stable_code_3b_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/stable_code_3b_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": [
        "## stable-code-3b-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 Chat settings - Instruction Template: None\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "D-MiHp_bveP6",
        "outputId": "4ec1d2ab-2573-4c3e-9bdc-0f061e0f9738"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n",
            "Selecting previously unselected package libc-ares2:amd64.\n",
            "(Reading database ... 121747 files and directories currently installed.)\n",
            "Preparing to unpack .../libc-ares2_1.18.1-1ubuntu0.22.04.2_amd64.deb ...\n",
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            "Unpacking aria2 (1.36.0-1) ...\n",
            "Setting up libc-ares2:amd64 (1.18.1-1ubuntu0.22.04.2) ...\n",
            "Setting up libaria2-0:amd64 (1.36.0-1) ...\n",
            "Setting up aria2 (1.36.0-1) ...\n",
            "Processing triggers for man-db (2.10.2-1) ...\n",
            "Processing triggers for libc-bin (2.35-0ubuntu3.4) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc.so.2 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc_proxy.so.2 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_0.so.3 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_5.so.3 is not a symbolic link\n",
            "\n",
            "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n",
            "\n",
            "Cloning into 'text-generation-webui'...\n",
            "remote: Enumerating objects: 16095, done.\u001b[K\n",
            "remote: Counting objects: 100% (3083/3083), done.\u001b[K\n",
            "remote: Compressing objects: 100% (193/193), done.\u001b[K\n",
            "remote: Total 16095 (delta 2974), reused 2890 (delta 2890), pack-reused 13012\u001b[K\n",
            "Receiving objects: 100% (16095/16095), 26.13 MiB | 33.57 MiB/s, done.\n",
            "Resolving deltas: 100% (11276/11276), done.\n",
            "Note: switching to '4f3fdf1b5ff6884b9899a3630b3ed9aae27decbf'.\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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            "Collecting pyproject-api>=1.6.1 (from tox>=3.0.0->attributedict->autoawq==0.1.8->-r requirements.txt (line 67))\n",
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            "Requirement already satisfied: tomli>=2.0.1 in /usr/local/lib/python3.10/dist-packages (from tox>=3.0.0->attributedict->autoawq==0.1.8->-r requirements.txt (line 67)) (2.0.1)\n",
            "Collecting virtualenv>=20.25 (from tox>=3.0.0->attributedict->autoawq==0.1.8->-r requirements.txt (line 67))\n",
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            "\u001b[?25hCollecting distlib<1,>=0.3.7 (from virtualenv>=20.25->tox>=3.0.0->attributedict->autoawq==0.1.8->-r requirements.txt (line 67))\n",
            "  Downloading distlib-0.3.8-py2.py3-none-any.whl (468 kB)\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-0.1.2.post1-py3-none-any.whl size=33636 sha256=74bdafeea66cb9e246212ef6d36a3191828e8a3977a9e3891ba5c16c4dc10240\n",
            "  Stored in directory: /root/.cache/pip/wheels/94/e7/47/a3a4cbc595d16c7197965c01015666ca31aee73cb5ea43b9c0\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=ecf72506e8e51b283591bd7fe011509a8575edf88e0bff3e26765e8d5ccabe27\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-0.3.1-py3-none-any.whl size=5579 sha256=0a045a325743b31e813ae533db5b66ec4fa868b0f4df0245e992526209c6ef6a\n",
            "  Stored in directory: /root/.cache/pip/wheels/01/a6/d1/1c0828c304a4283b2c1639a09ad86f83d7c487ef34c6b4a1bf\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=16863 sha256=a388740633595128c088884b8dc6305db0e776f05135e00fe960295ebb5fdd81\n",
            "  Stored in directory: /root/.cache/pip/wheels/79/d6/e7/304e0e6cb2221022c26d8161f7c23cd4f259a9e41e8bbcfabd\n",
