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litelines-valid-json.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/38876f9b215e5f50b767891357659dfc/litelines-valid-json.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 JSON response"
],
"metadata": {
"id": "uVA4QwESUwdw"
}
},
{
"cell_type": "markdown",
"source": [
"## 1. Install Litelines"
],
"metadata": {
"id": "SFZbIO4GTM36"
}
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "4pn7gRD5TEOn",
"outputId": "3494af41-eb82-482c-c220-85486101211a"
},
"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[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.0/2.3 MB\u001b[0m \u001b[31m43.7 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m \u001b[32m2.3/2.3 MB\u001b[0m \u001b[31m37.8 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[31m26.0 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": "Uc2GbTIvb5fY"
}
},
{
"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": "cuWp975qWGlK"
},
"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": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 328,
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},
"id": "XURqquVBYIe4",
"outputId": "a5ac2d8f-a665-4285-de7a-e7d9b1fac43f"
},
"execution_count": 4,
"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"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"tokenizer_config.json: 0.00B [00:00, ?B/s]"
],
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},
"metadata": {}
},
{
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"data": {
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"vocab.json: 0.00B [00:00, ?B/s]"
],
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},
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},
"metadata": {}
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{
"output_type": "display_data",
"data": {
"text/plain": [
"config.json: 0%| | 0.00/659 [00:00<?, ?B/s]"
],
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"version_major": 2,
"version_minor": 0,
"model_id": "99cbe3011326468f8594b9f065f782fc"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"model.safetensors: 0%| | 0.00/988M [00:00<?, ?B/s]"
],
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"version_major": 2,
"version_minor": 0,
"model_id": "1708b1b71b694d6791766855cc16e103"
}
},
"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. Prepare the inputs to the LLM"
],
"metadata": {
"id": "twipl7hucAV2"
}
},
{
"cell_type": "code",
"source": [
"user_input = \"\"\"Give me a json describing the following text:\n",
"Linus is a 55 years old software engineer.\n",
"\"\"\"\n",
"messages = [{\"role\": \"user\", \"content\": user_input}]\n",
"inputs = tokenizer.apply_chat_template(\n",
" messages,\n",
" add_generation_prompt=True,\n",
" return_tensors=\"pt\",\n",
" return_dict=True\n",
").to(model.device)"
],
"metadata": {
"id": "AE1s9Q2eU-27"
},
"execution_count": 5,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## 4. Define a Pydantic schema describing the required JSON"
],
"metadata": {
"id": "nRxF3dLkcGv2"
}
},
{
"cell_type": "code",
"source": [
"from typing import Literal\n",
"from pydantic import BaseModel, Field\n",
"\n",
"class Person(BaseModel):\n",
" name: str = Field(..., description=\"The person's full name\")\n",
" age: int = Field(..., description=\"The person's age in years\")"
],
"metadata": {
"id": "u4YCQ-6LYCxt"
},
"execution_count": 6,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## 5. Define the processor and visualize it"
],
"metadata": {
"id": "J4zmgiw0cVUF"
}
},
{
"cell_type": "code",
"source": [
"from litelines.transformers import SchemaProcessor\n",
"\n",
"processor = SchemaProcessor(response_format=Person, tokenizer=tokenizer)\n",
"processor.show_graph()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "p8EUUNfZa0p5",
"outputId": "0a586b64-f53c-4275-f8fb-861899374185"
},
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
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},
{
"cell_type": "markdown",
"source": [
"## 6. Generate a structured response"
],
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}
},
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"source": [
"generated = model.generate(**inputs, logits_processor=[processor], temperature=0.1)\n",
"print(f\"Response:\\n{tokenizer.decode(generated[0][inputs['input_ids'].shape[-1]:-1])}\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "flRiHrgqa5ix",
"outputId": "314a310a-f76d-4ec9-ad40-e6e7b3257b12"
},
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Response:\n",
"{\n",
" \"name\": \"Linus\",\n",
" \"age\": 55\n",
"}\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## 7. Visualize the selected path"
],
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"id": "xSb51PWpc7LE"
}
},
{
"cell_type": "code",
"source": [
"processor.show_graph()"
],
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"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "_WqgdCynbGnK",
"outputId": "4e761ee0-ff14-49e6-efc8-91d59291cf25"
},
"execution_count": 10,
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{
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