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alonsosilvaallende/litelines.ipynb

Created July 23, 2025 20:12
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litelines.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/2ace86c1129b588b7f8e8322847ad7b6/litelines.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "L3i_9E_egzVf",
"outputId": "7bab469c-cc37-44a9-b731-57cf29a5e083"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
" Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
" Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m326.8/326.8 kB\u001b[0m \u001b[31m8.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Building wheel for litelines (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"
]
}
],
"source": [
"%pip install --quiet --upgrade git+https://github.com/alonsosilvaallende/litelines.git@042ca7c767b42d0a4d8e17d443ce02472adbadf9"
]
},
{
"cell_type": "code",
"source": [
"import torch\n",
"\n",
"# Auto select device (CUDA > MPS > CPU)\n",
"if torch.cuda.is_available():\n",
" device = torch.device(\"cuda\")\n",
"elif hasattr(torch.backends, \"mps\") and torch.backends.mps.is_available():\n",
" device = torch.device(\"mps\")\n",
"else:\n",
" device = torch.device(\"cpu\")\n",
"assert device == torch.device(\"cuda\"), \"In Runtime, Change runtime type to GPU\""
],
"metadata": {
"id": "Qv-Gy_fH34ea"
},
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"source": [
"from transformers import AutoModelForCausalLM, AutoTokenizer, TextIteratorStreamer\n",
"\n",
"model_id = \"Qwen/Qwen3-0.6B\"\n",
"tokenizer = AutoTokenizer.from_pretrained(model_id)\n",
"model = AutoModelForCausalLM.from_pretrained(model_id).to(device)\n",
"streamer = TextIteratorStreamer(tokenizer, skip_prompt=True)"
],
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"id": "B3ltQP1J4DK0",
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{
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"data": {
"text/plain": [
"tokenizer_config.json: 0.00B [00:00, ?B/s]"
],
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},
{
"cell_type": "code",
"source": [
"from threading import Thread\n",
"\n",
"def generate_response(user_input, tools=[], logits_processor=[], enable_thinking=False):\n",
" messages = [\n",
" {\"role\": \"user\", \"content\": user_input},\n",
" ]\n",
"\n",
" prompt = tokenizer.apply_chat_template(\n",
" messages,\n",
" tokenize=False,\n",
" add_generation_prompt=True,\n",
" tools=tools,\n",
" enable_thinking=enable_thinking,\n",
" )\n",
"\n",
" model_inputs = tokenizer(prompt, return_tensors=\"pt\").to(device)\n",
" prompt_length = model_inputs['input_ids'].shape[-1]\n",
"\n",
" generation_kwargs = dict(\n",
" model_inputs,\n",
" streamer=streamer,\n",
" logits_processor=logits_processor,\n",
" max_new_tokens=4 * 1024,\n",
" do_sample=False,\n",
" temperature=1.0,\n",
" top_p=1.0,\n",
" top_k=50,\n",
" )\n",
"\n",
" thread = Thread(target=model.generate, kwargs=generation_kwargs)\n",
" thread.start()\n",
"\n",
" assistant_response = \"\"\n",
" for chunk in streamer:\n",
" if tokenizer.eos_token in chunk or tokenizer.pad_token in chunk:\n",
" chunk = chunk.split(tokenizer.eos_token)[0]\n",
" chunk = chunk.split(tokenizer.pad_token)[0]\n",
" assistant_response += chunk\n",
" print(chunk, end=\"\")\n",
"\n",
" thread.join()\n",
" return assistant_response"
],
"metadata": {
"id": "--h4fp0Y4lOX"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [
"generate_response(\"Hello\");"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "2i1cxhXi4tN3",
"outputId": "65cc3afd-0d12-4a36-dc08-e60f959c06d9"
},
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Hello! How can I assist you today?"