            "Successfully built hqq rouge-score ffmpy sqlitedict\n",
            "Installing collected packages: texttable, sqlitedict, pydub, ninja, gptq-for-llama, ffmpy, distlib, bitsandbytes, zstandard, websockets, virtualenv, typing-extensions, tcolorpy, smmap, setproctitle, sentry-sdk, semantic-version, safetensors, rouge, python-multipart, pyproject-api, pycountry, pybind11, portalocker, Pillow, pathvalidate, orjson, ordered-set, numpy, mbstrdecoder, jsonlines, jinja2, humanfriendly, h11, einops, docker-pycreds, dill, cramjam, coverage, colorama, blessings, aiofiles, uvicorn, typepy, tqdm-multiprocess, tox, starlette, sacrebleu, rouge-score, multiprocess, llama-cpp-python-cuda-tensorcores, llama-cpp-python-cuda, llama-cpp-python, httpcore, gitdb, gekko, deepdiff, colour-runner, coloredlogs, codecov, rootpath, httpx, GitPython, flash-attn, fastparquet, fastapi, ctransformers, accelerate, wandb, transformers, timm, openai, inspecta, gradio-client, exllamav2, datasets, DataProperty, tabledata, peft, hqq, gradio, attributedict, pytablewriter, optimum, auto-gptq, lm_eval, autoawq\n",
            "  Attempting uninstall: typing-extensions\n",
            "    Found existing installation: typing_extensions 4.5.0\n",
            "    Uninstalling typing_extensions-4.5.0:\n",
            "      Successfully uninstalled typing_extensions-4.5.0\n",
            "  Attempting uninstall: safetensors\n",
            "    Found existing installation: safetensors 0.4.2\n",
            "    Uninstalling safetensors-0.4.2:\n",
            "      Successfully uninstalled safetensors-0.4.2\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 1.23.5\n",
            "    Uninstalling numpy-1.23.5:\n",
            "      Successfully uninstalled numpy-1.23.5\n",
            "  Attempting uninstall: jinja2\n",
            "    Found existing installation: Jinja2 3.1.3\n",
            "    Uninstalling Jinja2-3.1.3:\n",
            "      Successfully uninstalled Jinja2-3.1.3\n",
            "  Attempting uninstall: transformers\n",
            "    Found existing installation: transformers 4.35.2\n",
            "    Uninstalling transformers-4.35.2:\n",
            "      Successfully uninstalled transformers-4.35.2\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",
            "lida 0.0.10 requires kaleido, which is not installed.\n",
            "llmx 0.0.15a0 requires cohere, which is not installed.\n",
            "llmx 0.0.15a0 requires tiktoken, which is not installed.\n",
            "imageio 2.31.6 requires pillow<10.1.0,>=8.3.2, but you have pillow 10.2.0 which is incompatible.\n",
            "tensorflow-probability 0.22.0 requires typing-extensions<4.6.0, but you have typing-extensions 4.9.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0mSuccessfully installed DataProperty-1.0.1 GitPython-3.1.41 Pillow-10.2.0 accelerate-0.25.0 aiofiles-23.2.1 attributedict-0.3.0 auto-gptq-0.6.0+cu121 autoawq-0.1.8 bitsandbytes-0.41.1 blessings-1.7 codecov-2.1.13 colorama-0.4.6 coloredlogs-15.0.1 colour-runner-0.1.1 coverage-7.4.1 cramjam-2.8.1 ctransformers-0.2.27+cu121 datasets-2.16.1 deepdiff-6.7.1 dill-0.3.7 distlib-0.3.8 docker-pycreds-0.4.0 einops-0.7.0 exllamav2-0.0.12+cu121 fastapi-0.109.2 fastparquet-2023.10.1 ffmpy-0.3.1 flash-attn-2.3.4 gekko-1.0.6 gitdb-4.0.11 gptq-for-llama-0.1.1+cu121 gradio-3.50.2 gradio-client-0.6.1 h11-0.14.0 hqq-0.1.2.post1 httpcore-1.0.2 httpx-0.26.0 humanfriendly-10.0 inspecta-0.1.3 jinja2-3.1.2 jsonlines-4.0.0 llama-cpp-python-0.2.36+cpuavx2 llama-cpp-python-cuda-0.2.36+cu121 llama-cpp-python-cuda-tensorcores-0.2.36+cu121 lm_eval-0.3.0 mbstrdecoder-1.1.3 multiprocess-0.70.15 ninja-1.11.1.1 numpy-1.24.4 openai-1.11.1 optimum-1.16.2 ordered-set-4.1.0 orjson-3.9.13 pathvalidate-3.2.0 peft-0.7.1 portalocker-2.8.2 pybind11-2.11.1 pycountry-23.12.11 pydub-0.25.1 pyproject-api-1.6.1 pytablewriter-1.2.0 python-multipart-0.0.7 rootpath-0.1.1 rouge-1.0.1 rouge-score-0.1.2 sacrebleu-1.5.0 safetensors-0.4.1 semantic-version-2.10.0 sentry-sdk-1.40.0 setproctitle-1.3.3 smmap-5.0.1 sqlitedict-2.1.0 starlette-0.36.3 tabledata-1.3.3 tcolorpy-0.1.4 texttable-1.7.0 timm-0.9.12 tox-4.12.1 tqdm-multiprocess-0.0.11 transformers-4.37.2 typepy-1.3.2 typing-extensions-4.9.0 uvicorn-0.27.0.post1 virtualenv-20.25.0 wandb-0.16.2 websockets-11.0.3 zstandard-0.22.0\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "PIL",
