Platypus2_13B.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/Platypus2_13B.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": [
        "## Platypus2-13B 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": "45b1ddc2-d497-4e79-96c5-b627679d22a4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n",
            "Selecting previously unselected package libc-ares2:amd64.\n",
            "(Reading database ... 120828 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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            "Selecting previously unselected package libaria2-0:amd64.\n",
            "Preparing to unpack .../libaria2-0_1.36.0-1_amd64.deb ...\n",
            "Unpacking libaria2-0:amd64 (1.36.0-1) ...\n",
            "Selecting previously unselected package aria2.\n",
            "Preparing to unpack .../aria2_1.36.0-1_amd64.deb ...\n",
            "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 (2.35-0ubuntu3.1) ...\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/libtbbmalloc.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.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/libtbb.so.12 is not a symbolic link\n",
            "\n",
            "Cloning into 'text-generation-webui'...\n",
            "remote: Enumerating objects: 9763, done.\u001b[K\n",
            "remote: Total 9763 (delta 0), reused 0 (delta 0), pack-reused 9763\u001b[K\n",
            "Receiving objects: 100% (9763/9763), 3.30 MiB | 12.62 MiB/s, done.\n",
            "Resolving deltas: 100% (6564/6564), done.\n",
            "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",
            "Collecting git+https://github.com/huggingface/peft@96c0277a1b9a381b10ab34dbf84917f9b3b992e6 (from -r requirements.txt (line 21))\n",
            "  Cloning https://github.com/huggingface/peft (to revision 96c0277a1b9a381b10ab34dbf84917f9b3b992e6) to /tmp/pip-req-build-6zyhdvcw\n",
            "  Running command git clone --filter=blob:none --quiet https://github.com/huggingface/peft /tmp/pip-req-build-6zyhdvcw\n",
            "  Running command git rev-parse -q --verify 'sha^96c0277a1b9a381b10ab34dbf84917f9b3b992e6'\n",
            "  Running command git fetch -q https://github.com/huggingface/peft 96c0277a1b9a381b10ab34dbf84917f9b3b992e6\n",
            "  Running command git checkout -q 96c0277a1b9a381b10ab34dbf84917f9b3b992e6\n",
            "  Resolved https://github.com/huggingface/peft to commit 96c0277a1b9a381b10ab34dbf84917f9b3b992e6\n",
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            "  Downloading https://github.com/jllllll/llama-cpp-python-cuBLAS-wheels/releases/download/textgen-webui/llama_cpp_python_cuda-0.1.77+cu117-cp310-cp310-linux_x86_64.whl (2.9 MB)\n",
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            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\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=eb5565620d5270fbb3ef6761f75d28af6a743480689901b87cfaaf5839f13404\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, pydantic, 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: pydantic\n",
            "    Found existing installation: pydantic 2.1.1\n",
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            "  Attempting uninstall: markdown-it-py\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-23.2.1 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 pydantic-1.10.12 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"
          ]
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        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
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          "metadata": {}
        },
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          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair>=4.2.0->gradio==3.32.0) (0.30.2)\n",
            "Requirement already satisfied: rpds-py>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair>=4.2.0->gradio==3.32.0) (0.9.2)\n",
            "Requirement already satisfied: uc-micro-py in /usr/local/lib/python3.10/dist-packages (from linkify-it-py<3,>=1->markdown-it-py[linkify]>=2.0.0->gradio==3.32.0) (1.0.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas->gradio==3.32.0) (1.16.0)\n",
