WizardLM_Uncensored_Falcon_7B_GPTQ.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "authorship_tag": "ABX9TyOi/cksgSEa2VMIanD0KEdx",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
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  "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/blob/main/WizardLM_Uncensored_Falcon_7B_GPTQ.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## WizardLM-Uncensored-Falcon-7B-GPTQ WebUI\n",
        "1. Run the following cell, takes ~5 min\n",
        "2. Click the gradio link at the bottom\n",
        "3. In Chat settings - Instruction Template: choose WizardLM"
      ],
      "metadata": {
        "id": "Jwq-CEw288fW"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "y2gvBgVU9x3G",
        "outputId": "8a823656-fbf3-4e3f-bbca-23a631fa8000"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "\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",
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            "Installing collected packages: tokenizers, sentencepiece, safetensors, pydub, pulp, ffmpy, bitsandbytes, xxhash, websockets, uc-micro-py, semantic-version, python-multipart, Pillow, orjson, multidict, llama-cpp-python, h11, frozenlist, einops, dill, colorama, async-timeout, aiofiles, yarl, uvicorn, starlette, responses, multiprocess, mdit-py-plugins, linkify-it-py, huggingface-hub, httpcore, aiosignal, transformers, httpx, fastapi, aiohttp, gradio_client, gradio, datasets, accelerate, peft, flexgen\n",
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            "Successfully installed Pillow-9.5.0 accelerate-0.20.0.dev0 aiofiles-23.1.0 aiohttp-3.8.4 aiosignal-1.3.1 async-timeout-4.0.2 bitsandbytes-0.39.0 colorama-0.4.6 datasets-2.12.0 dill-0.3.6 einops-0.6.1 fastapi-0.95.2 ffmpy-0.3.0 flexgen-0.1.7 frozenlist-1.3.3 gradio-3.31.0 gradio_client-0.2.5 h11-0.14.0 httpcore-0.17.2 httpx-0.24.1 huggingface-hub-0.15.1 linkify-it-py-2.0.2 llama-cpp-python-0.1.56 mdit-py-plugins-0.3.3 multidict-6.0.4 multiprocess-0.70.14 orjson-3.9.0 peft-0.4.0.dev0 pulp-2.7.0 pydub-0.25.1 python-multipart-0.0.6 responses-0.18.0 safetensors-0.3.1 semantic-version-2.10.0 sentencepiece-0.1.99 starlette-0.27.0 tokenizers-0.13.3 transformers-4.30.0.dev0 uc-micro-py-1.0.2 uvicorn-0.22.0 websockets-11.0.3 xxhash-3.2.0 yarl-1.9.2\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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              "pip_warning": {
                "packages": [
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          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting gradio==3.32.0\n",
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            "  Attempting uninstall: gradio\n",
            "    Found existing installation: gradio 3.31.0\n",
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            "/content/text-generation-webui/repositories\n",
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            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "/content/text-generation-webui\n",
            "WARNING:\u001b[33mtrust_remote_code is enabled. This is dangerous.\u001b[0m\n",
            "WARNING:\u001b[33mThe gradio \"share link\" feature uses a proprietary executable to create a reverse tunnel. Use it with care.\u001b[0m\n",
            "2023-06-02 06:40:19.524184: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "bin /usr/local/lib/python3.10/dist-packages/bitsandbytes/libbitsandbytes_cuda118.so\n",
            "INFO:\u001b[32mLoading WizardLM-Uncensored-Falcon-7B-GPTQ...\u001b[0m\n",
            "WARNING:\u001b[33mThe AutoGPTQ params are: {'model_basename': 'gptq_model-4bit-64g', 'device': 'cuda:0', 'use_triton': False, 'use_safetensors': True, 'trust_remote_code': True, 'max_memory': None}\u001b[0m\n",
            "WARNING:\u001b[33mThe safetensors archive passed at models/WizardLM-Uncensored-Falcon-7B-GPTQ/gptq_model-4bit-64g.safetensors does not contain metadata. Make sure to save your model with the `save_pretrained` method. Defaulting to 'pt' metadata.\u001b[0m\n",
            "WARNING:\u001b[33mcan't get model's sequence length from model config, will set to 4096.\u001b[0m\n",
            "WARNING:\u001b[33mRWGPTQForCausalLM hasn't fused attention module yet, will skip inject fused attention.\u001b[0m\n",
            "WARNING:\u001b[33mRWGPTQForCausalLM hasn't fused mlp module yet, will skip inject fused mlp.\u001b[0m\n",
            "INFO:\u001b[32mLoaded the model in 36.03 seconds.\n",
            "\u001b[0m\n",
            "INFO:\u001b[32mLoading the extension \"gallery\"...\u001b[0m\n",
            "Running on local URL:  http://127.0.0.1:7860\n",
            "Running on public URL: https://6245e9261acb730625.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",
