Add Batch Processing for Multiple Choice Questions notebook
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.ipynb_checkpoints/
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Litelines_Batch_Processing_Multiple_Choice.ipynb
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| 1 |
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{
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| 2 |
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"nbformat": 4,
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| 3 |
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"nbformat_minor": 0,
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"metadata": {
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"colab": {
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"provenance": [],
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"gpuType": "T4"
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},
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"kernelspec": {
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"name": "python3",
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"display_name": "Python 3"
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},
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"language_info": {
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"name": "python"
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},
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"accelerator": "GPU"
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| 17 |
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},
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"cells": [
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| 19 |
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{
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"cell_type": "markdown",
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| 21 |
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"source": [
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| 22 |
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"# Batch Processing for Multiple-Choice Questions"
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| 23 |
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],
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| 24 |
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"metadata": {
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| 25 |
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"id": "bjbqHUTuNFyd"
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| 26 |
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}
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| 27 |
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},
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| 28 |
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{
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| 29 |
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"cell_type": "markdown",
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| 30 |
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"source": [
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| 31 |
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"# 1. Install Litelines"
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| 32 |
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],
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| 33 |
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"metadata": {
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| 34 |
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"id": "B8jIr1KAKQWF"
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| 35 |
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}
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| 36 |
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},
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| 37 |
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{
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| 38 |
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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| 41 |
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"id": "cvgtiC0Kcl-z"
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| 42 |
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},
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| 43 |
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"outputs": [],
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| 44 |
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"source": [
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| 45 |
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"%pip install --quiet --upgrade litelines"
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| 46 |
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]
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| 47 |
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},
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| 48 |
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{
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| 49 |
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"cell_type": "markdown",
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| 50 |
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"source": [
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| 51 |
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"## 2. Download a model and its tokenizer"
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| 52 |
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],
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| 53 |
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"metadata": {
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| 54 |
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"id": "-dLJS16ZNy97"
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| 55 |
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}
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| 56 |
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},
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| 57 |
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{
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| 58 |
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"cell_type": "code",
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"source": [
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| 60 |
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"# Use cuda for faster inference\n",
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| 61 |
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"import torch\n",
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"\n",
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"device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")\n",
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| 64 |
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"assert device == torch.device(\"cuda\"), \"In the Runtime tab, please Change runtime type to GPU\""
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| 65 |
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],
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| 66 |
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"metadata": {
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| 67 |
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"id": "68zKdmOQcqLo"
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| 68 |
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},
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| 69 |
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"execution_count": 2,
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| 70 |
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"outputs": []
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| 71 |
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},
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| 72 |
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{
