Chronos_13B_v2.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/Chronos_13B_v2.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": [
        "## Chronos-13B-v2 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: Alpaca\n",
        "\n",
        "```\n",
        "Below is an instruction that describes a task. Write a response that appropriately completes the request.\n",
        "\n",
        "### Instruction:\n",
        "{prompt}\n",
        "\n",
        "### Response:\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "D-MiHp_bveP6",
        "outputId": "a8156e4d-cadc-4667-ca02-2714dc3ac209"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n",
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            "Cloning into 'text-generation-webui'...\n",
            "remote: Enumerating objects: 9763, done.\u001b[K\n",
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            "Note: switching to 'ebb4f22028316821c3c14ad91b45e01d309f1ff0'.\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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            "  Running command git clone --filter=blob:none --quiet https://github.com/huggingface/peft /tmp/pip-req-build-_r7v3rxx\n",
            "  Running command git rev-parse -q --verify 'sha^96c0277a1b9a381b10ab34dbf84917f9b3b992e6'\n",
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            "Building wheels for collected packages: llama-cpp-python, peft, ffmpy, pathtools\n",
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            "  Created wheel for pathtools: filename=pathtools-0.1.2-py3-none-any.whl size=8791 sha256=b2146971c9501c1d42a6e7a95f1b28592635b93c8351002061cf4b9d733183cc\n",
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            "Successfully built llama-cpp-python peft ffmpy pathtools\n",
            "Installing collected packages: tokenizers, sentencepiece, safetensors, pydub, pathtools, ffmpy, bitsandbytes, xxhash, websockets, smmap, setproctitle, sentry-sdk, semantic-version, rouge, python-multipart, Pillow, orjson, markdown-it-py, h11, einops, docker-pycreds, diskcache, dill, colorama, aiofiles, uvicorn, starlette, multiprocess, mdit-py-plugins, llama-cpp-python-cuda, llama-cpp-python, huggingface-hub, httpcore, gitdb, transformers, httpx, GitPython, fastapi, wandb, gradio_client, datasets, gradio, accelerate, peft, exllama, auto-gptq\n",
            "  Attempting uninstall: Pillow\n",
            "    Found existing installation: Pillow 9.4.0\n",
            "    Uninstalling Pillow-9.4.0:\n",
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            "  Attempting uninstall: markdown-it-py\n",
            "    Found existing installation: markdown-it-py 3.0.0\n",
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            "      Successfully uninstalled markdown-it-py-3.0.0\n",
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            "    Found existing installation: mdit-py-plugins 0.4.0\n",
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            "      Successfully uninstalled mdit-py-plugins-0.4.0\n",
            "Successfully installed GitPython-3.1.32 Pillow-10.0.0 accelerate-0.21.0 aiofiles-23.1.0 auto-gptq-0.3.0+cu117 bitsandbytes-0.41.0 colorama-0.4.6 datasets-2.14.4 dill-0.3.7 diskcache-5.6.1 docker-pycreds-0.4.0 einops-0.6.1 exllama-0.0.9+cu117 fastapi-0.95.2 ffmpy-0.3.1 gitdb-4.0.10 gradio-3.33.1 gradio_client-0.2.5 h11-0.14.0 httpcore-0.17.3 httpx-0.24.1 huggingface-hub-0.16.4 llama-cpp-python-0.1.77 llama-cpp-python-cuda-0.1.77+cu117 markdown-it-py-2.2.0 mdit-py-plugins-0.3.3 multiprocess-0.70.15 orjson-3.9.4 pathtools-0.1.2 peft-0.5.0.dev0 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 sentry-sdk-1.29.2 setproctitle-1.3.2 smmap-5.0.0 starlette-0.27.0 tokenizers-0.13.3 transformers-4.31.0 uvicorn-0.23.2 wandb-0.15.8 websockets-11.0.3 xxhash-3.3.0\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
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                ]
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            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "Installing collected packages: gradio\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m10.3 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",
            "  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) (4.7.1)\n",
            "Requirement already satisfied: numpy>=1.20.0 in /usr/local/lib/python3.10/dist-packages (from llama-cpp-python) (1.23.5)\n",
            "Requirement already satisfied: diskcache>=5.6.1 in /usr/local/lib/python3.10/dist-packages (from llama-cpp-python) (5.6.1)\n",
