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{
"cells": [
{
"cell_type": "markdown",
"id": "7b73f12d-1104-4eea-ac08-3716aa9af45b",
"metadata": {},
"source": [
"**Zero shot classification**"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "966c6d6a-c2d7-405c-bf9b-1e1f1415234e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{\n",
" \"sequence\": \"I just bought a new laptop, and it works amazing!\",\n",
" \"labels\": [\n",
" \"technology\",\n",
" \"health\",\n",
" \"sports\",\n",
" \"politics\"\n",
" ],\n",
" \"scores\": [\n",
" 0.970917284488678,\n",
" 0.014999152161180973,\n",
" 0.008272469975054264,\n",
" 0.005811101291328669\n",
" ]\n",
"}\n"
]
}
],
"source": [
"from dotenv import load_dotenv\n",
"import os\n",
"import requests\n",
"import json\n",
"\n",
"load_dotenv() # Load environment variables from .env file, contains personal access token (HF_API_TOKEN=your_token)\n",
"headers = {\"Authorization\": f\"Bearer {os.getenv('HF_API_TOKEN')}\"}\n",
"\n",
"candidate_labels = [\"technology\", \"sports\", \"politics\", \"health\"]\n",
"\n",
"def query(model, input_text):\n",
" API_URL = f\"https://router.huggingface.co/hf-inference/models/{model}\"\n",
" payload = {\n",
" \"inputs\": input_text,\n",
" \"parameters\": {\"candidate_labels\": candidate_labels}\n",
" }\n",
" response = requests.post(API_URL, headers=headers, json=payload)\n",
" return response.json()\n",
"\n",
"input_text = \"I just bought a new laptop, and it works amazing!\"\n",
"\n",
"output = query(\"facebook/bart-large-mnli\", input_text)\n",
"print(json.dumps(output, indent=4))"
]
},
{
"cell_type": "markdown",
"id": "edf44387-d166-4e0f-a8ad-621230aee115",
"metadata": {},
"source": [
"**Try to run a model locally**"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "1d01a363-572b-450c-8fce-0721234f9a1a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"First trip: 7-Day Island Beach Holiday in Greece (Summer). I am planning a trip to Greece with my boyfriend, where we will visit two islands. We have booked an apartment on each island for a few days and plan to spend most of our time relaxing. Our main goals are to enjoy the beach, try delicious local food, and possibly go on a hike—if it’s not too hot. We will be relying solely on public transport. We’re in our late 20s and traveling from the Netherlands. \n",
"\n",
"Packing list: ['bathing suit', 'beach towel', 'beach bag', 'sandals', 'comfortable walking shoes', 'light jacket', 'sunscreen', 'sunglasses', 'sunhat', 'entertainment for downtime (e.g. book/ebook, games, laptop, journal)', 'short pants/skirts', 't-shirts/tops']\n"
]
}
],
"source": [
"# Prerequisites\n",
"from tabulate import tabulate\n",
"from transformers import pipeline\n",
"import json\n",
"\n",
"# input text\n",
"input_text = \"I like to cycle and I burn easily. I also love culture and like to post on social media about my food. I will go on a trip to italy in july.\"\n",
"\n",
"# Load labels from a txt file\n",
"with open(\"labels.txt\", \"r\", encoding=\"utf-8\") as f:\n",
" class_labels = [line.strip() for line in f if line.strip()]\n",
"\n",
"# Load test data (in dictionary)\n",
"with open(\"test_data.json\", \"r\") as file:\n",
" packing_data = json.load(file)\n",
"# Get a list of trip descriptions (keys)\n",
"trips = list(packing_data.keys())\n",
"# Access the first trip description\n",
"first_trip = trips[0]\n",
"# Get the packing list for the secondfirst trip\n",
"first_trip_items = packing_data[first_trip]\n",
"\n",
"print(f\"First trip: {first_trip} \\n\")\n",
"print(f\"Packing list: {first_trip_items}\")"
]
},
{
"cell_type": "markdown",
"id": "88aa1d7e-8a32-4530-9ddd-60fa38e4a342",
"metadata": {},
"source": [
"Load classifiers"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "d0d8f7c0-c2d9-4fbe-b1a7-699a5b99466c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Some weights of BartForSequenceClassification were not initialized from the model checkpoint at facebook/bart-base and are newly initialized: ['classification_head.dense.bias', 'classification_head.dense.weight', 'classification_head.out_proj.bias', 'classification_head.out_proj.weight']\n",
"You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n",
"Hardware accelerator e.g. GPU is available in the environment, but no `device` argument is passed to the `Pipeline` object. Model will be on CPU.\n",
"Failed to determine 'entailment' label id from the label2id mapping in the model config. Setting to -1. Define a descriptive label2id mapping in the model config to ensure correct outputs.\n"
]
}
],
"source": [
"# Load smaller the model and create a pipeline for zero-shot classification (1min loading + classifying with 89 labels)\n",
"classifier_bart_base = pipeline(\"zero-shot-classification\", model=\"facebook/bart-base\")"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "a971ca1c-d478-489f-9592-bc243d587eb4",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Hardware accelerator e.g. GPU is available in the environment, but no `device` argument is passed to the `Pipeline` object. Model will be on CPU.\n"
]
}
],
"source": [
"# Load larger the model and create a pipeline for zero-shot classification (5min loading model + classifying with 89 labels)\n",
"classifier_bart_large_mnli = pipeline(\"zero-shot-classification\", model=\"facebook/bart-large-mnli\")"
]
},
{
"cell_type": "markdown",
"id": "38805499-9919-40fe-9d42-de6869ba01dc",
"metadata": {},
"source": [
"Try classifiers"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "abb13524-71c6-448d-948d-fb22a0e0ceeb",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Asking to truncate to max_length but no maximum length is provided and the model has no predefined maximum length. Default to no truncation.\n"
