DeciLM_7B_instruct_for_text_generation.ipynb

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      "execution_count": 1,
      "metadata": {
        "id": "A0hVttt8tNtO"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "from transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig, pipeline\n",
        "\n",
        "model_name = \"Deci/DeciLM-7B-instruct\"\n",
        "\n",
        "device = \"cuda\" # for GPU usage or \"cpu\" for CPU usage"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# # # !pip install bitsandbytes\n",
        "# # ! pip install flash_attn\n",
        "# ! pip install accelerate"
      ],
      "metadata": {
        "id": "tjuOZAO_t0Yp"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
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        "bnb_config = BitsAndBytesConfig(\n",
        "    load_in_4bit = True,\n",
        "    bnb_4bit_compute_dtype=torch.bfloat16\n",
        ")\n",
        "\n",
        "model = AutoModelForCausalLM.from_pretrained(\n",
        "    model_name,\n",
        "    device_map=\"auto\",\n",
        "    trust_remote_code=True,\n",
        "    quantization_config=bnb_config\n",
        ")"
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    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "tokenizer = AutoTokenizer.from_pretrained(model_name)\n",
        "tokenizer.pad_token = tokenizer.eos_token\n",
        "\n",
        "deci_generator = pipeline(\"text-generation\",\n",
        "                          model=model,\n",
        "                          tokenizer=tokenizer,\n",
        "                          temperature=0.1,\n",
        "                          device_map=\"auto\",\n",
        "                          max_length=4096,\n",
        "                          return_full_text=False\n",
        ")\n",
        "\n",
        "prompt = \"A step-by-step guide to learning Data Science in one month.\"\n",
        "\n",
        "SYSTEM_PROMPT_TEMPLATE =\"\"\"\n",
        "### System:\n",
        "You are an AI assistant that follows instruction extremely well. Help as much as you can.\n",
        "### User:\n",
        "{instruction}\n",
        "### Assistant:\n",
        "\"\"\"\n",
        "\n",
        "# Function to construct the prompt using the new system prompt template\n",
        "def get_prompt_with_template(message: str) -> str:\n",
        "    return SYSTEM_PROMPT_TEMPLATE.format(instruction=message)\n",
        "\n",
        "response = deci_generator(get_prompt_with_template(prompt))[0]['generated_text']\n",
        "print(response)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9zeTJgHktZUt",
        "outputId": "d37c3400-b214-495c-d42f-4824716b259b"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Setting `pad_token_id` to `eos_token_id`:2 for open-end generation.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Here is a step-by-step guide to learning Data Science in one month:\n",
            "\n",
            "1. Set a goal: Determine what you want to achieve in one month. This could be learning the basics of Data Science, or mastering a specific skill within the field.\n",
            "\n",
            "2. Choose a learning path: Decide on the learning path that best suits your goals. You can choose from online courses, books, or a combination of both.\n",
            "\n",
            "3. Select a learning platform: Choose a learning platform that offers the resources you need. This could be a website, an app, or a combination of both.\n",
            "\n",
            "4. Create a study schedule: Plan out your study schedule for the month. Allocate time for each subject or skill you want to learn.\n",
            "\n",
            "5. Start with the basics: Begin by learning the fundamentals of Data Science, such as data collection, data cleaning, and data visualization.\n",
            "\n",
            "6. Move on to more advanced topics: Once you have a good grasp of the basics, move on to more advanced topics like machine learning, deep learning, and natural language processing.\n",
            "\n",
            "7. Practice, practice, practice: Practice is key to mastering Data Science. Use the resources you have to practice and apply the skills you have learned.\n",
            "\n",
            "8. Stay motivated: Stay motivated by setting small goals and rewarding yourself when you achieve them.\n",
            "\n",
            "9. Seek help when needed: If you get stuck or need help, don't hesitate to seek help from online communities, tutors, or mentors.\n",
            "\n",
            "10. Evaluate your progress: At the end of the month, evaluate your progress and identify areas where you need to improve.\n",
            "\n",