            "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5.0,>=3.0->httpcore<0.18.0,>=0.15.0->httpx->gradio==3.32.0) (1.1.2)\n",
            "Installing collected packages: gradio\n",
            "  Attempting uninstall: gradio\n",
            "    Found existing installation: gradio 3.33.1\n",
            "    Uninstalling gradio-3.33.1:\n",
            "      Successfully uninstalled gradio-3.33.1\n",
            "Successfully installed gradio-3.32.0\n",
            "Found existing installation: llama-cpp-python 0.1.77\n",
            "Uninstalling llama-cpp-python-0.1.77:\n",
            "  Successfully uninstalled llama-cpp-python-0.1.77\n",
            "Collecting llama-cpp-python\n",
            "  Downloading llama_cpp_python-0.1.77.tar.gz (1.6 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m9.1 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=1368884 sha256=9b756b38a8a5dbeed0528c4e5e533f9267610fd585661011dd7ab613189aa6e7\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-hce66117/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",
            "d9699a|\u001b[1;32mOK\u001b[0m  |   197MiB/s|/content/text-generation-webui/models//platypus2-13b.ggmlv3.q5_K_M.bin\n",
            "\n",
            "Status Legend:\n",
            "(OK):download completed.\n",
            "/content/text-generation-webui\n",
            "2023-08-15 05:36:09 WARNING:\u001b[33mThe gradio \"share link\" feature uses a proprietary executable to create a reverse tunnel. Use it with care.\u001b[0m\n",
            "2023-08-15 05:36:14.710945: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "2023-08-15 05:36:17 INFO:\u001b[32mLoading platypus2-13b.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",
            "2023-08-15 05:36:28 INFO:\u001b[32mllama.cpp weights detected: models/platypus2-13b.ggmlv3.q5_K_M.bin\n",
            "\u001b[0m\n",
            "2023-08-15 05:36:28 INFO:\u001b[32mCache capacity is 0 bytes\u001b[0m\n",
            "llama.cpp: loading model from models/platypus2-13b.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",
            "2023-08-15 05:38:00 INFO:\u001b[32mLoaded the model in 103.21 seconds.\n",
            "\u001b[0m\n",
            "2023-08-15 05:38:00 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://8bc6a5fcdf07d5efbc.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 =  1205.88 ms\n",
            "llama_print_timings:      sample time =    12.07 ms /    20 runs   (    0.60 ms per token,  1656.45 tokens per second)\n",
            "llama_print_timings: prompt eval time =  1205.75 ms /    59 tokens (   20.44 ms per token,    48.93 tokens per second)\n",
            "llama_print_timings:        eval time =  1015.49 ms /    19 runs   (   53.45 ms per token,    18.71 tokens per second)\n",
            "llama_print_timings:       total time =  2291.01 ms\n",
            "Output generated in 3.07 seconds (6.18 tokens/s, 19 tokens, context 60, seed 1800107019)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =    77.53 ms /    90 runs   (    0.86 ms per token,  1160.92 tokens per second)\n",
            "llama_print_timings: prompt eval time =  1310.18 ms /    80 tokens (   16.38 ms per token,    61.06 tokens per second)\n",
            "llama_print_timings:        eval time =  4657.03 ms /    89 runs   (   52.33 ms per token,    19.11 tokens per second)\n",
            "llama_print_timings:       total time =  6828.33 ms\n",
            "Output generated in 7.62 seconds (11.68 tokens/s, 89 tokens, context 110, seed 2014649006)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =   304.03 ms /   374 runs   (    0.81 ms per token,  1230.14 tokens per second)\n",
            "llama_print_timings: prompt eval time =   995.00 ms /    59 tokens (   16.86 ms per token,    59.30 tokens per second)\n",
            "llama_print_timings:        eval time = 20418.96 ms /   373 runs   (   54.74 ms per token,    18.27 tokens per second)\n",
            "llama_print_timings:       total time = 24390.63 ms\n",