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| 73 |
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"cell_type": "code",
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| 74 |
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"source": [
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| 75 |
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"from transformers import AutoModelForCausalLM, AutoTokenizer\n",
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"\n",
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| 77 |
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"MODEL_ID = \"Qwen/Qwen2.5-0.5B-Instruct\"\n",
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| 78 |
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"tokenizer = AutoTokenizer.from_pretrained(MODEL_ID)\n",
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| 79 |
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"model = AutoModelForCausalLM.from_pretrained(MODEL_ID).to(device)"
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| 80 |
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],
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| 81 |
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"metadata": {
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| 82 |
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"id": "U-a-w5jwc6Xg"
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| 83 |
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},
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| 84 |
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"execution_count": 3,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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| 89 |
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"source": [
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| 90 |
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"## 3. Prepare the inputs to the LLM"
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| 91 |
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],
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| 92 |
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"metadata": {
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| 93 |
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"id": "ohUnAx9NJ7AV"
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| 94 |
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}
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| 95 |
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},
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| 96 |
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{
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"cell_type": "code",
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"source": [
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"user_inputs = [\"What is the capital of France?\", \"What is the capital of Italy?\", \"What is the capital of Spain?\"]\n",
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| 100 |
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"alternatives = \"\"\"\n",
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| 101 |
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"A) Madrid\n",
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"B) Paris\n",
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"C) Rome\n",
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| 104 |
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"\"\"\"\n",
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| 105 |
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"messages = [[{\"role\": \"user\", \"content\": user_input + alternatives}] for user_input in user_inputs]\n",
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| 106 |
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"formatted_messages = [\n",
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| 107 |
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" tokenizer.apply_chat_template(message, tokenize=False, add_generation_prompt=True) for message in messages\n",
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| 108 |
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"]\n",
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"inputs = tokenizer(\n",
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| 110 |
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" formatted_messages,\n",
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| 111 |
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" return_tensors=\"pt\",\n",
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| 112 |
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" padding=True,\n",
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| 113 |
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" truncation=True\n",
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| 114 |
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").to(device)\n",
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| 115 |
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"prompt_length = inputs['input_ids'].shape[-1]"
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| 116 |
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],
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| 117 |
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"metadata": {
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| 118 |
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"id": "6YLLQze67KV1"
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| 119 |
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},
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| 120 |
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"execution_count": 4,
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| 121 |
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"outputs": []
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| 122 |
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},
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| 123 |
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{
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| 124 |
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"cell_type": "markdown",
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| 125 |
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"source": [
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| 126 |
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"## 4. Define a processor through a regular expression"
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| 127 |
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],
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| 128 |
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"metadata": {
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| 129 |
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"id": "9LaJrh0PKkcn"
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| 130 |
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}
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| 131 |
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},
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| 132 |
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{
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| 133 |
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"cell_type": "code",
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| 134 |
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"source": [
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| 135 |
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"from litelines.transformers import SchemaProcessor\n",
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"\n",
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"processor = SchemaProcessor(response_format=r\"A\\.|B\\.|C\\.\", tokenizer=tokenizer)\n",
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| 138 |
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"processor.show_graph()"
