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litelines_valid_tool_calling.ipynb
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"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/alonsosilvaallende/618cf03969e4a9e066b41f7e894d1d71/litelines_valid_tool_calling.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"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": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "fQQzRjotfC88",
"outputId": "adb1a691-e656-4f0c-b423-7d399f6b34e8"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/2.3 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.4/2.3 MB\u001b[0m \u001b[31m43.0 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.3/2.3 MB\u001b[0m \u001b[31m35.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h"
]
}
],
"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)"
],
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"base_uri": "https://localhost:8080/",
"height": 328,
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},
"id": "WvwdniZ3fSjq",
"outputId": "05e0d29d-d1d6-42a9-92e9-8bbaa9ee0b1a"
},
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_auth.py:104: UserWarning: \n",
"Error while fetching `HF_TOKEN` secret value from your vault: 'Requesting secret HF_TOKEN timed out. Secrets can only be fetched when running from the Colab UI.'.\n",
"You are not authenticated with the Hugging Face Hub in this notebook.\n",
"If the error persists, please let us know by opening an issue on GitHub (https://github.com/huggingface/huggingface_hub/issues/new).\n",
" warnings.warn(\n"
]
},
{
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"tokenizer_config.json: 0.00B [00:00, ?B/s]"
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"data": {
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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"model.safetensors: 0%| | 0.00/988M [00:00<?, ?B/s]"
],
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"version_minor": 0,
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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"generation_config.json: 0%| | 0.00/242 [00:00<?, ?B/s]"
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},
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]
},
{
"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": "9c05e74e-5a47-4939-a603-e30f296a2f8c"
},
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
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},
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"cell_type": "markdown",
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"## 6. Generate a structured response"
],
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}
},
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"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])}\")"
],
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"colab": {
"base_uri": "https://localhost:8080/"
},
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},
"execution_count": 9,
"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"
],
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"processor.show_graph()"
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},
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{
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