            "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-0.1.77-cp310-cp310-linux_x86_64.whl size=1368874 sha256=c7ba011aeef6d79be5269280e670bad0faff28919d806c82b6139880db35b300\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-w25jr5uv/wheels/aa/ed/39/87f2ad350dbbf13b600ac744899186b8647c5323c62e2bb348\n",
            "Successfully built llama-cpp-python\n",
            "Installing collected packages: llama-cpp-python\n",
            "Successfully installed llama-cpp-python-0.1.77\n",
            "\u001b[0m\n",
            "Download Results:\n",
            "gid   |stat|avg speed  |path/URI\n",
            "======+====+===========+=======================================================\n",
            "1b4fe5|\u001b[1;32mOK\u001b[0m  |   163MiB/s|/content/text-generation-webui/models//chronos-13b-v2.ggmlv3.q5_K_M.bin\n",
            "\n",
            "Status Legend:\n",
            "(OK):download completed.\n",
            "/content/text-generation-webui\n",
            "2023-08-09 09:08:13 WARNING:\u001b[33mThe gradio \"share link\" feature uses a proprietary executable to create a reverse tunnel. Use it with care.\u001b[0m\n",
            "2023-08-09 09:08:19.922239: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "2023-08-09 09:08:21 INFO:\u001b[32mLoading chronos-13b-v2.ggmlv3.q5_K_M.bin...\u001b[0m\n",
            "ggml_init_cublas: found 1 CUDA devices:\n",
            "  Device 0: Tesla T4, compute capability 7.5\n",
            "2023-08-09 09:08:32 INFO:\u001b[32mllama.cpp weights detected: models/chronos-13b-v2.ggmlv3.q5_K_M.bin\n",
            "\u001b[0m\n",
            "2023-08-09 09:08:32 INFO:\u001b[32mCache capacity is 0 bytes\u001b[0m\n",
            "llama.cpp: loading model from models/chronos-13b-v2.ggmlv3.q5_K_M.bin\n",
            "llama_model_load_internal: format     = ggjt v3 (latest)\n",
            "llama_model_load_internal: n_vocab    = 32000\n",
            "llama_model_load_internal: n_ctx      = 2048\n",
            "llama_model_load_internal: n_embd     = 5120\n",
            "llama_model_load_internal: n_mult     = 6912\n",
            "llama_model_load_internal: n_head     = 40\n",
            "llama_model_load_internal: n_head_kv  = 40\n",
            "llama_model_load_internal: n_layer    = 40\n",
            "llama_model_load_internal: n_rot      = 128\n",
            "llama_model_load_internal: n_gqa      = 1\n",
            "llama_model_load_internal: rnorm_eps  = 1.0e-06\n",
            "llama_model_load_internal: n_ff       = 13824\n",
            "llama_model_load_internal: freq_base  = 10000.0\n",
            "llama_model_load_internal: freq_scale = 1\n",
            "llama_model_load_internal: ftype      = 17 (mostly Q5_K - Medium)\n",
            "llama_model_load_internal: model size = 13B\n",
            "llama_model_load_internal: ggml ctx size =    0.11 MB\n",
            "llama_model_load_internal: using CUDA for GPU acceleration\n",
            "llama_model_load_internal: mem required  =  601.53 MB (+ 1600.00 MB per state)\n",
            "llama_model_load_internal: allocating batch_size x (640 kB + n_ctx x 160 B) = 480 MB VRAM for the scratch buffer\n",
            "llama_model_load_internal: offloading 40 repeating layers to GPU\n",
            "llama_model_load_internal: offloading non-repeating layers to GPU\n",
            "llama_model_load_internal: offloading v cache to GPU\n",
            "llama_model_load_internal: offloading k cache to GPU\n",
            "llama_model_load_internal: offloaded 43/43 layers to GPU\n",
            "llama_model_load_internal: total VRAM used: 10775 MB\n",
            "llama_new_context_with_model: kv self size  = 1600.00 MB\n",
            "AVX = 1 | 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 | VSX = 0 | \n",
            "2023-08-09 09:09:51 INFO:\u001b[32mLoaded the model in 90.13 seconds.\n",
            "\u001b[0m\n",
            "2023-08-09 09:09:51 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://85b3a468812a7e0d0a.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",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =    12.08 ms /    21 runs   (    0.58 ms per token,  1737.84 tokens per second)\n",
            "llama_print_timings: prompt eval time =  1198.16 ms /    59 tokens (   20.31 ms per token,    49.24 tokens per second)\n",
            "llama_print_timings:        eval time =  1065.95 ms /    20 runs   (   53.30 ms per token,    18.76 tokens per second)\n",
            "llama_print_timings:       total time =  2331.77 ms\n",
            "Output generated in 3.13 seconds (6.38 tokens/s, 20 tokens, context 60, seed 1848425720)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =    33.40 ms /    59 runs   (    0.57 ms per token,  1766.26 tokens per second)\n",