]
}
]
},
{
"cell_type": "code",
"source": [
"from typing import Literal\n",
"\n",
"from pydantic import BaseModel, Field\n",
"\n",
"\n",
"class Sentiment(BaseModel):\n",
" \"\"\"Correctly inferred `Sentiment` with all the required parameters with correct types.\"\"\"\n",
"\n",
" label: Literal[\"positive\", \"negative\"] = Field(\n",
" ..., description=\"Sentiment of the text\"\n",
" )"
],
"metadata": {
"id": "yOlvl8KTjyvN"
},
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"source": [
"import json\n",
"from openai import pydantic_function_tool\n",
"\n",
"tool = pydantic_function_tool(Sentiment)\n",
"print(json.dumps(tool, indent=4))"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "v0ersYtU5g2b",
"outputId": "e73abb50-5600-4c7f-8bdb-54bcb39d580a"
},
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"{\n",
" \"type\": \"function\",\n",
" \"function\": {\n",
" \"name\": \"Sentiment\",\n",
" \"strict\": true,\n",
" \"parameters\": {\n",
" \"description\": \"Correctly inferred `Sentiment` with all the required parameters with correct types.\",\n",
" \"properties\": {\n",
" \"label\": {\n",
" \"description\": \"Sentiment of the text\",\n",
" \"enum\": [\n",
" \"positive\",\n",
" \"negative\"\n",
" ],\n",
" \"title\": \"Label\",\n",
" \"type\": \"string\"\n",
" }\n",
" },\n",
" \"required\": [\n",
" \"label\"\n",
" ],\n",
" \"title\": \"Sentiment\",\n",
" \"type\": \"object\",\n",
" \"additionalProperties\": false\n",
" },\n",
" \"description\": \"Correctly inferred `Sentiment` with all the required parameters with correct types.\"\n",
" }\n",
"}\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"from litelines import build_regex\n",
"\n",
"build_regex(Sentiment, include_tool_call=True, whitespace_pattern=\"\")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"id": "riVbNUj9kIns",
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},
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"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'\\\\{\"name\":\"Sentiment\",\"arguments\":\\\\{\"label\":(\"positive\"|\"negative\")\\\\}\\\\}'"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
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]
},
{
"cell_type": "code",
"source": [
"from litelines import draw_dfa\n",
"\n",
"draw_dfa(Sentiment, tokenizer, include_tool_call=True, whitespace_pattern=\"\", verbose=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "14NbW7BtqGFf",
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},
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\u001b[34mRegular expression: '\\\\{\"name\":\"Sentiment\",\"arguments\":\\\\{\"label\":(\"positive\"|\"negative\")\\\\}\\\\}'\u001b[0m\n"
]
},
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"text/plain": [
"<graphviz.sources.Source at 0x7a5ad22e5f90>"
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"source": [
"from litelines.transformers import JSONProcessor\n",
"\n",
"processor = JSONProcessor(\n",
" response_format=Sentiment,\n",
" tokenizer=tokenizer,\n",
" include_tool_call=True,\n",
" whitespace_pattern=r\"\",\n",
" verbose=False,\n",
")\n",
"\n",
"logits_processors = [processor]"
],
"metadata": {
"id": "QpZSia6SkGfi"
},
"execution_count": 11,
"outputs": []
},
{
"cell_type": "code",
"source": [
"assistant_response = generate_response(\n",
" \"What's the sentiment of the following text: 'Awesome'\",\n",
" tools=[tool],\n",
" logits_processor=[processor],\n",
")"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "duDhaotC5T-f",
"outputId": "0d18d61d-b264-4920-cea9-1fc325485bc6"
},
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"{\"name\":\"Sentiment\",\"arguments\":{\"label\":\"positive\"}}"
]
}
]
},
{
"cell_type": "code",
"source": [
"draw_dfa(processor.dfa, processor.tokenizer, trajectory=processor.trajectory)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
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{
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"id": "KAcbG1Wf6B2Q"
},
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}
]
}
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