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{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qe77im_2YudR",
        "outputId": "9a8f474b-4c29-463e-c36a-25e1e028c4b8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Wed Mar 22 03:47:25 2023       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 525.85.12    Driver Version: 525.85.12    CUDA Version: 12.0     |\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   43C    P0    26W /  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"
          ]
        }
      ],
      "source": [
        "!nvidia-smi"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "![[ -d /content/simple-llama-finetuner ]] \\\n",
        "  || git clone https://github.com/lxe/simple-llama-finetuner.git /content/simple-llama-finetuner\n",
        "!cd /content/simple-llama-finetuner && git pull && pip install -r requirements.txt"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3PM_DilAZD8T",
        "outputId": "83c6ff7e-518f-4ceb-ac9d-df22660f5ce5"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Already up to date.\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting git+https://github.com/huggingface/transformers.git (from -r requirements.txt (line 4))\n",
            "  Cloning https://github.com/huggingface/transformers.git to /tmp/pip-req-build-uhmp_y8i\n",
            "  Running command git clone --filter=blob:none --quiet https://github.com/huggingface/transformers.git /tmp/pip-req-build-uhmp_y8i\n",
            "  Resolved https://github.com/huggingface/transformers.git to commit 0dcb46e7a4a9e587ba84ff35778ab4233a184c11\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "Collecting git+https://github.com/huggingface/peft.git (from -r requirements.txt (line 7))\n",
            "  Cloning https://github.com/huggingface/peft.git to /tmp/pip-req-build-ieyxkty1\n",
            "  Running command git clone --filter=blob:none --quiet https://github.com/huggingface/peft.git /tmp/pip-req-build-ieyxkty1\n",
            "  Resolved https://github.com/huggingface/peft.git to commit 13e53fc7ee5d89d59b16523051006dddf0fb7a49\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: datasets in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 1)) (2.10.1)\n",
            "Requirement already satisfied: loralib in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 2)) (0.1.1)\n",
            "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 3)) (0.1.97)\n",
            "Requirement already satisfied: accelerate in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 5)) (0.17.1)\n",
            "Requirement already satisfied: bitsandbytes in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 6)) (0.37.2)\n",
            "Requirement already satisfied: gradio in /usr/local/lib/python3.9/dist-packages (from -r requirements.txt (line 8)) (3.23.0)\n",
            "Requirement already satisfied: tqdm>=4.62.1 in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (4.65.0)\n",
            "Requirement already satisfied: xxhash in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (3.2.0)\n",
            "Requirement already satisfied: aiohttp in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (3.8.4)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (23.0)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (1.22.4)\n",
            "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (2.27.1)\n",
            "Requirement already satisfied: fsspec[http]>=2021.11.1 in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (2023.3.0)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (1.4.4)\n",
            "Requirement already satisfied: huggingface-hub<1.0.0,>=0.2.0 in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (0.13.3)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (6.0)\n",
            "Requirement already satisfied: multiprocess in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (0.70.14)\n",
            "Requirement already satisfied: pyarrow>=6.0.0 in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (9.0.0)\n",
            "Requirement already satisfied: responses<0.19 in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (0.18.0)\n",
            "Requirement already satisfied: dill<0.3.7,>=0.3.0 in /usr/local/lib/python3.9/dist-packages (from datasets->-r requirements.txt (line 1)) (0.3.6)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.9/dist-packages (from transformers==4.28.0.dev0->-r requirements.txt (line 4)) (2022.10.31)\n",
            "Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /usr/local/lib/python3.9/dist-packages (from transformers==4.28.0.dev0->-r requirements.txt (line 4)) (0.13.2)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.9/dist-packages (from transformers==4.28.0.dev0->-r requirements.txt (line 4)) (3.10.0)\n",
            "Requirement already satisfied: psutil in /usr/local/lib/python3.9/dist-packages (from accelerate->-r requirements.txt (line 5)) (5.9.4)\n",
            "Requirement already satisfied: torch>=1.4.0 in /usr/local/lib/python3.9/dist-packages (from accelerate->-r requirements.txt (line 5)) (1.13.1+cu116)\n",