            "Output generated in 25.23 seconds (14.78 tokens/s, 373 tokens, context 89, seed 1525685572)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =   111.56 ms /   157 runs   (    0.71 ms per token,  1407.31 tokens per second)\n",
            "llama_print_timings: prompt eval time =   995.95 ms /    60 tokens (   16.60 ms per token,    60.24 tokens per second)\n",
            "llama_print_timings:        eval time =  8463.63 ms /   156 runs   (   54.25 ms per token,    18.43 tokens per second)\n",
            "llama_print_timings:       total time = 10352.08 ms\n",
            "Output generated in 11.21 seconds (13.92 tokens/s, 156 tokens, context 90, seed 935026191)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =    11.12 ms /    19 runs   (    0.59 ms per token,  1709.09 tokens per second)\n",
            "llama_print_timings: prompt eval time =   983.49 ms /    54 tokens (   18.21 ms per token,    54.91 tokens per second)\n",
            "llama_print_timings:        eval time =   971.49 ms /    18 runs   (   53.97 ms per token,    18.53 tokens per second)\n",
            "llama_print_timings:       total time =  2015.31 ms\n",
            "Output generated in 2.84 seconds (6.35 tokens/s, 18 tokens, context 84, seed 1033177114)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =    24.09 ms /    23 runs   (    1.05 ms per token,   954.55 tokens per second)\n",
            "llama_print_timings: prompt eval time =   966.91 ms /    41 tokens (   23.58 ms per token,    42.40 tokens per second)\n",
            "llama_print_timings:        eval time =  1130.73 ms /    22 runs   (   51.40 ms per token,    19.46 tokens per second)\n",
            "llama_print_timings:       total time =  2370.89 ms\n",
            "Output generated in 3.47 seconds (6.34 tokens/s, 22 tokens, context 71, seed 2079281359)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =    58.57 ms /    93 runs   (    0.63 ms per token,  1587.95 tokens per second)\n",
            "llama_print_timings: prompt eval time =   996.18 ms /    48 tokens (   20.75 ms per token,    48.18 tokens per second)\n",
            "llama_print_timings:        eval time =  4975.20 ms /    92 runs   (   54.08 ms per token,    18.49 tokens per second)\n",
            "llama_print_timings:       total time =  6374.58 ms\n",
            "Output generated in 7.20 seconds (12.77 tokens/s, 92 tokens, context 78, seed 218860143)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =     2.76 ms /     3 runs   (    0.92 ms per token,  1088.14 tokens per second)\n",
            "llama_print_timings: prompt eval time =   714.16 ms /    28 tokens (   25.51 ms per token,    39.21 tokens per second)\n",
            "llama_print_timings:        eval time =    99.68 ms /     2 runs   (   49.84 ms per token,    20.06 tokens per second)\n",
            "llama_print_timings:       total time =   836.80 ms\n",
            "Output generated in 1.93 seconds (1.04 tokens/s, 2 tokens, context 58, seed 1435457712)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =    14.02 ms /    24 runs   (    0.58 ms per token,  1711.47 tokens per second)\n",
            "llama_print_timings: prompt eval time =   699.78 ms /    17 tokens (   41.16 ms per token,    24.29 tokens per second)\n",
            "llama_print_timings:        eval time =  1240.99 ms /    23 runs   (   53.96 ms per token,    18.53 tokens per second)\n",
            "llama_print_timings:       total time =  2019.42 ms\n",
            "Output generated in 2.85 seconds (8.06 tokens/s, 23 tokens, context 47, seed 1693822810)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =    46.89 ms /    76 runs   (    0.62 ms per token,  1620.92 tokens per second)\n",
            "llama_print_timings: prompt eval time =   979.82 ms /    55 tokens (   17.81 ms per token,    56.13 tokens per second)\n",
            "llama_print_timings:        eval time =  4052.62 ms /    75 runs   (   54.03 ms per token,    18.51 tokens per second)\n",
            "llama_print_timings:       total time =  5291.96 ms\n",
            "Output generated in 6.09 seconds (12.32 tokens/s, 75 tokens, context 85, seed 902013740)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =     9.65 ms /    10 runs   (    0.97 ms per token,  1035.73 tokens per second)\n",
