5_k_m.gguf\"\u001b[0m                                    \n",
            "\u001b[2;36m07:20:21-987915\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m llama.cpp weights detected: \u001b[32m\"models/qwen2-7b-instruct-q5_k_m.gguf\"\u001b[0m         \n",
            "llama_model_loader: loaded meta data with 26 key-value pairs and 339 tensors from models/qwen2-7b-instruct-q5_k_m.gguf (version GGUF V3 (latest))\n",
            "llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.\n",
            "llama_model_loader: - kv   0:                       general.architecture str              = qwen2\n",
            "llama_model_loader: - kv   1:                               general.name str              = qwen2-7b-instruct\n",
            "llama_model_loader: - kv   2:                          qwen2.block_count u32              = 28\n",
            "llama_model_loader: - kv   3:                       qwen2.context_length u32              = 32768\n",
            "llama_model_loader: - kv   4:                     qwen2.embedding_length u32              = 3584\n",
            "llama_model_loader: - kv   5:                  qwen2.feed_forward_length u32              = 18944\n",
            "llama_model_loader: - kv   6:                 qwen2.attention.head_count u32              = 28\n",
            "llama_model_loader: - kv   7:              qwen2.attention.head_count_kv u32              = 4\n",
            "llama_model_loader: - kv   8:                       qwen2.rope.freq_base f32              = 1000000.000000\n",
            "llama_model_loader: - kv   9:     qwen2.attention.layer_norm_rms_epsilon f32              = 0.000001\n",
            "llama_model_loader: - kv  10:                          general.file_type u32              = 17\n",
            "llama_model_loader: - kv  11:                       tokenizer.ggml.model str              = gpt2\n",
            "llama_model_loader: - kv  12:                         tokenizer.ggml.pre str              = qwen2\n",
            "llama_model_loader: - kv  13:                      tokenizer.ggml.tokens arr[str,152064]  = [\"!\", \"\\\"\", \"#\", \"$\", \"%\", \"&\", \"'\", ...\n",
            "llama_model_loader: - kv  14:                  tokenizer.ggml.token_type arr[i32,152064]  = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...\n",
            "llama_model_loader: - kv  15:                      tokenizer.ggml.merges arr[str,151387]  = [\"Ġ Ġ\", \"ĠĠ ĠĠ\", \"i n\", \"Ġ t\",...\n",
            "llama_model_loader: - kv  16:                tokenizer.ggml.eos_token_id u32              = 151645\n",
            "llama_model_loader: - kv  17:            tokenizer.ggml.padding_token_id u32              = 151643\n",
            "llama_model_loader: - kv  18:                tokenizer.ggml.bos_token_id u32              = 151643\n",
            "llama_model_loader: - kv  19:                    tokenizer.chat_template str              = {% for message in messages %}{% if lo...\n",
            "llama_model_loader: - kv  20:               tokenizer.ggml.add_bos_token bool             = false\n",
            "llama_model_loader: - kv  21:               general.quantization_version u32              = 2\n",
            "llama_model_loader: - kv  22:                      quantize.imatrix.file str              = ../Qwen2/gguf/qwen2-7b-imatrix/imatri...\n",
            "llama_model_loader: - kv  23:                   quantize.imatrix.dataset str              = ../sft_2406.txt\n",
            "llama_model_loader: - kv  24:             quantize.imatrix.entries_count i32              = 196\n",
            "llama_model_loader: - kv  25:              quantize.imatrix.chunks_count i32              = 1937\n",
            "llama_model_loader: - type  f32:  141 tensors\n",
