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alonsosilvaallende/litelines-simplified.ipynb

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"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/alonsosilvaallende/5a97ca11c7f31739bff3b17bfdd18e6e/litelines-simplified.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "L3i_9E_egzVf",
"outputId": "3d2d4694-9bb3-47ef-d827-af72780058bb"
},
"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[32m1.5/2.3 MB\u001b[0m \u001b[31m45.5 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[31m37.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h"
]
}
],
"source": [
"%pip install --quiet --upgrade litelines"
]
},
{
"cell_type": "markdown",
"source": [
"# Preamble (related to transformers library)"
],
"metadata": {
"id": "--iqI-VN7ZT8"
}
},
{
"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": 2,
"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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"base_uri": "https://localhost:8080/",
"height": 348,
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},
"outputId": "cba0c89e-9e5c-40e1-b880-7ecc5fdbfc44"
},
"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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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
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],
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"data": {
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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": "06f6bee8-3d5e-4711-fbb1-8d65c376325b"
},
"execution_count": 5,
"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": 6,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# Litelines"
],
"metadata": {
"id": "VdMJ2Zg67P4F"
}
},
{
"cell_type": "markdown",
"source": [
"### Basic example"
],
"metadata": {
"id": "nxM2jL8Pnpya"
}
},
{
"cell_type": "code",
"source": [
"from litelines.transformers import JSONProcessor\n",
"\n",
"processor = JSONProcessor(\n",
" response_format=Sentiment,\n",
" tokenizer=tokenizer\n",
")\n",
"\n",
"processor.show_graph()"
],
"metadata": {
"id": "QpZSia6SkGfi",
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"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "d0bccdaf-0b37-4d5b-85c8-28b63c2471c7"
},
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"outputs": [
{
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{
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"assistant_response = generate_response(\n",
" \"What's the sentiment of the following text: 'Awesome'\",\n",
" logits_processor=[processor],\n",
")"
],
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{
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]
},
{
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],
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]
},
{
"cell_type": "markdown",
"source": [
"### Tool calling"
],
"metadata": {
"id": "wHha2jDsn31Z"
}
},
{
"cell_type": "code",
"source": [
"processor = JSONProcessor(\n",
" response_format=Sentiment,\n",
" tokenizer=tokenizer,\n",
" include_tool_call=True,\n",
" whitespace_pattern=r\"\",\n",
" verbose=False,\n",
")\n",
"\n",
"processor.show_graph()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "2kncGRWKnTwk",
"outputId": "06d90374-fe51-499d-d193-03bb29b318b6"
},
"execution_count": 10,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.SVG object>"
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},
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}
]
},
{
"cell_type": "code",
"source": [
"import json\n",
"from openai import pydantic_function_tool\n",
"\n",
"tool = pydantic_function_tool(Sentiment)"
],
"metadata": {
"id": "v0ersYtU5g2b"
},
"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": "18kEN-fhnd8n",
"outputId": "38ca95ab-d436-4dd2-f54d-0b8d7f529237"
},
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<tool_call>{\"name\":\"Sentiment\",\"arguments\":{\"label\":\"positive\"}}</tool_call>"
]
}
]
},
{
"cell_type": "code",
"source": [
"processor.show_graph()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "kygFNP7TngrH",
"outputId": "04f9535b-ddf1-42b8-ad6a-21438bd7634f"
},
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
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