]
}
],
"source": [
"# Run the classification (ca 30 seconds classifying)\n",
"result_bart_base = classifier_bart_base(first_trip, class_labels)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "116c7ee3-2b59-4623-a416-162c487aab70",
"metadata": {},
"outputs": [],
"source": [
"# Run the classification (ca 1 minute classifying)\n",
"result_bart_large_mnli = classifier_bart_large_mnli(first_trip, class_labels)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "8591425b-ce55-4a36-a4b6-70974e8d4e59",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| bart_base | bart_large_mnli |\n",
"+======================================================================+======================================================================+\n",
"| bandana | travel adapter |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| lip balm | travel journal |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| hand warmers | light jacket |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| sim card | sim card |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| neck wallet | bathing suit |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| tent | multi-tool |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| poncho | dry bag |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| gloves | travel pillow |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| painkiller | base layers |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| pen | day pack |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| thin scarf | entertainment for downtime (e.g. book/ebook, games, laptop, journal) |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| wallet | passport |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| sleeping bag | thin scarf |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| dry bag | comfortable shoes |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| gifts | lightweight backpack |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| fanny pack | beach bag |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| beach towel | swimsuit |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| underwear | short pants/skirts |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| swimsuit | quick-dry towel |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| blanket | sunhat |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| laptop | local currency |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| quick-dry towel | tickets |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| ski jacket | wallet |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| emergency roadside kit | cardigan/sweater |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| passport | refillable water bottle |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| necessary medication | fanny pack |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| snacks for the journey | poncho |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| snow boots | thermal clothing |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| sunglasses | laptop |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| flip-flops | pen |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| phone and charger | big backpack/suitcase |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| socks | beach towel |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| local currency | currency |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| t-shirts/tops | blanket |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| bathing suit | compass |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| currency | beanie |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| cardigan/sweater | sunscreen |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| snowboard | phone and charger |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| visa documents | reusable coffee mug |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| shirts | power bank |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| headphones | personal toiletries (e.g. toothbrush, toothpaste) |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| pants | packable rain jacket |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| refillable water bottle | bandana |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| beach bag | short pants |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| big backpack/suitcase | business attire |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| multi-tool | sleeping bag |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| sandals | flashlight |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| tickets | t-shirts/tops |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| thermal clothing | waterproof phone case |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| short pants/skirts | long pants |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| light jacket | travel-sized toiletries |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| base layers | visa documents |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| snacks | sandals |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| comfortable shoes | hand warmers |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| lightweight backpack | hostel lock |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| winter shoes | headphones |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| dress