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],
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| 140 |
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"metadata": {
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| 141 |
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"colab": {
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| 142 |
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"base_uri": "https://localhost:8080/",
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| 143 |
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"height": 331
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| 144 |
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},
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| 145 |
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"id": "sVx6IzInKHoL",
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| 146 |
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"outputId": "9c3bf54f-95a5-4b7b-e870-dd7a3d2e45dd"
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| 147 |
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},
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"execution_count": 5,
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| 149 |
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"outputs": [
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| 150 |
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{
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| 151 |
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"output_type": "display_data",
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| 152 |
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"data": {
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| 153 |
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"text/plain": [
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| 154 |
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"<IPython.core.display.SVG object>"
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],
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| 156 |
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"image/svg+xml": "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"401pt\" height=\"232pt\" viewBox=\"0.00 0.00 401.00 232.00\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 228)\">\n<title>%3</title>\n<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-228 397,-228 397,4 -4,4\"/>\n<text text-anchor=\"middle\" x=\"92\" y=\"-208.8\" font-family=\"Times,serif\" font-size=\"14.00\">Allowed Paths</text>\n<text text-anchor=\"middle\" x=\"92\" y=\"-193.8\" font-family=\"Times,serif\" font-size=\"14.00\">Regular expression: A\\.|B\\.|C\\.</text>\n<!-- 0 -->\n<g id=\"node1\" class=\"node\">\n<title>0</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"109\" cy=\"-83\" rx=\"18\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"109\" y=\"-79.3\" font-family=\"Times,serif\" font-size=\"14.00\">0</text>\n</g>\n<!-- 1 -->\n<g id=\"node2\" class=\"node\">\n<title>1</title>\n<ellipse fill=\"none\" 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| 157 |
+
},
|
| 158 |
+
"metadata": {}
|
| 159 |
+
}
|
| 160 |
+
]
|
| 161 |
+
},
|
| 162 |
+
{
|
| 163 |
+
"cell_type": "markdown",
|
| 164 |
+
"source": [
|
| 165 |
+
"## 5. Generate a structured response"
|
| 166 |
+
],
|
| 167 |
+
"metadata": {
|
| 168 |
+
"id": "UUkc7wXcOQlN"
|
| 169 |
+
}
|
| 170 |
+
},
|
| 171 |
+
{
|
| 172 |
+
"cell_type": "code",
|
| 173 |
+
"source": [
|
| 174 |
+
"outputs = model.generate(\n",
|
| 175 |
+
" inputs.input_ids,\n",
|
| 176 |
+
" attention_mask=inputs.attention_mask,\n",
|
| 177 |
+
" pad_token_id=tokenizer.eos_token_id,\n",
|
| 178 |
+
" logits_processor=[processor],\n",
|
| 179 |
+
" temperature=0.1\n",
|
| 180 |
+
")\n",
|
| 181 |
+
"generated_texts = tokenizer.batch_decode([output[prompt_length:] for output in outputs], skip_special_tokens=True)\n",
|
| 182 |
+
"formatted_strings = [f\"Question: {user_inputs[i]+alternatives}\\n\\x1b[34mResponse:\\x1b[0m \\x1b[31m{generated_texts[i]}\\x1b[0m\" for i in range(len(user_inputs))]\n",
|
| 183 |
+
"for string in formatted_strings:\n",
|
| 184 |
+
" print(string)\n",
|
| 185 |
+
" print()"
|
| 186 |
+
],
|
| 187 |
+
"metadata": {
|
| 188 |
+
"colab": {
|
| 189 |
+
"base_uri": "https://localhost:8080/"
|
| 190 |
+
},
|
| 191 |
+
"id": "h9dLX3Xl_9dy",
|
| 192 |
+
"outputId": "567cf76e-179c-463c-abb2-ff8522237f3f"
|
| 193 |
+
},
|
| 194 |
+
"execution_count": 6,
|
| 195 |
+
"outputs": [
|
| 196 |
+
{
|
| 197 |
+
"output_type": "stream",
|
| 198 |
+
"name": "stdout",
|
| 199 |
+
"text": [
|
| 200 |
+
"Question: What is the capital of France?\n",
|
| 201 |
+
"A) Madrid\n",
|
| 202 |
+
"B) Paris\n",
|
| 203 |
+
"C) Rome\n",
|
| 204 |
+
"\n",
|
| 205 |
+
"\u001b[34mResponse:\u001b[0m \u001b[31mB.\u001b[0m\n",
|
| 206 |
+
"\n",
|
| 207 |
+
"Question: What is the capital of Italy?\n",
|
| 208 |
+
"A) Madrid\n",
|
| 209 |
+
"B) Paris\n",
|
| 210 |
+
"C) Rome\n",
|
| 211 |
+
"\n",
|
| 212 |
+
"\u001b[34mResponse:\u001b[0m \u001b[31mC.\u001b[0m\n",
|
| 213 |
+
"\n",
|
| 214 |
+
"Question: What is the capital of Spain?\n",
|
| 215 |
+
"A) Madrid\n",
|
| 216 |
+
"B) Paris\n",
|
| 217 |
+
"C) Rome\n",
|
| 218 |
+
"\n",
|
| 219 |
+
"\u001b[34mResponse:\u001b[0m \u001b[31mA.\u001b[0m\n",
|
| 220 |
+
"\n"
|
| 221 |
+
]
|
| 222 |
+
}
|
| 223 |
+
]
|
| 224 |
+
},
|
| 225 |
+
{
|
| 226 |
+
"cell_type": "markdown",
|
| 227 |
+
"source": [
|
| 228 |
+
"## 6. Visualize the selected paths"
|
| 229 |
+
],
|
| 230 |
+
"metadata": {
|
| 231 |
+
"id": "7ANqIJQ_M9fH"
|
| 232 |
+
}
|
| 233 |
+
},
|
| 234 |
+
{
|
| 235 |
+
"cell_type": "code",
|
| 236 |
+
"source": [
|
| 237 |
+
"processor.show_graph(batch_number=0)"
|
| 238 |
+
],
|
| 239 |
+
"metadata": {
|
| 240 |
+
"colab": {
|
| 241 |
+
"base_uri": "https://localhost:8080/",
|
| 242 |
+
"height": 331
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| 243 |
+
},
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| 244 |
+
"id": "Pqo5AVexMnJ6",
|
| 245 |
+
"outputId": "116ec551-7bf9-4cd8-ec7a-d393fad7392f"
|
| 246 |
+
},
|
| 247 |
+
"execution_count": 7,
|
| 248 |
+
"outputs": [
|
| 249 |
+
{
|
| 250 |
+
"output_type": "display_data",
|
| 251 |
+
"data": {
|
| 252 |
+
"text/plain": [
|
| 253 |
+
"<IPython.core.display.SVG object>"
|
| 254 |
+
],
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| 255 |
+
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| 310 |
+
},
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| 311 |
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"metadata": {}
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| 312 |
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}
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| 313 |
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]
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| 314 |
+
},
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| 315 |
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{
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| 316 |
+
"cell_type": "code",
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| 317 |
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"source": [],
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| 318 |
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"metadata": {
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| 319 |
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"id": "xNEEh_naAY_w"
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| 320 |
+
},
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| 321 |
+
"execution_count": 9,
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| 322 |
+
"outputs": []
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| 323 |
+
}
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| 324 |
+
]
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| 325 |
+
}
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Litelines_Guaranteed_Valid_JSON.ipynb
CHANGED
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