                  "numpy"
                ]
              }
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "Found existing installation: llama_cpp_python 0.2.36+cpuavx2\n",
            "Uninstalling llama_cpp_python-0.2.36+cpuavx2:\n",
            "  Successfully uninstalled llama_cpp_python-0.2.36+cpuavx2\n",
            "Collecting llama-cpp-python\n",
            "  Downloading llama_cpp_python-0.2.38.tar.gz (10.7 MB)\n",
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            "\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) (4.9.0)\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-0.2.38-cp310-cp310-manylinux_2_35_x86_64.whl size=9697599 sha256=69a69d27345d52fba419574665db8482e5aac9abb5de86cbb4276459ef48a40e\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-5idwiae7/wheels/eb/58/77/20d3d9a235b4930050fbcde1ad4f0a4d054644269e801b08aa\n",
            "Successfully built llama-cpp-python\n",
            "Installing collected packages: llama-cpp-python\n",
            "Successfully installed llama-cpp-python-0.2.38\n",
            "Found existing installation: flash-attn 2.3.4\n",
            "Uninstalling flash-attn-2.3.4:\n",
            "  Successfully uninstalled flash-attn-2.3.4\n",
            "Collecting flash-attn==2.3.4\n",
            "  Downloading flash_attn-2.3.4.tar.gz (2.3 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.3/2.3 MB\u001b[0m \u001b[31m9.8 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==2.3.4) (2.1.0+cu121)\n",
            "Requirement already satisfied: einops in /usr/local/lib/python3.10/dist-packages (from flash-attn==2.3.4) (0.7.0)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from flash-attn==2.3.4) (23.2)\n",
            "Requirement already satisfied: ninja in /usr/local/lib/python3.10/dist-packages (from flash-attn==2.3.4) (1.11.1.1)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.3.4) (3.13.1)\n",
            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.3.4) (4.9.0)\n",
            "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.3.4) (1.12)\n",
            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.3.4) (3.2.1)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.3.4) (3.1.2)\n",
            "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.3.4) (2023.6.0)\n",
            "Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torch->flash-attn==2.3.4) (2.1.0)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch->flash-attn==2.3.4) (2.1.4)\n",
            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch->flash-attn==2.3.4) (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-2.3.4-cp310-cp310-linux_x86_64.whl size=57390576 sha256=a4f74d7c46a5b6c86d3f7539b07d11a76e7bfe8089cbc1de8ee79f0cf984bb13\n",
            "  Stored in directory: /root/.cache/pip/wheels/32/19/1b/bf8147431c43f8b8d2b2e5d66be1ebf586f2fca96d72203f53\n",
            "Successfully built flash-attn\n",
            "Installing collected packages: flash-attn\n",
            "Successfully installed flash-attn-2.3.4\n",
            "\u001b[0m\n",
            "Download Results:\n",
            "gid   |stat|avg speed  |path/URI\n",
            "======+====+===========+=======================================================\n",
            "da156a|\u001b[1;32mOK\u001b[0m  |   174MiB/s|/content/text-generation-webui/models//stable-code-3b.Q5_K_M.gguf\n",
            "\n",