            "Requirement already satisfied: orjson in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (3.8.8)\n",
            "Requirement already satisfied: markupsafe in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (2.1.2)\n",
            "Requirement already satisfied: fastapi in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (0.95.0)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (3.1.2)\n",
            "Requirement already satisfied: pydub in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (0.25.1)\n",
            "Requirement already satisfied: mdit-py-plugins<=0.3.3 in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (0.3.3)\n",
            "Requirement already satisfied: uvicorn in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (0.21.1)\n",
            "Requirement already satisfied: pillow in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (8.4.0)\n",
            "Requirement already satisfied: semantic-version in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (2.10.0)\n",
            "Requirement already satisfied: markdown-it-py[linkify]>=2.0.0 in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (2.2.0)\n",
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (3.7.1)\n",
            "Requirement already satisfied: websockets>=10.0 in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (10.4)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (4.5.0)\n",
            "Requirement already satisfied: pydantic in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (1.10.6)\n",
            "Requirement already satisfied: aiofiles in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (23.1.0)\n",
            "Requirement already satisfied: ffmpy in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (0.3.0)\n",
            "Requirement already satisfied: altair>=4.2.0 in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (4.2.2)\n",
            "Requirement already satisfied: httpx in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (0.23.3)\n",
            "Requirement already satisfied: python-multipart in /usr/local/lib/python3.9/dist-packages (from gradio->-r requirements.txt (line 8)) (0.0.6)\n",
            "Requirement already satisfied: jsonschema>=3.0 in /usr/local/lib/python3.9/dist-packages (from altair>=4.2.0->gradio->-r requirements.txt (line 8)) (4.3.3)\n",
            "Requirement already satisfied: entrypoints in /usr/local/lib/python3.9/dist-packages (from altair>=4.2.0->gradio->-r requirements.txt (line 8)) (0.4)\n",
            "Requirement already satisfied: toolz in /usr/local/lib/python3.9/dist-packages (from altair>=4.2.0->gradio->-r requirements.txt (line 8)) (0.12.0)\n",
            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.9/dist-packages (from aiohttp->datasets->-r requirements.txt (line 1)) (6.0.4)\n",
            "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.9/dist-packages (from aiohttp->datasets->-r requirements.txt (line 1)) (1.8.2)\n",
            "Requirement already satisfied: charset-normalizer<4.0,>=2.0 in /usr/local/lib/python3.9/dist-packages (from aiohttp->datasets->-r requirements.txt (line 1)) (2.0.12)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.9/dist-packages (from aiohttp->datasets->-r requirements.txt (line 1)) (1.3.3)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.9/dist-packages (from aiohttp->datasets->-r requirements.txt (line 1)) (22.2.0)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.9/dist-packages (from aiohttp->datasets->-r requirements.txt (line 1)) (1.3.1)\n",
            "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /usr/local/lib/python3.9/dist-packages (from aiohttp->datasets->-r requirements.txt (line 1)) (4.0.2)\n",
            "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.9/dist-packages (from markdown-it-py[linkify]>=2.0.0->gradio->-r requirements.txt (line 8)) (0.1.2)\n",
            "Requirement already satisfied: linkify-it-py<3,>=1 in /usr/local/lib/python3.9/dist-packages (from markdown-it-py[linkify]>=2.0.0->gradio->-r requirements.txt (line 8)) (2.0.0)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.9/dist-packages (from pandas->datasets->-r requirements.txt (line 1)) (2022.7.1)\n",
            "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.9/dist-packages (from pandas->datasets->-r requirements.txt (line 1)) (2.8.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.9/dist-packages (from requests>=2.19.0->datasets->-r requirements.txt (line 1)) (3.4)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.9/dist-packages (from requests>=2.19.0->datasets->-r requirements.txt (line 1)) (1.26.15)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.9/dist-packages (from requests>=2.19.0->datasets->-r requirements.txt (line 1)) (2022.12.7)\n",
            "Requirement already satisfied: starlette<0.27.0,>=0.26.1 in /usr/local/lib/python3.9/dist-packages (from fastapi->gradio->-r requirements.txt (line 8)) (0.26.1)\n",
            "Requirement already satisfied: rfc3986[idna2008]<2,>=1.3 in /usr/local/lib/python3.9/dist-packages (from httpx->gradio->-r requirements.txt (line 8)) (1.5.0)\n",