shoes | emergency roadside kit |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| power bank | ski jacket |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| packable rain jacket | shirts |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| first aid kit | first aid kit |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| water filter | reusable shopping bags |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| short pants | flip-flops |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| ski goggles | camping stove |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| waterproof phone case | water filter |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| sunhat | gloves |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| flashlight | dress shoes |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| earplugs | tent |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| beanie | sunglasses |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| hostel lock | pants |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| personal toiletries (e.g. toothbrush, toothpaste) | charging cables |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| travel journal | snacks |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| reusable coffee mug | neck wallet |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| sunscreen | snacks for the journey |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| travel pillow | ski goggles |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| trekking poles | mosquito repellant |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| business attire | snorkel gear |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| snorkel gear | bug spray |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| reusable shopping bags | earplugs |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| sleep wear | travel insurance documents |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| camping stove | painkiller |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| travel-sized toiletries | hiking boots |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| hiking boots | necessary medication |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| travel insurance documents | socks |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| long pants | underwear |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| charging cables | trekking poles |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| entertainment for downtime (e.g. book/ebook, games, laptop, journal) | sleep wear |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| bug spray | gifts |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| day pack | lip balm |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| travel adapter | snowboard |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| malaria medication | malaria medication |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| compass | snow boots |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n",
"| mosquito repellant | winter shoes |\n",
"+----------------------------------------------------------------------+----------------------------------------------------------------------+\n"
]
}
],
"source": [
"# Creating a table\n",
"table = zip(result_bart_base[\"labels\"], \n",
" result_bart_large_mnli[\"labels\"])\n",
"headers = [\"bart_base\", \"bart_large_mnli\"]\n",
"\n",
"print(tabulate(table, headers=headers, tablefmt=\"grid\"))\n"
]
},
{
"cell_type": "markdown",
"id": "21a35d0c-9451-433a-b14c-87e8dac21d68",
"metadata": {},
"source": [
"**Try simple prompt engineering**"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "ee734de6-bbcb-427d-8987-ab41286f7907",
"metadata": {},
"outputs": [],
"source": [
"# No prompt\n",
"no_prompt = input_text\n",
"no_result = classifier(no_prompt, class_labels)\n",
"\n",
"# Simple prompt\n",
"simple_prompt = \"Classify the following text: \" + input_text\n",
"simple_result = classifier(simple_prompt, class_labels)\n",
"\n",
"# Primed prompt\n",
"primed_prompt = input_text + \"What are the most important things to pack for the trip?\"\n",
"primed_result = classifier(primed_prompt, class_labels)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "96deb877-b3b0-4048-9960-d8b0b0d56cd0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| no_prompt | no_prompt | simple_prompt | simple_prompt | primed_prompt | primed_prompt |\n",
"+============================+=============+============================+=================+============================+=================+\n",
"| Travel-sized toiletries | 0.0141621 | Beanie | 0.0126489 | First aid kit | 0.0126422 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Refillable water bottle | 0.013635 | Baby wipes | 0.0125994 | Work ID badge | 0.0125781 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Aloe vera gel | 0.0135288 | Bandana | 0.0125701 | Travel insurance documents | 0.0125387 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Snorkel gear | 0.0135229 | Blanket | 0.0125266 | Business attire | 0.0124256 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Waterproof phone case | 0.0135219 | Sunglasses | 0.0123896 | Baby wipes | 0.012401 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Packable rain jacket | 0.0133905 | Sunglasses | 0.0123896 | Blanket | 0.0122619 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Reusable shopping bags | 0.0133134 | Laptop | 0.0123645 | Lightweight backpack | 0.0122291 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Reusable