            "llama_print_timings: prompt eval time =   692.72 ms /    25 tokens (   27.71 ms per token,    36.09 tokens per second)\n",
            "llama_print_timings:        eval time =   451.63 ms /     9 runs   (   50.18 ms per token,    19.93 tokens per second)\n",
            "llama_print_timings:       total time =  1257.52 ms\n",
            "Output generated in 2.16 seconds (4.17 tokens/s, 9 tokens, context 55, seed 1459486954)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =    43.82 ms /    53 runs   (    0.83 ms per token,  1209.41 tokens per second)\n",
            "llama_print_timings: prompt eval time =  1855.15 ms /   184 tokens (   10.08 ms per token,    99.18 tokens per second)\n",
            "llama_print_timings:        eval time =  2821.93 ms /    52 runs   (   54.27 ms per token,    18.43 tokens per second)\n",
            "llama_print_timings:       total time =  5099.05 ms\n",
            "Output generated in 6.11 seconds (8.51 tokens/s, 52 tokens, context 214, seed 650687045)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =    18.90 ms /    31 runs   (    0.61 ms per token,  1640.56 tokens per second)\n",
            "llama_print_timings: prompt eval time =  2859.97 ms /   263 tokens (   10.87 ms per token,    91.96 tokens per second)\n",
            "llama_print_timings:        eval time =  1713.64 ms /    30 runs   (   57.12 ms per token,    17.51 tokens per second)\n",
            "llama_print_timings:       total time =  4686.22 ms\n",
            "Output generated in 5.49 seconds (5.47 tokens/s, 30 tokens, context 342, seed 1756444136)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =   276.98 ms /   396 runs   (    0.70 ms per token,  1429.69 tokens per second)\n",
            "llama_print_timings: prompt eval time =   692.36 ms /    16 tokens (   43.27 ms per token,    23.11 tokens per second)\n",
            "llama_print_timings:        eval time = 21922.63 ms /   395 runs   (   55.50 ms per token,    18.02 tokens per second)\n",
            "llama_print_timings:       total time = 24660.82 ms\n",
            "Output generated in 25.52 seconds (15.48 tokens/s, 395 tokens, context 46, seed 1954937039)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =    48.85 ms /    81 runs   (    0.60 ms per token,  1658.00 tokens per second)\n",
            "llama_print_timings: prompt eval time =  1384.78 ms /    93 tokens (   14.89 ms per token,    67.16 tokens per second)\n",
            "llama_print_timings:        eval time =  4487.84 ms /    80 runs   (   56.10 ms per token,    17.83 tokens per second)\n",
            "llama_print_timings:       total time =  6162.98 ms\n",
            "Output generated in 6.95 seconds (11.51 tokens/s, 80 tokens, context 123, seed 1462811530)\n",
            "Llama.generate: prefix-match hit\n",
            "\n",
            "llama_print_timings:        load time =  1205.88 ms\n",
            "llama_print_timings:      sample time =   190.31 ms /   250 runs   (    0.76 ms per token,  1313.65 tokens per second)\n",
            "llama_print_timings: prompt eval time =  1871.94 ms /   175 tokens (   10.70 ms per token,    93.49 tokens per second)\n",
            "llama_print_timings:        eval time = 14020.93 ms /   249 runs   (   56.31 ms per token,    17.76 tokens per second)\n",
            "llama_print_timings:       total time = 17636.25 ms\n",
            "Output generated in 18.48 seconds (13.47 tokens/s, 249 tokens, context 205, seed 1071882398)\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_CUDA=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/Platypus2-13B-GGML/resolve/main/platypus2-13b.ggmlv3.q5_K_M.bin -d /content/text-generation-webui/models/ -o platypus2-13b.ggmlv3.q5_K_M.bin\n",
        "\n",
        "%cd /content/text-generation-webui\n",
        "!python server.py --share --chat --n-gpu-layers 200000 --model platypus2-13b.ggmlv3.q5_K_M.bin"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNhzcDu/05pYX3DyJrg1VAv",
      "include_colab_link": true
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}