            "Status Legend:\n",
            "(OK):download completed.\n",
            "/content/text-generation-webui\n",
            "\u001b[2;36m06:42:41-660991\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m Starting Text generation web UI                                            \n",
            "\u001b[2;36m06:42:41-781058\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m Loading stable-code-3b.Q5_K_M.gguf                                         \n",
            "\u001b[2;36m06:42:41-929901\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m llama.cpp weights detected: models/stable-code-3b.Q5_K_M.gguf              \n",
            "ggml_init_cublas: GGML_CUDA_FORCE_MMQ:   yes\n",
            "ggml_init_cublas: CUDA_USE_TENSOR_CORES: no\n",
            "ggml_init_cublas: found 1 CUDA devices:\n",
            "  Device 0: Tesla T4, compute capability 7.5, VMM: yes\n",
            "llama_model_loader: loaded meta data with 19 key-value pairs and 356 tensors from models/stable-code-3b.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              = stablelm\n",
            "llama_model_loader: - kv   1:                               general.name str              = source\n",
            "llama_model_loader: - kv   2:                    stablelm.context_length u32              = 16384\n",
            "llama_model_loader: - kv   3:                  stablelm.embedding_length u32              = 2560\n",
            "llama_model_loader: - kv   4:                       stablelm.block_count u32              = 32\n",
            "llama_model_loader: - kv   5:               stablelm.feed_forward_length u32              = 6912\n",
            "llama_model_loader: - kv   6:              stablelm.rope.dimension_count u32              = 20\n",
            "llama_model_loader: - kv   7:              stablelm.attention.head_count u32              = 32\n",
            "llama_model_loader: - kv   8:             stablelm.use_parallel_residual bool             = true\n",
            "llama_model_loader: - kv   9:      stablelm.attention.layer_norm_epsilon f32              = 0.000010\n",
            "llama_model_loader: - kv  10:                       tokenizer.ggml.model str              = gpt2\n",
            "llama_model_loader: - kv  11:                      tokenizer.ggml.tokens arr[str,50304]   = [\"<|endoftext|>\", \"<|padding|>\", \"!\",...\n",
            "llama_model_loader: - kv  12:                  tokenizer.ggml.token_type arr[i32,50304]   = [3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...\n",
            "llama_model_loader: - kv  13:                      tokenizer.ggml.merges arr[str,50009]   = [\"Ġ Ġ\", \"Ġ t\", \"Ġ a\", \"h e\", \"i n...\n",
            "llama_model_loader: - kv  14:                tokenizer.ggml.bos_token_id u32              = 0\n",
            "llama_model_loader: - kv  15:                tokenizer.ggml.eos_token_id u32              = 0\n",
            "llama_model_loader: - kv  16:            tokenizer.ggml.unknown_token_id u32              = 0\n",
            "llama_model_loader: - kv  17:               general.quantization_version u32              = 2\n",
            "llama_model_loader: - kv  18:                          general.file_type u32              = 17\n",
            "llama_model_loader: - type  f32:  130 tensors\n",
            "llama_model_loader: - type q5_K:  193 tensors\n",
            "llama_model_loader: - type q6_K:   33 tensors\n",
            "llm_load_vocab: mismatch in special tokens definition ( 31/50304 vs 52/50304 ).\n",
            "llm_load_print_meta: format           = GGUF V3 (latest)\n",
            "llm_load_print_meta: arch             = stablelm\n",
            "llm_load_print_meta: vocab type       = BPE\n",
            "llm_load_print_meta: n_vocab          = 50304\n",
            "llm_load_print_meta: n_merges         = 50009\n",
            "llm_load_print_meta: n_ctx_train      = 16384\n",
