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    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# How to get a 100% Guaranteed Valid Tool Call response"
      ],
      "metadata": {
        "id": "77-oHTwQoVwY"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 1. Install Litelines"
      ],
      "metadata": {
        "id": "KxGDupfQpYlZ"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "fQQzRjotfC88"
      },
      "outputs": [],
      "source": [
        "%pip install --quiet --upgrade litelines"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 2. Download a model and its tokenizer"
      ],
      "metadata": {
        "id": "45qowoBKpttl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Use cuda for faster inference\n",
        "import torch\n",
        "\n",
        "device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")\n",
        "assert device == torch.device(\"cuda\"), \"In the Runtime tab, please Change runtime type to GPU\""
      ],
      "metadata": {
        "id": "WERbiQrnfN5r"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import AutoModelForCausalLM, AutoTokenizer\n",
        "\n",
        "MODEL_ID = \"Qwen/Qwen2.5-0.5B-Instruct\"\n",
        "tokenizer = AutoTokenizer.from_pretrained(MODEL_ID)\n",
        "model = AutoModelForCausalLM.from_pretrained(MODEL_ID).to(device)"
      ],
      "metadata": {
        "id": "WvwdniZ3fSjq"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 3. Define a Pydantic schema describing the tool"
      ],
      "metadata": {
        "id": "EBsvT22Ip9jT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from typing import Literal\n",
        "from pydantic import BaseModel, Field\n",
        "\n",
        "class Multiply(BaseModel):\n",
        "    \"\"\"Multiply two integers together.\"\"\"\n",
        "\n",
        "    a: int = Field(..., description=\"First integer\")\n",
        "    b: int = Field(..., description=\"Second integer\")"
      ],
      "metadata": {
        "id": "L-uTeEtGhu6J"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 4. Prepare the inputs to the LLM"
      ],
      "metadata": {
        "id": "iqLazSzgp26c"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from openai import pydantic_function_tool\n",
        "\n",
        "user_input = \"What's 24 times 42?\"\n",
        "messages = [{\"role\": \"user\", \"content\": user_input}]\n",
        "inputs = tokenizer.apply_chat_template(\n",
        "    messages,\n",
        "    add_generation_prompt=True,\n",
        "    tools=[pydantic_function_tool(Multiply)],\n",
        "    return_tensors=\"pt\",\n",
        "    return_dict=True,\n",
        ").to(device)"
      ],
      "metadata": {
        "id": "xQoFfwhfirty"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 5. Define the processor and visualize it"
      ],
      "metadata": {
        "id": "luXxXpsMqKEc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from litelines.transformers import SchemaProcessor\n",
        "\n",
        "processor = SchemaProcessor(\n",
        "    response_format=Multiply,\n",
        "    tokenizer=tokenizer,\n",
        "    include_tool_call=True\n",
        ")\n",
        "processor.show_graph()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "rsqdFVDQjAgR",
        "outputId": "c4496bcf-929c-417d-e5e4-be672ddf294f"
      },
      "execution_count": 6,
      "outputs": [
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    {
      "cell_type": "markdown",
      "source": [
        "## 6. Generate a structured response"
      ],
      "metadata": {
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      }
    },
    {
      "cell_type": "code",
      "source": [
        "generated = model.generate(**inputs, logits_processor=[processor], temperature=0.1, max_new_tokens=100)\n",
        "print(f\"Response:\\n{tokenizer.decode(generated[0][inputs['input_ids'].shape[-1]:-1])}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
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        "outputId": "e4007832-0f00-4d6c-8a1f-d154b6275607"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Response:\n",
            "<tool_call>\n",
            "{\"name\": \"Multiply\", \"arguments\": {\"a\": 24, \"b\": 42}}\n",
            "</tool_call>\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 7. Visualize the selected path"
      ],
      "metadata": {
        "id": "whdfI9HeqWpJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
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        "outputId": "acb887a5-5e46-47b2-8c47-7eeea2b9c3e6"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
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