starchat_beta_GPTQ.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/blob/main/starchat_beta_GPTQ.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ua-Bw1MB0o-3"
      },
      "source": [
        "## starchat-beta-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:\n",
        "\n",
        "```\n",
        "<|system|> system message goes here <|end|>\n",
        "<|user|> prompt goes here <|end|>\n",
        "<|assistant|>\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "sPCHGYIYG0Ns",
        "outputId": "523baefa-1c41-4c5e-b4b6-19a56ee1123f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n",
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            "Cloning into 'text-generation-webui'...\n",
            "remote: Enumerating objects: 8809, done.\u001b[K\n",
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            "Note: switching to '22d455b0728480e9bf7ff72f1b246e12899fd891'.\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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            "  Created wheel for peft: filename=peft-0.4.0.dev0-py3-none-any.whl size=61146 sha256=c3ed3a1b247322195cb8664dfc0631ce150d7277e706f3efdc293a1be4b40c95\n",
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            "  Created wheel for ffmpy: filename=ffmpy-0.3.0-py3-none-any.whl size=4694 sha256=1bdc72113dd5ec392b68b14c46d3ddabe299fe10757f0018e52c17c9fcb132a5\n",
            "  Stored in directory: /root/.cache/pip/wheels/0c/c2/0e/3b9c6845c6a4e35beb90910cc70d9ac9ab5d47402bd62af0df\n",
            "Successfully built llama-cpp-python peft ffmpy\n",
            "Installing collected packages: tokenizers, sentencepiece, safetensors, pydub, pulp, ffmpy, bitsandbytes, xxhash, websockets, uc-micro-py, semantic-version, rouge, python-multipart, Pillow, orjson, markdown-it-py, h11, einops, diskcache, dill, colorama, aiofiles, uvicorn, starlette, multiprocess, mdit-py-plugins, llama-cpp-python, linkify-it-py, huggingface-hub, httpcore, transformers, httpx, fastapi, gradio_client, datasets, gradio, accelerate, peft, flexgen, exllama, auto-gptq\n",
            "  Attempting uninstall: Pillow\n",
            "    Found existing installation: Pillow 8.4.0\n",
            "    Uninstalling Pillow-8.4.0:\n",
            "      Successfully uninstalled Pillow-8.4.0\n",
            "  Attempting uninstall: markdown-it-py\n",
            "    Found existing installation: markdown-it-py 3.0.0\n",
            "    Uninstalling markdown-it-py-3.0.0:\n",
            "      Successfully uninstalled markdown-it-py-3.0.0\n",
            "Successfully installed Pillow-10.0.0 accelerate-0.20.3 aiofiles-23.1.0 auto-gptq-0.2.2+cu117 bitsandbytes-0.39.1 colorama-0.4.6 datasets-2.13.1 dill-0.3.6 diskcache-5.6.1 einops-0.6.1 exllama-0.0.3+cu117 fastapi-0.99.1 ffmpy-0.3.0 flexgen-0.1.7 gradio-3.33.1 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-0.1.64 markdown-it-py-2.2.0 mdit-py-plugins-0.3.3 multiprocess-0.70.14 orjson-3.9.1 peft-0.4.0.dev0 pulp-2.7.0 pydub-0.25.1 python-multipart-0.0.6 rouge-1.0.1 safetensors-0.3.1 semantic-version-2.10.0 sentencepiece-0.1.99 starlette-0.27.0 tokenizers-0.13.3 transformers-4.30.2 uc-micro-py-1.0.2 uvicorn-0.22.0 websockets-11.0.3 xxhash-3.2.0\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "PIL"
                ]
              }
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "Installing collected packages: gradio\n",
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            "  Building wheel for auto-gptq (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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            "Successfully built auto-gptq\n",
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            "/content/text-generation-webui\n",
            "2023-07-04 04:05:12 WARNING:\u001b[33mThe gradio \"share link\" feature uses a proprietary executable to create a reverse tunnel. Use it with care.\u001b[0m\n",
            "2023-07-04 04:05:14.381274: 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",
            "2023-07-04 04:05:18 INFO:\u001b[32mLoading starchat-beta-GPTQ...\u001b[0m\n",
            "2023-07-04 04:05:18 INFO:\u001b[32mThe AutoGPTQ params are: {'model_basename': 'gptq_model-4bit--1g', 'device': 'cuda:0', 'use_triton': False, 'inject_fused_attention': True, 'inject_fused_mlp': True, 'use_safetensors': True, 'trust_remote_code': False, 'max_memory': None, 'quantize_config': None, 'use_cuda_fp16': True}\u001b[0m\n",
            "2023-07-04 04:05:22 WARNING:\u001b[33mThe safetensors archive passed at models/starchat-beta-GPTQ/gptq_model-4bit--1g.safetensors does not contain metadata. Make sure to save your model with the `save_pretrained` method. Defaulting to 'pt' metadata.\u001b[0m\n",