            "llama_model_loader: - type q5_K:  169 tensors\n",
            "llama_model_loader: - type q6_K:   29 tensors\n",
            "llm_load_vocab: special tokens definition check successful ( 421/152064 ).\n",
            "llm_load_print_meta: format           = GGUF V3 (latest)\n",
            "llm_load_print_meta: arch             = qwen2\n",
            "llm_load_print_meta: vocab type       = BPE\n",
            "llm_load_print_meta: n_vocab          = 152064\n",
            "llm_load_print_meta: n_merges         = 151387\n",
            "llm_load_print_meta: n_ctx_train      = 32768\n",
            "llm_load_print_meta: n_embd           = 3584\n",
            "llm_load_print_meta: n_head           = 28\n",
            "llm_load_print_meta: n_head_kv        = 4\n",
            "llm_load_print_meta: n_layer          = 28\n",
            "llm_load_print_meta: n_rot            = 128\n",
            "llm_load_print_meta: n_embd_head_k    = 128\n",
            "llm_load_print_meta: n_embd_head_v    = 128\n",
            "llm_load_print_meta: n_gqa            = 7\n",
            "llm_load_print_meta: n_embd_k_gqa     = 512\n",
            "llm_load_print_meta: n_embd_v_gqa     = 512\n",
            "llm_load_print_meta: f_norm_eps       = 0.0e+00\n",
            "llm_load_print_meta: f_norm_rms_eps   = 1.0e-06\n",
            "llm_load_print_meta: f_clamp_kqv      = 0.0e+00\n",
            "llm_load_print_meta: f_max_alibi_bias = 0.0e+00\n",
            "llm_load_print_meta: f_logit_scale    = 0.0e+00\n",
            "llm_load_print_meta: n_ff             = 18944\n",
            "llm_load_print_meta: n_expert         = 0\n",
            "llm_load_print_meta: n_expert_used    = 0\n",
            "llm_load_print_meta: causal attn      = 1\n",
            "llm_load_print_meta: pooling type     = 0\n",
            "llm_load_print_meta: rope type        = 2\n",
            "llm_load_print_meta: rope scaling     = linear\n",
            "llm_load_print_meta: freq_base_train  = 1000000.0\n",
            "llm_load_print_meta: freq_scale_train = 1\n",
            "llm_load_print_meta: n_yarn_orig_ctx  = 32768\n",
            "llm_load_print_meta: rope_finetuned   = unknown\n",
            "llm_load_print_meta: ssm_d_conv       = 0\n",
            "llm_load_print_meta: ssm_d_inner      = 0\n",
            "llm_load_print_meta: ssm_d_state      = 0\n",
            "llm_load_print_meta: ssm_dt_rank      = 0\n",
            "llm_load_print_meta: model type       = ?B\n",
            "llm_load_print_meta: model ftype      = Q5_K - Medium\n",
            "llm_load_print_meta: model params     = 7.62 B\n",
            "llm_load_print_meta: model size       = 5.07 GiB (5.71 BPW) \n",
            "llm_load_print_meta: general.name     = qwen2-7b-instruct\n",
            "llm_load_print_meta: BOS token        = 151643 '<|endoftext|>'\n",
            "llm_load_print_meta: EOS token        = 151645 '<|im_end|>'\n",
            "llm_load_print_meta: PAD token        = 151643 '<|endoftext|>'\n",
            "llm_load_print_meta: LF token         = 148848 'ÄĬ'\n",
            "llm_load_print_meta: EOT token        = 151645 '<|im_end|>'\n",
            "ggml_cuda_init: GGML_CUDA_FORCE_MMQ:   yes\n",
            "ggml_cuda_init: CUDA_USE_TENSOR_CORES: no\n",
            "ggml_cuda_init: found 1 CUDA devices:\n",
            "  Device 0: Tesla T4, compute capability 7.5, VMM: yes\n",
            "llm_load_tensors: ggml ctx size =    0.32 MiB\n",
            "llm_load_tensors: offloading 28 repeating layers to GPU\n",
            "llm_load_tensors: offloading non-repeating layers to GPU\n",
            "llm_load_tensors: offloaded 29/29 layers to GPU\n",
            "llm_load_tensors:        CPU buffer size =   357.33 MiB\n",