            "llm_load_print_meta: n_embd           = 2560\n",
            "llm_load_print_meta: n_head           = 32\n",
            "llm_load_print_meta: n_head_kv        = 32\n",
            "llm_load_print_meta: n_layer          = 32\n",
            "llm_load_print_meta: n_rot            = 20\n",
            "llm_load_print_meta: n_embd_head_k    = 80\n",
            "llm_load_print_meta: n_embd_head_v    = 80\n",
            "llm_load_print_meta: n_gqa            = 1\n",
            "llm_load_print_meta: n_embd_k_gqa     = 2560\n",
            "llm_load_print_meta: n_embd_v_gqa     = 2560\n",
            "llm_load_print_meta: f_norm_eps       = 1.0e-05\n",
            "llm_load_print_meta: f_norm_rms_eps   = 0.0e+00\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: n_ff             = 6912\n",
            "llm_load_print_meta: n_expert         = 0\n",
            "llm_load_print_meta: n_expert_used    = 0\n",
            "llm_load_print_meta: rope scaling     = linear\n",
            "llm_load_print_meta: freq_base_train  = 10000.0\n",
            "llm_load_print_meta: freq_scale_train = 1\n",
            "llm_load_print_meta: n_yarn_orig_ctx  = 16384\n",
            "llm_load_print_meta: rope_finetuned   = unknown\n",
            "llm_load_print_meta: model type       = 3B\n",
            "llm_load_print_meta: model ftype      = Q5_K - Medium\n",
            "llm_load_print_meta: model params     = 2.80 B\n",
            "llm_load_print_meta: model size       = 1.85 GiB (5.70 BPW) \n",
            "llm_load_print_meta: general.name     = source\n",
            "llm_load_print_meta: BOS token        = 0 '<|endoftext|>'\n",
            "llm_load_print_meta: EOS token        = 0 '<|endoftext|>'\n",
            "llm_load_print_meta: UNK token        = 0 '<|endoftext|>'\n",
            "llm_load_print_meta: LF token         = 128 'Ä'\n",
            "llm_load_tensors: ggml ctx size =    0.27 MiB\n",
            "llm_load_tensors: offloading 32 repeating layers to GPU\n",
            "llm_load_tensors: offloading non-repeating layers to GPU\n",
            "llm_load_tensors: offloaded 33/33 layers to GPU\n",
            "llm_load_tensors:        CPU buffer size =    84.43 MiB\n",
            "llm_load_tensors:      CUDA0 buffer size =  1814.91 MiB\n",
            ".............................................................................................\n",
            "llama_new_context_with_model: n_ctx      = 2048\n",
            "llama_new_context_with_model: freq_base  = 10000.0\n",
            "llama_new_context_with_model: freq_scale = 1\n",
            "llama_kv_cache_init:      CUDA0 KV buffer size =   640.00 MiB\n",
            "llama_new_context_with_model: KV self size  =  640.00 MiB, K (f16):  320.00 MiB, V (f16):  320.00 MiB\n",
            "llama_new_context_with_model:  CUDA_Host input buffer size   =     9.01 MiB\n",
            "llama_new_context_with_model:      CUDA0 compute buffer size =   161.70 MiB\n",
            "llama_new_context_with_model:  CUDA_Host compute buffer size =     5.50 MiB\n",
            "llama_new_context_with_model: graph splits (measure): 3\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 | \n",
            "Model metadata: {'general.file_type': '17', 'tokenizer.ggml.unknown_token_id': '0', 'general.architecture': 'stablelm', 'general.name': 'source', 'stablelm.embedding_length': '2560', 'stablelm.context_length': '16384', 'stablelm.block_count': '32', 'stablelm.feed_forward_length': '6912', 'stablelm.use_parallel_residual': 'true', 'tokenizer.ggml.bos_token_id': '0', 'stablelm.rope.dimension_count': '20', 'stablelm.attention.layer_norm_epsilon': '0.000010', 'tokenizer.ggml.eos_token_id': '0', 'stablelm.attention.head_count': '32', 'general.quantization_version': '2', 'tokenizer.ggml.model': 'gpt2'}\n",