            "llama_print_timings: prompt eval time =  1308.33 ms /    80 tokens (   16.35 ms per token,    61.15 tokens per second)\n",
            "llama_print_timings:        eval time =  3048.28 ms /    58 runs   (   52.56 ms per token,    19.03 tokens per second)\n",
            "llama_print_timings:       total time =  4542.69 ms\n",
            "Output generated in 5.32 seconds (10.90 tokens/s, 58 tokens, context 110, seed 1228387375)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =   294.45 ms /   406 runs   (    0.73 ms per token,  1378.85 tokens per second)\n",
            "llama_print_timings: prompt eval time =  1014.82 ms /    59 tokens (   17.20 ms per token,    58.14 tokens per second)\n",
            "llama_print_timings:        eval time = 21927.61 ms /   405 runs   (   54.14 ms per token,    18.47 tokens per second)\n",
            "llama_print_timings:       total time = 27045.80 ms\n",
            "Output generated in 27.82 seconds (14.56 tokens/s, 405 tokens, context 89, seed 342008837)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =    97.43 ms /   151 runs   (    0.65 ms per token,  1549.81 tokens per second)\n",
            "llama_print_timings: prompt eval time =   990.06 ms /    60 tokens (   16.50 ms per token,    60.60 tokens per second)\n",
            "llama_print_timings:        eval time =  8060.67 ms /   150 runs   (   53.74 ms per token,    18.61 tokens per second)\n",
            "llama_print_timings:       total time =  9632.46 ms\n",
            "Output generated in 10.62 seconds (14.13 tokens/s, 150 tokens, context 90, seed 942353272)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =     9.20 ms /    16 runs   (    0.58 ms per token,  1738.56 tokens per second)\n",
            "llama_print_timings: prompt eval time =   976.24 ms /    54 tokens (   18.08 ms per token,    55.31 tokens per second)\n",
            "llama_print_timings:        eval time =   793.85 ms /    15 runs   (   52.92 ms per token,    18.90 tokens per second)\n",
            "llama_print_timings:       total time =  1818.97 ms\n",
            "Output generated in 2.62 seconds (5.72 tokens/s, 15 tokens, context 84, seed 1981171198)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =     2.67 ms /     5 runs   (    0.53 ms per token,  1876.17 tokens per second)\n",
            "llama_print_timings: prompt eval time =   950.03 ms /    41 tokens (   23.17 ms per token,    43.16 tokens per second)\n",
            "llama_print_timings:        eval time =   211.80 ms /     4 runs   (   52.95 ms per token,    18.89 tokens per second)\n",
            "llama_print_timings:       total time =  1176.17 ms\n",
            "Output generated in 1.96 seconds (2.05 tokens/s, 4 tokens, context 71, seed 179374711)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =     2.23 ms /     4 runs   (    0.56 ms per token,  1796.95 tokens per second)\n",
            "llama_print_timings: prompt eval time =   977.82 ms /    48 tokens (   20.37 ms per token,    49.09 tokens per second)\n",
            "llama_print_timings:        eval time =   151.41 ms /     3 runs   (   50.47 ms per token,    19.81 tokens per second)\n",
            "llama_print_timings:       total time =  1141.27 ms\n",
            "Output generated in 1.91 seconds (1.57 tokens/s, 3 tokens, context 78, seed 1717914595)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =     1.11 ms /     2 runs   (    0.56 ms per token,  1801.80 tokens per second)\n",
            "llama_print_timings: prompt eval time =   701.00 ms /    28 tokens (   25.04 ms per token,    39.94 tokens per second)\n",
            "llama_print_timings:        eval time =    47.91 ms /     1 runs   (   47.91 ms per token,    20.87 tokens per second)\n",
            "llama_print_timings:       total time =   754.40 ms\n",
            "Output generated in 1.56 seconds (0.64 tokens/s, 1 tokens, context 58, seed 100510328)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =    11.54 ms /    20 runs   (    0.58 ms per token,  1732.65 tokens per second)\n",
            "llama_print_timings: prompt eval time =   685.94 ms /    17 tokens (   40.35 ms per token,    24.78 tokens per second)\n",
            "llama_print_timings:        eval time =   991.08 ms /    19 runs   (   52.16 ms per token,    19.17 tokens per second)\n",
            "llama_print_timings:       total time =  1741.20 ms\n",
            "Output generated in 2.51 seconds (7.57 tokens/s, 19 tokens, context 47, seed 74180311)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =     9.71 ms /    13 runs   (    0.75 ms per token,  1338.14 tokens per second)\n",
            "llama_print_timings: prompt eval time =   974.00 ms /    55 tokens (   17.71 ms per token,    56.47 tokens per second)\n",