            "2023-07-04 04:06:12 WARNING:\u001b[33mGPTBigCodeGPTQForCausalLM hasn't fused attention module yet, will skip inject fused attention.\u001b[0m\n",
            "2023-07-04 04:06:12 WARNING:\u001b[33mGPTBigCodeGPTQForCausalLM hasn't fused mlp module yet, will skip inject fused mlp.\u001b[0m\n",
            "2023-07-04 04:06:13 INFO:\u001b[32mLoaded the model in 54.84 seconds.\n",
            "\u001b[0m\n",
            "2023-07-04 04:06:13 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://4cbb386da29041b9c2.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 66.84 seconds (3.71 tokens/s, 248 tokens, context 43, seed 1764624699)\n",
            "Output generated in 122.05 seconds (6.63 tokens/s, 809 tokens, context 35, seed 1596825566)\n",
            "Output generated in 87.33 seconds (11.04 tokens/s, 964 tokens, context 39, seed 962894662)\n",
            "Output generated in 23.07 seconds (11.70 tokens/s, 270 tokens, context 37, seed 751375044)\n",
            "Output generated in 80.44 seconds (12.42 tokens/s, 999 tokens, context 40, seed 1193639571)\n",
            "Output generated in 17.08 seconds (6.38 tokens/s, 109 tokens, context 1039, seed 1667985816)\n",
            "Error in sys.excepthook:\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/rich/traceback.py\", line 97, in excepthook\n",
            "    def excepthook(\n",
            "KeyboardInterrupt\n",
            "\n",
            "Original exception was:\n",
            "Traceback (most recent call last):\n",
            "  File \"/content/text-generation-webui/server.py\", line 1037, in <module>\n",
            "    time.sleep(0.5)\n",
            "KeyboardInterrupt\n",
            "Killing tunnel 127.0.0.1:7860 <> https://4cbb386da29041b9c2.gradio.live\n",
            "^C\n"
          ]
        }
      ],
      "source": [
        "%cd /content\n",
        "!apt-get -y install -qq aria2\n",
        "\n",
        "!git clone -b V20230626 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",
        "!pip uninstall -y auto-gptq\n",
        "!pip install auto-gptq\n",
        "\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/added_tokens.json -d /content/text-generation-webui/models/starchat-beta-GPTQ -o added_tokens.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/all_results.json -d /content/text-generation-webui/models/starchat-beta-GPTQ -o all_results.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/config.json -d /content/text-generation-webui/models/starchat-beta-GPTQ -o config.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/dialogue_template.json -d /content/text-generation-webui/models/starchat-beta-GPTQ -o dialogue_template.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/eval_results.json -d /content/text-generation-webui/models/starchat-beta-GPTQ -o eval_results.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/generation_config.json -d /content/text-generation-webui/models/starchat-beta-GPTQ -o generation_config.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/gptq_model-4bit--1g.safetensors -d /content/text-generation-webui/models/starchat-beta-GPTQ -o gptq_model-4bit--1g.safetensors\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/handler.py -d /content/text-generation-webui/models/starchat-beta-GPTQ -o handler.py\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/quantize_config.json -d /content/text-generation-webui/models/starchat-beta-GPTQ -o quantize_config.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/special_tokens_map.json -d /content/text-generation-webui/models/starchat-beta-GPTQ -o special_tokens_map.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/tokenizer.json -d /content/text-generation-webui/models/starchat-beta-GPTQ -o tokenizer.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/tokenizer_config.json -d /content/text-generation-webui/models/starchat-beta-GPTQ -o tokenizer_config.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/train_results.json -d /content/text-generation-webui/models/starchat-beta-GPTQ -o train_results.json\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/starchat-beta-GPTQ/resolve/main/vocab.json -d /content/text-generation-webui/models\n",
        "\n",
        "%cd /content/text-generation-webui\n",
        "!python server.py --share --chat --loader AutoGPTQ"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyOWcu9Whn8XO4qPGlXpzUB/",
      "include_colab_link": true
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}