            "Output generated in 150.57 seconds (1.16 tokens/s, 174 tokens, context 7, seed 1896159560)\n",
            "Output generated in 15.06 seconds (1.20 tokens/s, 18 tokens, context 27, seed 173472643)\n",
            "Output generated in 49.90 seconds (1.16 tokens/s, 58 tokens, context 70, seed 870027672)\n",
            "Output generated in 178.03 seconds (1.12 tokens/s, 199 tokens, context 54, seed 1529942359)\n",
            "Output generated in 130.71 seconds (0.96 tokens/s, 125 tokens, context 253, seed 2025014734)\n",
            "Output generated in 22.97 seconds (1.18 tokens/s, 27 tokens, context 49, seed 1816871887)\n",
            "Output generated in 11.32 seconds (1.15 tokens/s, 13 tokens, context 44, seed 1426662944)\n",
            "Output generated in 9.01 seconds (1.11 tokens/s, 10 tokens, context 35, seed 449550004)\n",
            "Output generated in 2.49 seconds (0.80 tokens/s, 2 tokens, context 42, seed 1339948099)\n",
            "Output generated in 2.35 seconds (0.85 tokens/s, 2 tokens, context 26, seed 1800297334)\n",
            "Output generated in 28.68 seconds (1.19 tokens/s, 34 tokens, context 14, seed 1155502707)\n",
            "Output generated in 9.68 seconds (1.14 tokens/s, 11 tokens, context 49, seed 455939626)\n",
            "Output generated in 7.97 seconds (1.13 tokens/s, 9 tokens, context 21, seed 1662313921)\n",
            "Output generated in 12.70 seconds (1.02 tokens/s, 13 tokens, context 171, seed 467147652)\n",
            "Output generated in 48.31 seconds (0.93 tokens/s, 45 tokens, context 285, seed 1956378177)\n",
            "Output generated in 47.14 seconds (1.21 tokens/s, 57 tokens, context 12, seed 1888717772)\n",
            "Output generated in 37.40 seconds (1.18 tokens/s, 44 tokens, context 79, seed 343145212)\n"
          ]
        }
      ],
      "source": [
        "%cd /content\n",
        "!apt-get -y install -qq aria2\n",
        "\n",
        "!git clone -b V1.1 https://github.com/Troyanovsky/text-generation-webui\n",
        "%cd /content/text-generation-webui\n",
        "!pip install -r requirements.txt\n",
        "!pip install -U gradio==3.32.0\n",
        "\n",
        "!mkdir /content/text-generation-webui/repositories\n",
        "%cd /content/text-generation-webui/repositories\n",
        "!git clone https://github.com/PanQiWei/AutoGPTQ\n",
        "%cd AutoGPTQ\n",
        "!pip install .\n",
        "!pip install einops\n",
        "\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/WizardLM-Uncensored-Falcon-7B-GPTQ/resolve/main/config.json -d /content/text-generation-webui/models/WizardLM-Uncensored-Falcon-7B-GPTQ -o config.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/WizardLM-Uncensored-Falcon-7B-GPTQ/resolve/main/generation_config.json -d /content/text-generation-webui/models/WizardLM-Uncensored-Falcon-7B-GPTQ -o generation_config.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/WizardLM-Uncensored-Falcon-7B-GPTQ/resolve/main/special_tokens_map.json -d /content/text-generation-webui/models/WizardLM-Uncensored-Falcon-7B-GPTQ -o special_tokens_map.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/WizardLM-Uncensored-Falcon-7B-GPTQ/resolve/main/configuration_RW.py -d /content/text-generation-webui/models/WizardLM-Uncensored-Falcon-7B-GPTQ -o configuration_RW.py\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/WizardLM-Uncensored-Falcon-7B-GPTQ/resolve/main/gptq_model-4bit-64g.safetensors -d /content/text-generation-webui/models/WizardLM-Uncensored-Falcon-7B-GPTQ -o gptq_model-4bit-64g.safetensors\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/WizardLM-Uncensored-Falcon-7B-GPTQ/resolve/main/modelling_RW.py -d /content/text-generation-webui/models/WizardLM-Uncensored-Falcon-7B-GPTQ -o modelling_RW.py\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/WizardLM-Uncensored-Falcon-7B-GPTQ/resolve/main/quantize_config.json -d /content/text-generation-webui/models/WizardLM-Uncensored-Falcon-7B-GPTQ -o quantize_config.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/WizardLM-Uncensored-Falcon-7B-GPTQ/resolve/main/tokenizer.json -d /content/text-generation-webui/models/WizardLM-Uncensored-Falcon-7B-GPTQ -o tokenizer.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/WizardLM-Uncensored-Falcon-7B-GPTQ/resolve/main/tokenizer_config.json -d /content/text-generation-webui/models/WizardLM-Uncensored-Falcon-7B-GPTQ -o tokenizer_config.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/WizardLM-Uncensored-Falcon-7B-GPTQ/resolve/main/zero_to_fp32.py -d /content/text-generation-webui/models/WizardLM-Uncensored-Falcon-7B-GPTQ -o zero_to_fp32.py\n",
        "\n",
        "%cd /content/text-generation-webui\n",
        "!python server.py --share --chat --autogptq --trust-remote-code"
      ]
    }
  ]
}