            "By following these steps, you can learn Data Science in one month. Remember, practice and dedication are key to mastering any skill.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "tokenizer = AutoTokenizer.from_pretrained(model_name)\n",
        "tokenizer.pad_token = tokenizer.eos_token\n",
        "\n",
        "deci_generator = pipeline(\"text-generation\",\n",
        "                          model=model,\n",
        "                          tokenizer=tokenizer,\n",
        "                          temperature=0.1,\n",
        "                          device_map=\"auto\",\n",
        "                          max_length=4096,\n",
        "                          return_full_text=False\n",
        ")\n",
        "\n",
        "prompt = '''Summarize the following text:\n",
        "Shah Rukh Khan (pronounced [ˈʃɑːɦɾʊx xɑːn]; born 2 November 1965), also known by the initialism SRK, is an Indian actor and film producer who works in Hindi films.\n",
        "Referred to in the media as the \"Baadshah of Bollywood\" and \"King Khan\",[a] he has appeared in more than 90 films, and earned numerous accolades, including 14 Filmfare\n",
        "Awards. He has been awarded the Padma Shri by the Government of India, as well as the Ordre des Arts et des Lettres and Legion of Honour by the Government of France.\n",
        "Khan has a significant following in Asia and the Indian diaspora worldwide. In terms of audience size and income, several media outlets have described him as one of the most\n",
        " successful film stars in the world.[b] Many of his films thematise Indian national identity and connections with diaspora communities, or gender, racial, social and religious\n",
        "  differences and grievances. Khan began his career with appearances in several television series in the late 1980s and made his Bollywood debut in 1992 with Deewana.\n",
        "  He was initially recognised for playing villainous roles in the films Baazigar (1993) and Darr (1993). Khan established himself by starring in a series of top-grossing romantic\n",
        "  films, including Dilwale Dulhania Le Jayenge (1995), Dil To Pagal Hai (1997), Kuch Kuch Hota Hai (1998), Mohabbatein (2000), Kabhi Khushi Kabhie Gham... (2001),\n",
        "   Kal Ho Naa Ho (2003), Veer-Zaara (2004) and Kabhi Alvida Naa Kehna (2006). He earned critical acclaim for his portrayal of an alcoholic in Devdas (2002), a NASA scientist in\n",
        "    Swades (2004), a hockey coach in Chak De! India (2007), and a man with Asperger syndrome in My Name Is Khan (2010). Further commercial successes came with the\n",
        "     romances Om Shanti Om (2007) and Rab Ne Bana Di Jodi (2008), and with his expansion to comedies in Chennai Express (2013) and Happy New Year (2014).\n",
        "      Following a brief setback and hiatus, Khan made a career comeback with the 2023 action thrillers Pathaan and Jawan, both of which rank among the highest-grossing Hindi films.'''\n",
        "\n",
        "SYSTEM_PROMPT_TEMPLATE =\"\"\"\n",
        "### System:\n",
        "You are an AI assistant that follows instruction extremely well. Help as much as you can.\n",
        "### User:\n",
        "{instruction}\n",
        "### Assistant:\n",
        "\"\"\"\n",
        "\n",
        "# Function to construct the prompt using the new system prompt template\n",
        "def get_prompt_with_template(message: str) -> str:\n",
        "    return SYSTEM_PROMPT_TEMPLATE.format(instruction=message)\n",
        "\n",
        "response = deci_generator(get_prompt_with_template(prompt))[0]['generated_text']\n",
        "print(response)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LtS4_1oovoiN",
        "outputId": "0e84048e-fd45-45de-d5b6-b59ae5d4b907"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/transformers/generation/configuration_utils.py:381: UserWarning: `do_sample` is set to `False`. However, `temperature` is set to `0.1` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `temperature`.\n",
            "  warnings.warn(\n",
            "Setting `pad_token_id` to `eos_token_id`:2 for open-end generation.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            " Shah Rukh Khan, also known as SRK or \"Baadshah of Bollywood\" and \"King Khan,\" is an Indian actor and film producer. He has appeared in over 90 films and earned numerous accolades, including 14 Filmfare Awards. Khan has a significant following in Asia and the Indian diaspora worldwide. He began his career with appearances in television series in the late 1980s and made his Bollywood debut in 1992 with Deewana. Khan has starred in several top-grossing romantic films and has earned critical acclaim for his portrayal of various characters. He has also expanded his repertoire to comedies and action thrillers.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Ra3fMvn1y3th"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}