            "llm_load_tensors:      CUDA0 buffer size =  4829.59 MiB\n",
            ".......................................................................................\n",
            "llama_new_context_with_model: n_ctx      = 32768\n",
            "llama_new_context_with_model: n_batch    = 512\n",
            "llama_new_context_with_model: n_ubatch   = 512\n",
            "llama_new_context_with_model: flash_attn = 1\n",
            "llama_new_context_with_model: freq_base  = 1000000.0\n",
            "llama_new_context_with_model: freq_scale = 1\n",
            "llama_kv_cache_init:      CUDA0 KV buffer size =  1792.00 MiB\n",
            "llama_new_context_with_model: KV self size  = 1792.00 MiB, K (f16):  896.00 MiB, V (f16):  896.00 MiB\n",
            "llama_new_context_with_model:  CUDA_Host  output buffer size =     0.58 MiB\n",
            "llama_new_context_with_model:      CUDA0 compute buffer size =   304.00 MiB\n",
            "llama_new_context_with_model:  CUDA_Host compute buffer size =    71.01 MiB\n",
            "llama_new_context_with_model: graph nodes  = 875\n",
            "llama_new_context_with_model: graph splits = 2\n",
            "AVX = 1 | AVX_VNNI = 0 | AVX2 = 1 | AVX512 = 0 | AVX512_VBMI = 0 | AVX512_VNNI = 0 | FMA = 1 | NEON = 0 | ARM_FMA = 0 | F16C = 1 | FP16_VA = 0 | WASM_SIMD = 0 | BLAS = 1 | SSE3 = 1 | SSSE3 = 1 | VSX = 0 | MATMUL_INT8 = 0 | LLAMAFILE = 1 | \n",
            "Model metadata: {'quantize.imatrix.entries_count': '196', 'quantize.imatrix.dataset': '../sft_2406.txt', 'quantize.imatrix.chunks_count': '1937', 'quantize.imatrix.file': '../Qwen2/gguf/qwen2-7b-imatrix/imatrix.dat', 'tokenizer.ggml.add_bos_token': 'false', 'tokenizer.ggml.bos_token_id': '151643', 'general.architecture': 'qwen2', 'qwen2.block_count': '28', 'qwen2.context_length': '32768', 'tokenizer.chat_template': \"{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\\n' + message['content'] + '<|im_end|>' + '\\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\\n' }}{% endif %}\", 'qwen2.attention.head_count_kv': '4', 'tokenizer.ggml.padding_token_id': '151643', 'qwen2.embedding_length': '3584', 'qwen2.attention.layer_norm_rms_epsilon': '0.000001', 'qwen2.attention.head_count': '28', 'tokenizer.ggml.eos_token_id': '151645', 'qwen2.rope.freq_base': '1000000.000000', 'general.file_type': '17', 'general.quantization_version': '2', 'qwen2.feed_forward_length': '18944', 'tokenizer.ggml.model': 'gpt2', 'general.name': 'qwen2-7b-instruct', 'tokenizer.ggml.pre': 'qwen2'}\n",
            "Available chat formats from metadata: chat_template.default\n",
            "Using gguf chat template: {% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\n",
            "You are a helpful assistant.<|im_end|>\n",
            "' }}{% endif %}{{'<|im_start|>' + message['role'] + '\n",
            "' + message['content'] + '<|im_end|>' + '\n",
            "'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n",
            "' }}{% endif %}\n",
            "Using chat eos_token: <|im_end|>\n",
            "Using chat bos_token: <|endoftext|>\n",
            "\u001b[2;36m07:20:36-581028\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m Loaded \u001b[32m\"qwen2-7b-instruct-q5_k_m.gguf\"\u001b[0m in \u001b[1;36m15.11\u001b[0m seconds.                   \n",
            "\u001b[2;36m07:20:36-582415\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m LOADER: \u001b[32m\"llama.cpp\"\u001b[0m                                                        \n",
            "\u001b[2;36m07:20:36-584155\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m TRUNCATION LENGTH: \u001b[1;36m32768\u001b[0m                                                   \n",