            "llama_print_timings:        eval time =   633.68 ms /    12 runs   (   52.81 ms per token,    18.94 tokens per second)\n",
            "llama_print_timings:       total time =  1672.93 ms\n",
            "Output generated in 2.65 seconds (4.52 tokens/s, 12 tokens, context 85, seed 1478882134)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =     5.71 ms /    10 runs   (    0.57 ms per token,  1749.78 tokens per second)\n",
            "llama_print_timings: prompt eval time =   688.85 ms /    25 tokens (   27.55 ms per token,    36.29 tokens per second)\n",
            "llama_print_timings:        eval time =   458.90 ms /     9 runs   (   50.99 ms per token,    19.61 tokens per second)\n",
            "llama_print_timings:       total time =  1181.43 ms\n",
            "Output generated in 2.01 seconds (4.49 tokens/s, 9 tokens, context 55, seed 1163887985)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =    16.93 ms /    30 runs   (    0.56 ms per token,  1772.42 tokens per second)\n",
            "llama_print_timings: prompt eval time =  1807.16 ms /   184 tokens (    9.82 ms per token,   101.82 tokens per second)\n",
            "llama_print_timings:        eval time =  1555.35 ms /    29 runs   (   53.63 ms per token,    18.65 tokens per second)\n",
            "llama_print_timings:       total time =  3464.65 ms\n",
            "Output generated in 4.32 seconds (6.72 tokens/s, 29 tokens, context 214, seed 1547233283)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =   104.20 ms /   143 runs   (    0.73 ms per token,  1372.29 tokens per second)\n",
            "llama_print_timings: prompt eval time =  2716.43 ms /   263 tokens (   10.33 ms per token,    96.82 tokens per second)\n",
            "llama_print_timings:        eval time =  8066.54 ms /   142 runs   (   56.81 ms per token,    17.60 tokens per second)\n",
            "llama_print_timings:       total time = 11635.10 ms\n",
            "Output generated in 12.43 seconds (11.43 tokens/s, 142 tokens, context 342, seed 1121366747)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =    51.57 ms /    65 runs   (    0.79 ms per token,  1260.47 tokens per second)\n",
            "llama_print_timings: prompt eval time =   694.83 ms /    16 tokens (   43.43 ms per token,    23.03 tokens per second)\n",
            "llama_print_timings:        eval time =  3428.04 ms /    64 runs   (   53.56 ms per token,    18.67 tokens per second)\n",
            "llama_print_timings:       total time =  4547.97 ms\n",
            "Output generated in 5.32 seconds (12.02 tokens/s, 64 tokens, context 46, seed 995051109)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =    22.27 ms /    39 runs   (    0.57 ms per token,  1751.47 tokens per second)\n",
            "llama_print_timings: prompt eval time =  1344.40 ms /    93 tokens (   14.46 ms per token,    69.18 tokens per second)\n",
            "llama_print_timings:        eval time =  2002.56 ms /    38 runs   (   52.70 ms per token,    18.98 tokens per second)\n",
            "llama_print_timings:       total time =  3466.10 ms\n",
            "Output generated in 4.23 seconds (8.98 tokens/s, 38 tokens, context 123, seed 1513633089)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1198.30 ms\n",
            "llama_print_timings:      sample time =   135.80 ms /   170 runs   (    0.80 ms per token,  1251.89 tokens per second)\n",
            "llama_print_timings: prompt eval time =  1754.94 ms /   175 tokens (   10.03 ms per token,    99.72 tokens per second)\n",
            "llama_print_timings:        eval time =  9127.12 ms /   169 runs   (   54.01 ms per token,    18.52 tokens per second)\n",
            "llama_print_timings:       total time = 11990.39 ms\n",
            "Output generated in 12.79 seconds (13.22 tokens/s, 169 tokens, context 205, seed 155311574)\n"
          ]
        }
      ],
      "source": [
        " %cd /content\n",
        "!apt-get -y install -qq aria2\n",
        "\n",
        "!git clone -b V20230801 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 llama-cpp-python\n",
        "!CMAKE_ARGS=\"-DLLAMA_CUBLAS=on\" FORCE_CMAKE=1 pip install llama-cpp-python==0.1.78 --no-cache-dir\n",
        "\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/Chronos-13B-v2-GGML/resolve/main/chronos-13b-v2.ggmlv3.q5_K_M.bin -d /content/text-generation-webui/models/ -o chronos-13b-v2.ggmlv3.q5_K_M.bin\n",
        "\n",
        "%cd /content/text-generation-webui\n",
        "!python server.py --share --chat --n-gpu-layers 200000 --model chronos-13b-v2.ggmlv3.q5_K_M.bin"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNd/kb5iXhHK1ocY/vFXzTW",
      "include_colab_link": true
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}