            "Requirement already satisfied: sniffio in /usr/local/lib/python3.9/dist-packages (from httpx->gradio->-r requirements.txt (line 8)) (1.3.0)\n",
            "Requirement already satisfied: httpcore<0.17.0,>=0.15.0 in /usr/local/lib/python3.9/dist-packages (from httpx->gradio->-r requirements.txt (line 8)) (0.16.3)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.9/dist-packages (from matplotlib->gradio->-r requirements.txt (line 8)) (3.0.9)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.9/dist-packages (from matplotlib->gradio->-r requirements.txt (line 8)) (0.11.0)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.9/dist-packages (from matplotlib->gradio->-r requirements.txt (line 8)) (1.0.7)\n",
            "Requirement already satisfied: importlib-resources>=3.2.0 in /usr/local/lib/python3.9/dist-packages (from matplotlib->gradio->-r requirements.txt (line 8)) (5.12.0)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.9/dist-packages (from matplotlib->gradio->-r requirements.txt (line 8)) (1.4.4)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.9/dist-packages (from matplotlib->gradio->-r requirements.txt (line 8)) (4.39.2)\n",
            "Requirement already satisfied: h11>=0.8 in /usr/local/lib/python3.9/dist-packages (from uvicorn->gradio->-r requirements.txt (line 8)) (0.14.0)\n",
            "Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.9/dist-packages (from uvicorn->gradio->-r requirements.txt (line 8)) (8.1.3)\n",
            "Requirement already satisfied: anyio<5.0,>=3.0 in /usr/local/lib/python3.9/dist-packages (from httpcore<0.17.0,>=0.15.0->httpx->gradio->-r requirements.txt (line 8)) (3.6.2)\n",
            "Requirement already satisfied: zipp>=3.1.0 in /usr/local/lib/python3.9/dist-packages (from importlib-resources>=3.2.0->matplotlib->gradio->-r requirements.txt (line 8)) (3.15.0)\n",
            "Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /usr/local/lib/python3.9/dist-packages (from jsonschema>=3.0->altair>=4.2.0->gradio->-r requirements.txt (line 8)) (0.19.3)\n",
            "Requirement already satisfied: uc-micro-py in /usr/local/lib/python3.9/dist-packages (from linkify-it-py<3,>=1->markdown-it-py[linkify]>=2.0.0->gradio->-r requirements.txt (line 8)) (1.0.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.9/dist-packages (from python-dateutil>=2.8.1->pandas->datasets->-r requirements.txt (line 1)) (1.16.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!cd /content/simple-llama-finetuner && python main.py --share"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BD693wIzZKUK",
        "outputId": "a392bff4-9a5b-4c8f-ecd1-6751517cd254"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "===================================BUG REPORT===================================\n",
            "Welcome to bitsandbytes. For bug reports, please submit your error trace to: https://github.com/TimDettmers/bitsandbytes/issues\n",
            "================================================================================\n",
            "/usr/local/lib/python3.9/dist-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: /usr/lib64-nvidia did not contain libcudart.so as expected! Searching further paths...\n",
            "  warn(msg)\n",
            "/usr/local/lib/python3.9/dist-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('/sys/fs/cgroup/memory.events /var/colab/cgroup/jupyter-children/memory.events')}\n",
            "  warn(msg)\n",
            "/usr/local/lib/python3.9/dist-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('--listen_host=172.28.0.12 --target_host=172.28.0.12 --tunnel_background_save_url=https'), PosixPath('//colab.research.google.com/tun/m/cc48301118ce562b961b3c22d803539adc1e0c19/gpu-t4-s-ntdfs4nb9znz --tunnel_background_save_delay=10s --tunnel_periodic_background_save_frequency=30m0s --enable_output_coalescing=true --output_coalescing_required=true')}\n",
            "  warn(msg)\n",
            "/usr/local/lib/python3.9/dist-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('/env/python')}\n",
            "  warn(msg)\n",
            "/usr/local/lib/python3.9/dist-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('//ipykernel.pylab.backend_inline'), PosixPath('module')}\n",
            "  warn(msg)\n",
            "CUDA_SETUP: WARNING! libcudart.so not found in any environmental path. Searching /usr/local/cuda/lib64...\n",
            "CUDA SETUP: CUDA runtime path found: /usr/local/cuda/lib64/libcudart.so\n",
            "CUDA SETUP: Highest compute capability among GPUs detected: 7.5\n",
            "CUDA SETUP: Detected CUDA version 118\n",
            "CUDA SETUP: Loading binary /usr/local/lib/python3.9/dist-packages/bitsandbytes/libbitsandbytes_cuda118.so...\n",
            "Running on local URL:  http://127.0.0.1:7860\n",
            "Running on public URL: https://359c9c250f70a2b979.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"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "yhKSDrkKbYkG"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}