Küsimustele vastamine segades semantilist otsingut ja genereerivat tehisintellekti
Valdkonnateadmistega seotud küsimustele vastamiseks eelistame NLP Cloudis järgmist strateegiat: esitame kõigepealt taotluse semantilise otsinguga, et leida ressursid, mis vastavad teie küsimusele kõige paremini, ja seejärel kasutame tekstigenereerimist, et vastata küsimusele nende ressursside põhjal nagu inimene.
Oletame, et oleme HP printerite edasimüüja ja soovime oma veebilehel vastata oma klientide küsimustele.
Kõigepealt peame arvutama embedding'id ja salvestama need vektorandmebaasi või looma oma semantilise otsingumudeli. Siin tehakse see ainult 3 näite, kuid tegelikkuses võib NLP Cloudi semantilise otsingu kasutamisel kaasata kuni 1 miljon näidet. Me lihtsalt loome CSV-faili ja paneme sinna sisse järgmise:
HP® LaserJets have unmatched printing speed, performance and reliability that you can trust. Enjoy Low Prices and Free Shipping when you buy now online.
Every HP printer comes with at least a one-year HP commercial warranty (or HP Limited Warranty). Some models automatically benefit from a three-year warranty, which is the case of the HP Color LaserJet Plus, the HP Color LaserJet Pro, and the HP Color LaserJet Expert.
HP LaserJet ; Lowest cost per page on mono laser printing. · $319.99 ; Wireless options available. · $109.00 ; Essential management features. · $209.00.
Seejärel laadime oma CSV-andmekogumi üles NLP Cloudi ja vajutame "Create model". Mõne aja pärast on meie oma semantiline otsingumudel, mis sisaldab meie enda valdkonnateadmisi, valmis ja me saame selle kasutamiseks privaatse API URLi.
Esitame küsimuse meie uuele mudelile, kasutades NLP Cloud Pythoni klienti:
import nlpcloud
# We use a fake model name and a fake API key for illustration reasons.
client = nlpcloud.Client("custom-model/5d8e6s8w5", "poigre5754gaefdsf5486gdsa56", gpu=True)
client.semantic_search("How long is the warranty on the HP Color LaserJet Pro?")
Mudel tagastab kiiresti ja lühikese reageerimisaja jooksul järgmised andmed:
{
"search_results": [
{
"score": 0.99,
"text": "Every HP printer comes with at least a one-year HP commercial warranty (or HP Limited Warranty). Some models automatically benefit from a three-year warranty, which is the case of the HP Color LaserJet Plus, the HP Color LaserJet Pro, and the HP Color LaserJet Expert."
},
{
"score": 0.74,
"text": "All consumer PCs and printers come with a standard one-year warranty. Care packs provide an enhanced level of support and/or an extended period of coverage for your HP hardware. All commercial PCs and printers come with either a one-year or three-year warranty."
},
{
"score": 0.68,
"text": "In-warranty plan · Available in 2-, 3-, or 4-year extension plans · Includes remote problem diagnosis support and Next Business Day Exchange Service."
},
]
}
Nüüd otsime välja vastuse, millel on kõige suurem skoor (me võiksime suurepäraselt välja otsida ka mitu vastust): "Every HP printer comes with at least a one-year HP commercial warranty (or HP Limited Warranty). Some models automatically benefit from a three-year warranty, which is the case of the HP Color LaserJet Plus, the HP Color LaserJet Pro, and the HP Color LaserJet Expert."
See vastus on õige, kuid see ei ole väga kasutajasõbralik, sest kasutaja peab vastuse saamiseks lugema üsna pikka teksti. Nii et nüüd esitame sama küsimuse uuesti meie küsimusele vastamise lõpp-punktile, kasutades ChatDolphini mudelit. Kasutame kontekstina semantilise otsingu vastust:
import nlpcloud
client = nlpcloud.Client("chatdolphin", "poigre5754gaefdsf5486gdsa56", gpu=True)
client.question(
"""How long is the warranty on the HP Color LaserJet Pro?""",
context="""Every HP printer comes with at least a one-year HP commercial warranty (or HP Limited Warranty). Some models automatically benefit from a three-year warranty, which is the case of the HP Color LaserJet Plus, the HP Color LaserJet Pro, and the HP Color LaserJet Expert."""
)
See annab järgmise vastuse:
{
"answer": "The warranty lasts for three years."
}
Päris hea, kas pole?