coffee mug | 0.012921 | Snacks | 0.0123038 | Sunglasses | 0.0121536 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Reusable water bottle | 0.012695 | Sunscreen | 0.0122985 | Sunglasses | 0.0121536 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| First aid kit | 0.0124969 | Pen | 0.0122703 | Laptop | 0.0121034 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Travel insurance documents | 0.0124186 | Cooler | 0.0122299 | Passport | 0.0121023 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Work ID badge | 0.0123513 | Snowboard | 0.012205 | Beanie | 0.0120397 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Lightweight backpack | 0.0122867 | Passport | 0.0121188 | Baby clothes | 0.0120325 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Presentation materials | 0.0121707 | Visa documents | 0.0121176 | Snacks | 0.0119757 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Flip-flops | 0.0121665 | Swimsuit | 0.0120711 | Packable rain jacket | 0.011946 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Charging cables | 0.0121361 | Flashlight | 0.0120105 | Baby food | 0.0119228 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Hiking boots | 0.0121118 | Stroller | 0.0119368 | Baby blanket | 0.0118852 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Comfortable shoes | 0.0120349 | Map | 0.01193 | Dress shoes | 0.0118458 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Fanny pack | 0.011914 | First aid kit | 0.0119121 | Bug spray | 0.0118403 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Trekking poles | 0.0118607 | Notebook | 0.0118809 | Travel journal | 0.0118067 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Visa documents | 0.0118408 | Hat | 0.011833 | Travel pillow | 0.0118006 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Baby wipes | 0.0117297 | Currency | 0.0118279 | Visa documents | 0.0117734 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Quick-dry towel | 0.0116303 | Work ID badge | 0.0117867 | Emergency roadside kit | 0.0117412 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Baby blanket | 0.011586 | Travel insurance documents | 0.01168 | SIM card | 0.0117407 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Hostel lock | 0.0115573 | Business attire | 0.0116774 | Cooler | 0.0117317 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Blanket | 0.0114867 | Compass | 0.0116575 | Snowboard | 0.0117232 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Business attire | 0.0114801 | Playlist | 0.0116254 | Diapers | 0.0117056 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Laptop | 0.0112665 | Bug spray | 0.0115941 | Notebook | 0.011676 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Beanie | 0.0112438 | Tent | 0.0115531 | Bandana | 0.0116441 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Bug spray | 0.0112397 | Tent | 0.0115531 | Pen | 0.011614 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Travel pillow | 0.0111955 | Diapers | 0.0115231 | Flashlight | 0.011587 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Baby clothes | 0.0111946 | Travel journal | 0.0114808 | Playlist | 0.0115787 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Passport | 0.0111815 | Hiking boots | 0.0114734 | Sunscreen | 0.0115577 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Earplugs | 0.0111681 | Reusable shopping bags | 0.0114722 | Swimsuit | 0.0115468 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Camping stove | 0.0111419 | SIM card | 0.0114319 | Reusable coffee mug | 0.0115091 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Travel journal | 0.01114 | Toys | 0.0114257 | Trekking poles | 0.011476 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Emergency roadside kit | 0.011128 | Dress shoes | 0.0113439 | Sleeping bag | 0.0114472 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Baby food | 0.0110848 | Waterproof phone case | 0.0113438 | Hiking boots | 0.0114388 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Pen | 0.0110799 | Travel pillow | 0.0113271 | Snorkel gear | 0.0114219 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Bandana | 0.0110713 | Refillable water bottle | 0.0113269 | Reusable shopping bags | 0.0113664 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Dress shoes | 0.0110698 | Fanny pack | 0.0113193 | Portable charger | 0.0113632 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Snacks | 0.0110153 | Baby blanket | 0.0113175 | Fanny pack | 0.011333 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Travel crib | 0.0110133 | Aloe vera gel | 0.0113123 | Headphones | 0.0113156 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Sunscreen | 0.0109995 | Snorkel gear | 0.011283 | Currency | 0.0112893 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Ski goggles | 0.010981 | Pacifier | 0.0112826 | Travel adapter | 0.0112652 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Sunglasses | 0.0109759 | Headphones | 0.0112543 | Travel crib | 0.011224 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Sunglasses | 0.0109759 | Packable rain jacket | 0.0112416 | Presentation materials | 0.0112228 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Stroller | 0.0109661 | Poncho | 0.0112411 | Waterproof phone case | 0.0112181 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Lip balm | 0.0109645 | Nursing cover | 0.0112323 | Nursing cover | 0.0111811 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Notebook | 0.0109306 | Comfortable shoes | 0.0112138 | Beach bag | 0.0111739 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Glow sticks | 0.0108928 | Reusable