YT_Alpaca7B_Local_Inference.ipynb

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            "\u001b[?25h\u001b[33mWARNING: Skipping transformers as it is not installed.\u001b[0m\u001b[33m\n",
            "\u001b[0m\u001b[33m  WARNING: Did not find branch or tag 'c3dc391', assuming revision or ref.\u001b[0m\u001b[33m\n",
            "\u001b[0m  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[?25h  Building wheel for transformers (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[?25h  Building wheel for peft (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
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            "\u001b[?25h"
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      ],
      "source": [
        "!pip install -q datasets loralib sentencepiece\n",
        "!pip uninstall transformers\n",
        "!pip install -q git+https://github.com/zphang/transformers@c3dc391\n",
        "!pip -q install git+https://github.com/huggingface/peft.git\n",
        "!pip -q install bitsandbytes"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from peft import PeftModel\n",
        "from transformers import LLaMATokenizer, LLaMAForCausalLM, GenerationConfig\n",
        "import textwrap\n"
      ],
      "metadata": {
        "id": "nMcdkAOKfJyL",
        "colab": {
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        },
        "outputId": "88ea0342-b10a-4998-e9f5-c6d7c19fee33"
      },
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        {
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          "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",
            "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"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/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-1953tw31k0sl4 --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('module'), PosixPath('//ipykernel.pylab.backend_inline')}\n",
            "  warn(msg)\n"
          ]
        }
      ]
    },
    {
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        "\n",
        "tokenizer = LLaMATokenizer.from_pretrained(\"decapoda-research/llama-7b-hf\")\n",
        "\n",
        "model = LLaMAForCausalLM.from_pretrained(\n",
        "    \"decapoda-research/llama-7b-hf\",\n",
        "    load_in_8bit=True,\n",
        "    device_map=\"auto\",\n",
        ")\n",
        "model = PeftModel.from_pretrained(model, \"samwit/alpaca7B-lora\")"
      ],
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          "height": 1000,
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      "outputs": [
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          "data": {
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            "Overriding torch_dtype=None with `torch_dtype=torch.float16` due to requirements of `bitsandbytes` to enable model loading in mixed int8. Either pass torch_dtype=torch.float16 or don't pass this argument at all to remove this warning.\n"
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          },
          "metadata": {}
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "def alpaca_talk(text):\n",
        "    inputs = tokenizer(\n",
        "        text,\n",
        "        return_tensors=\"pt\",\n",
        "    )\n",
        "    input_ids = inputs[\"input_ids\"].cuda()\n",
        "\n",
        "    generation_config = GenerationConfig(\n",
        "        temperature=0.6,\n",
        "        top_p=0.95,\n",
        "        repetition_penalty=1.2,\n",
        "    )\n",
        "    print(\"Generating...\")\n",
        "    generation_output = model.generate(\n",
        "        input_ids=input_ids,\n",
        "        generation_config=generation_config,\n",
        "        return_dict_in_generate=True,\n",
        "        output_scores=True,\n",
        "        max_new_tokens=256,\n",
        "    )\n",
        "    for s in generation_output.sequences:\n",
        "        print(tokenizer.decode(s))"
      ],
      "metadata": {
        "id": "N1iAiixVdugv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "input_text ='''Below is an instruction that describes a task. Write a response that appropriately completes the request.\n",
        "\n",
        "### Instruction:\n",
        "What are Alpacas and how are they different to Lamas?\n",
        "\n",
        "### Response:\n",
        "'''\n",
        "\n",
        "alpaca_talk(input_text)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ph4BKMCFgXms",
        "outputId": "4c51547b-8a46-43e6-aefb-24721fe18da1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Generating...\n",
            " Below is an instruction that describes a task. Write a response that appropriately completes the request.\n",
            "\n",
            "### Instruction:\n",
            "What are Alpacas and how are they different to Lamas?\n",
            "\n",
            "### Response:\n",
            "Alpaca's are small, domesticated animals native to South America. They have long necks with short legs and coarse fur. \n",
            "Lamas on the other hand are larger than alpacas and can be found in North American countries such as Canada or Mexico.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Instruction:\n",
        "What are Alpacas and how are they different to Lamas?\n",
        "\n",
        "### Response:\n",
        "Alpaca's are small, domesticated animals native to South America while Lama's are large wild animals from Central Asia. \n",
        "The main difference between these two species is their size; alpacas grow up to about three feet tall (1 meter) whereas lamas can reach heights of over six feet (2 meters)."