            "\u001b[2;36m07:20:36-585267\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m INSTRUCTION TEMPLATE: \u001b[32m\"Custom \u001b[0m\u001b[32m(\u001b[0m\u001b[32mobtained from model metadata\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\"\u001b[0m              \n",
            "\n",
            "Running on local URL:  http://127.0.0.1:7860\n",
            "\n",
            "Running on public URL: https://9c715ffd11ed0dd997.gradio.live\n",
            "\n",
            "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n",
            "\n",
            "llama_print_timings:        load time =     531.34 ms\n",
            "llama_print_timings:      sample time =    1084.15 ms /    90 runs   (   12.05 ms per token,    83.01 tokens per second)\n",
            "llama_print_timings: prompt eval time =     528.45 ms /    35 tokens (   15.10 ms per token,    66.23 tokens per second)\n",
            "llama_print_timings:        eval time =    2216.45 ms /    89 runs   (   24.90 ms per token,    40.15 tokens per second)\n",
            "llama_print_timings:       total time =    5768.35 ms /   124 tokens\n",
            "Output generated in 6.33 seconds (14.07 tokens/s, 89 tokens, context 56, seed 1264517831)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =     531.34 ms\n",
            "llama_print_timings:      sample time =    1272.83 ms /   121 runs   (   10.52 ms per token,    95.06 tokens per second)\n",
            "llama_print_timings: prompt eval time =     262.44 ms /    29 tokens (    9.05 ms per token,   110.50 tokens per second)\n",
            "llama_print_timings:        eval time =    2931.30 ms /   120 runs   (   24.43 ms per token,    40.94 tokens per second)\n",
            "llama_print_timings:       total time =    6282.11 ms /   149 tokens\n",
            "Output generated in 6.89 seconds (17.41 tokens/s, 120 tokens, context 190, seed 1419119757)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =     531.34 ms\n",
            "llama_print_timings:      sample time =     114.49 ms /    11 runs   (   10.41 ms per token,    96.08 tokens per second)\n",
            "llama_print_timings: prompt eval time =     284.81 ms /    31 tokens (    9.19 ms per token,   108.85 tokens per second)\n",
            "llama_print_timings:        eval time =     245.49 ms /    10 runs   (   24.55 ms per token,    40.74 tokens per second)\n",
            "llama_print_timings:       total time =     802.32 ms /    41 tokens\n",
            "Output generated in 1.40 seconds (7.16 tokens/s, 10 tokens, context 357, seed 2024949621)\n"
          ]
        }
      ],
      "source": [
        "%cd /content\n",
        "!apt-get -y install -qq aria2\n",
        "\n",
        "!git clone -b V20240619 https://github.com/Troyanovsky/text-generation-webui\n",
        "%cd /content/text-generation-webui\n",
        "!pip install -r requirements.txt\n",
        "!pip install -U gradio==4.26.0\n",
        "\n",
        "!pip uninstall -y llama-cpp-python -y\n",
        "!CMAKE_ARGS=\"-DLLAMA_CUDA=on\" FORCE_CMAKE=1 pip install llama-cpp-python --no-cache-dir\n",
        "\n",
        "!pip uninstall flash-attn -y\n",
        "!pip install --no-build-isolation flash-attn==2.5.6\n",
        "\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/Qwen/Qwen2-7B-Instruct-GGUF/resolve/main/qwen2-7b-instruct-q5_k_m.gguf?download=true -d /content/text-generation-webui/models/ -o qwen2-7b-instruct-q5_k_m.gguf\n",
        "\n",
        "%cd /content/text-generation-webui\n",
        "!python server.py --share --n-gpu-layers 100000 --model qwen2-7b-instruct-q5_k_m.gguf --flash-attn"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMWSL8J/g6fpGvcjXMDh0bw",
      "include_colab_link": true
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}