coffee mug | 0.0112081 | Stroller | 0.0111447 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Cooler | 0.0108527 | Travel crib | 0.0111724 | Car charger | 0.0110935 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Snowboard | 0.0108444 | Baby clothes | 0.0111683 | Neck wallet | 0.0110586 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Map | 0.0108275 | Presentation materials | 0.0111555 | Lip balm | 0.0110534 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Thermal clothing | 0.0108054 | Baby food | 0.0111165 | Comfortable shoes | 0.0110398 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Neck wallet | 0.0107892 | Sleeping bag | 0.0110978 | Poncho | 0.0109919 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Water filter | 0.0107846 | Lightweight backpack | 0.011038 | Reusable water bottle | 0.0109792 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Travel adapter | 0.0107792 | Gloves | 0.010946 | Energy bars | 0.0109684 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Currency | 0.010762 | Portable charger | 0.0108962 | Map | 0.0109623 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Nursing cover | 0.0107438 | Trekking poles | 0.0108781 | Hostel lock | 0.0109603 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Snow boots | 0.0107272 | Charging cables | 0.0108504 | Power bank | 0.0109483 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Pacifier | 0.0107227 | Reusable water bottle | 0.0108255 | Thermal clothing | 0.0109311 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Sleeping bag | 0.0106966 | Neck wallet | 0.0108161 | Earplugs | 0.0109061 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Car charger | 0.0106959 | Beach bag | 0.0108042 | Charging cables | 0.0108819 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Diapers | 0.010669 | Travel-sized toiletries | 0.0107921 | Toys | 0.0108427 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Flashlight | 0.0106647 | Travel adapter | 0.0107415 | Ski jacket | 0.0108272 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Ski jacket | 0.0106418 | Hostel lock | 0.0106021 | Base layers | 0.0107343 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Portable charger | 0.0106307 | Thermal clothing | 0.0105911 | Glow sticks | 0.0106845 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Playlist | 0.0106083 | Car charger | 0.0105783 | Beach towel | 0.010634 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Swimsuit | 0.0105832 | Ski goggles | 0.0105752 | Water filter | 0.0106173 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Tent | 0.010549 | Ski jacket | 0.0105524 | Festival tickets | 0.0106124 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Tent | 0.010549 | Water filter | 0.010523 | Dry bag | 0.0105999 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| SIM card | 0.0105225 | Festival tickets | 0.0105077 | Hat | 0.010555 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Compass | 0.0105095 | Dry bag | 0.0104999 | Tent | 0.0105432 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Multi-tool | 0.0104697 | Glow sticks | 0.0104861 | Tent | 0.0105432 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Hat | 0.0104314 | Beach towel | 0.0104595 | Refillable water bottle | 0.0105226 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Base layers | 0.0104078 | Earplugs | 0.0104484 | Language phrasebook | 0.0104878 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Energy bars | 0.0103765 | Emergency roadside kit | 0.01042 | Aloe vera gel | 0.0104495 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Toys | 0.0103667 | Energy bars | 0.010328 | Compass | 0.0102844 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Power bank | 0.010329 | Flip-flops | 0.010279 | Pacifier | 0.0102553 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Dry bag | 0.0102989 | Power bank | 0.0102667 | Flip-flops | 0.0102396 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Beach towel | 0.0102733 | Base layers | 0.0102346 | Ski goggles | 0.010229 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Beach bag | 0.0102259 | Multi-tool | 0.0101584 | Multi-tool | 0.0100441 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Poncho | 0.0100634 | Lip balm | 0.0101392 | Gloves | 0.0100095 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Headphones | 0.010053 | Snow boots | 0.0101161 | Hand warmers | 0.00999101 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Gloves | 0.010049 | Camping stove | 0.00999308 | Camping stove | 0.00982307 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Festival tickets | 0.00984126 | Language phrasebook | 0.00958238 | Travel-sized toiletries | 0.0097547 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Hand warmers | 0.00967844 | Quick-dry towel | 0.00957849 | Snow boots | 0.00964112 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n",
"| Language phrasebook | 0.0093065 | Hand warmers | 0.00916433 | Quick-dry towel | 0.00960495 |\n",
"+----------------------------+-------------+----------------------------+-----------------+----------------------------+-----------------+\n"
]
}
],
"source": [
"# Creating a table\n",
"table = zip(no_result[\"labels\"], no_result[\"scores\"], \n",
" simple_result[\"labels\"], simple_result[\"scores\"], \n",
" primed_result[\"labels\"], primed_result[\"scores\"])\n",
"headers = [\"no_prompt\", \"no_prompt\", \"simple_prompt\", \"simple_prompt\", \"primed_prompt\", \"primed_prompt\"]\n",
"\n",
"print(tabulate(table, headers=headers, tablefmt=\"grid\"))\n"
]
}
],
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|