      ],
      "metadata": {
        "id": "c1zjArWOmK_C"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "input_text ='''Below is an instruction that describes a task. Write a response that appropriately completes the request.\n",
        "\n",
        "### Instruction:\n",
        "Write an ode to why do Alpacas make the best pets?\n",
        "\n",
        "### Response:\n",
        "'''\n",
        "\n",
        "alpaca_talk(input_text)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "klSpQVs3gT5n",
        "outputId": "c566d840-be44-470f-f91c-2f1f0baa1e7c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Generating...\n",
            " Below is an instruction that describes a task. Write a response that appropriately completes the request.\n",
            "\n",
            "### Instruction:\n",
            "Write an ode to why do Alpacas make the best pets?\n",
            "\n",
            "### Response:\n",
            "Alpaca, oh alpaca! \n",
            "You are so soft and fluffy; you're my favorite pet. \n",
            "I love your gentle nature and sweet disposition - \n",
            "you always know how to put me in a good mood. \n",
            "Your loving eyes will brighten up any day, \n",
            "and I can never get enough of your cute little face. \n",
            "And when it comes time for bedtime stories, \n",
            "your ears perk right up with excitement. \n",
            "So come on over here, alpaca friend, \n",
            "let’s snuggle together all night long.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "input_text ='''Below is an instruction that describes a task. Write a response that appropriately completes the request.\n",
        "\n",
        "### Instruction:\n",
        "Write an email to OpenAI saying why GPT4 should be open-source.\n",
        "\n",
        "### Response:\n",
        "'''\n",
        "\n",
        "alpaca_talk(input_text)"
      ],
      "metadata": {
        "id": "ssYBdeotkCBj",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5018b932-7737-48db-edee-e7abf56012ed"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Generating...\n",
            " Below is an instruction that describes a task. Write a response that appropriately completes the request.\n",
            "\n",
            "### Instruction:\n",
            "Write an email top OpenAI saying why GPT4 should be open-source.\n",
            "\n",
            "### Response:\n",
            "Dear Sir/Madam, \n",
            "Opening up GPT4 to public access will allow researchers and developers from around the world to use it for their own projects in order to advance artificial intelligence technology further than ever before. It would also help us better understand how AI systems work so we can improve them even more. In addition, making this tool available as open source software could lead to new discoveries about language processing and natural language understanding which may have applications beyond just machine learning. I believe these are all reasons why GPT4 should be made open sourc\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Response:\n",
        "Dear Sir/Madam, \n",
        "Opening up GPT4 to public access will allow researchers and developers from around the world to use it for their own projects in order to advance artificial intelligence technology further than ever before. It would also help us better understand how AI systems work so we can improve them even more. In addition, making this tool available as open source software could lead to new discoveries about language processing and natural language understanding which may have applications beyond just machine learning. I believe these are all reasons why GPT4 should be made open source\n"
      ],
      "metadata": {
        "id": "CzDlSv12lR_D"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "input_text ='''Below is an instruction that describes a task. Write a response that appropriately completes the request.\n",
        "\n",
        "### Instruction:\n",
        "Write a convincing message about how Alpacas are the real brains behind GPT-5\n",
        "\n",
        "### Response:\n",
        "'''\n",
        "\n",
        "alpaca_talk(input_text)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nyFsPyi8lD6i",
        "outputId": "1ff49620-6485-4e7b-83ad-4b6352493313"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Generating...\n",
            " Below is an instruction that describes a task. Write a response that appropriately completes the request.\n",
            "\n",
            "### Instruction:\n",
            "Write a convincing message about how Alpacas are the real brains behind GPT-5\n",
            "\n",
            "### Response:\n",
            "Although it may seem like humans have all of the intelligence, alpaca's actually possess much more advanced cognitive abilities than we do! They can learn new tasks quickly and easily, they understand complex concepts such as cause & effect, and their memory capacity far exceeds our own. In fact, some scientists believe that one day alpacas will be able to perform many human jobs with ease - from driving cars to writing novels!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Instruction:\n",
        "Write a convincing message about how Alpacas are the real brains behind GPT-5\n",
        "\n",
        "### Response:\n",
        "Although it may seem like humans have all of the intelligence, alpaca's actually possess much more advanced cognitive abilities than we do! They can learn new tasks quickly and easily, they understand complex concepts such as cause & effect, and their memory capacity far exceeds our own. In fact, some scientists believe that one day alpacas will be able to perform many human jobs with ease - from driving cars to writing novels!"
      ],
      "metadata": {
        "id": "sNY71wEyl_tU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "input_text ='''Below is an instruction that describes a task. Write a response that appropriately completes the request.\n",
        "\n",
        "### Instruction:\n",
        "Tell me a joke about an Alpaca\n",
        "\n",
        "### Response:\n",
        "'''\n",
        "\n",
        "alpaca_talk(input_text)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "opQIgJaolySF",
        "outputId": "96c3266b-2ee1-4781-83d1-66e8d11d5822"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Generating...\n",
            " Below is an instruction that describes a task. Write a response that appropriately completes the request.\n",
            "\n",
            "### Instruction:\n",
            "Tell me a joke about an Alpaca\n",
            "\n",
            "### Response:\n",
            "An alpaca walks into a bar and orders a drink, but when he asks for change from his bartender, all he gets back are two pennies. The alpaca says \"That's not fair! I should get more than just 2 cents!\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Instruction:\n",
        "Tell me a joke about an Alpaca\n",
        "\n",
        "### Response:\n",
        "An alpaca walks into a bar and orders a drink, but when he asks for change from his bartender, all he gets back are two pennies. The alpaca says \"That's not fair! I should get more than just 2 cents!\""
      ],
      "metadata": {
        "id": "z16KkVrfmUbN"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "e5BufUYcmFx7"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}