            "\u001b[2;36m06:42:48-319173\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m LOADER: llama.cpp                                                          \n",
            "\u001b[2;36m06:42:48-321350\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m TRUNCATION LENGTH: \u001b[1;36m2048\u001b[0m                                                    \n",
            "\u001b[2;36m06:42:48-323390\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m INSTRUCTION TEMPLATE: Alpaca                                               \n",
            "\u001b[2;36m06:42:48-324707\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m Loaded the model in \u001b[1;36m6.54\u001b[0m seconds.                                          \n",
            "\u001b[2;36m06:42:48-326077\u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m Loading the extension \u001b[32m\"gallery\"\u001b[0m                                            \n",
            "Running on local URL:  http://127.0.0.1:7860\n",
            "Running on public URL: https://1620f263f8e46a3e0a.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 =     273.04 ms\n",
            "llama_print_timings:      sample time =       4.29 ms /     6 runs   (    0.72 ms per token,  1398.28 tokens per second)\n",
            "llama_print_timings: prompt eval time =     272.90 ms /    90 tokens (    3.03 ms per token,   329.79 tokens per second)\n",
            "llama_print_timings:        eval time =      73.77 ms /     5 runs   (   14.75 ms per token,    67.78 tokens per second)\n",
            "llama_print_timings:       total time =     377.21 ms /    95 tokens\n",
            "Output generated in 0.90 seconds (4.45 tokens/s, 4 tokens, context 76, seed 493452001)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =     273.04 ms\n",
            "llama_print_timings:      sample time =     395.94 ms /   512 runs   (    0.77 ms per token,  1293.12 tokens per second)\n",
            "llama_print_timings: prompt eval time =     203.85 ms /   117 tokens (    1.74 ms per token,   573.95 tokens per second)\n",
            "llama_print_timings:        eval time =    7332.69 ms /   511 runs   (   14.35 ms per token,    69.69 tokens per second)\n",
            "llama_print_timings:       total time =   10563.14 ms /   628 tokens\n",
            "Output generated in 11.05 seconds (44.98 tokens/s, 497 tokens, context 103, seed 1882905371)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =     273.04 ms\n",
            "llama_print_timings:      sample time =     462.67 ms /   512 runs   (    0.90 ms per token,  1106.63 tokens per second)\n",
            "llama_print_timings: prompt eval time =     714.75 ms /   533 tokens (    1.34 ms per token,   745.72 tokens per second)\n",
            "llama_print_timings:        eval time =    7754.75 ms /   511 runs   (   15.18 ms per token,    65.90 tokens per second)\n",
            "llama_print_timings:       total time =   11825.88 ms /  1044 tokens\n"
          ]
        }
      ],
      "source": [
        "%cd /content\n",
        "!apt-get -y install -qq aria2\n",
        "\n",
        "!git clone -b V20240206 https://github.com/Troyanovsky/text-generation-webui\n",
        "%cd /content/text-generation-webui\n",
        "!pip install -r requirements.txt\n",
        "!pip install -U gradio==3.50.2\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==2.3.4\n",
        "\n",
        "!aria2c --console-log-level=error -c -x 16 -s 16 -k 1M https://huggingface.co/TheBloke/stable-code-3b-GGUF/resolve/main/stable-code-3b.Q5_K_M.gguf?download=true -d /content/text-generation-webui/models/ -o stable-code-3b.Q5_K_M.gguf\n",
        "\n",
        "%cd /content/text-generation-webui\n",
        "!python server.py --share --n-gpu-layers 100000 --model stable-code-3b.Q5_K_M.gguf"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMHDSArUafyHB1zRSESN6Lq",
      "include_colab_link": true
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}