उत्तर निष्कर्षण

Snowflake में Generative AI परिचय

James Cha-Earley

Senior Developer Advocate, Snowflake

उत्तर निष्कर्षण क्यों?

शिकायतें पहचानना
सुविधाओं पर फीडबैक निकालना
लंबे डॉक्यूमेंट्स से प्रश्नों के उत्तर देना

एक डॉक्यूमेंट और प्रश्नवाचक चिन्ह, चारों ओर हँसते/उदास इमोजी, दिखाता है कि हमें हर रिव्यू का विषय नहीं पता

एक आम व्यावसायिक समस्या

review = """
The property needs updating and management needs to hire more staff. 
The staff does everything they can but it is not enough for the number of guests. 
The rooms look old as well as everything in the bathrooms. 
Definitely better options in the hotel zone.
"""

Snowflake Cortex मदद को तैयार!

उत्तर निकालना

from snowflake.cortex import extract_answer


response = extract_answer(
    from_text=review,
    question="What did the guest complain about?"
)

आउटपुट

print(response)

[
    {
    "answer": "Management needs to hire more staff.",
    "score": 0.8013839254
    }
]

0 से 1 तक के स्कोर

वर्कफ़्लो बनाना

SELECT DESCRIPTION
FROM HOTELS.REVIEWS
WHERE RATING < 6
    AND DATE = '2023-08-23';

SQL आउटपुट

I will never book a vacation through Expedia not only did I pay over 5;000 dollars
but they false advertise the resort; in my reservation It clearly stated that
breakfast and dinner was included. When I got to the resort they informed me that 
these issues have happed before with Expedia because the resort does not offer an
all exclusive. After flighting practically all day I called Expedia and they had me
on hold for 45min and nothing got resolved. I ended up spending over 1000.00 more
just on food. I am beyond me they are not only false advertising but refused to
take any responsibility on their part for the issues they caused me and my family.  Again I will never chose Expedia to plan a vacation!!!

प्रश्न पूछना

negative_review = cell1.to_pandas()['DESCRIPTION'].iloc[0]


response = extract_answer(
    from_text=negative_review,
    question="What was the primary issue that the guest mentioned?"
)

print(response)

रेस्पॉन्स की समीक्षा

[
    {
    "answer" : "Expedia falsely advertised that meals were included, but the
                resort did not offer an all-inclusive package.",
    "score": 0.75829312442
    }
]

सीमाएँ

आंशिक या अस्पष्ट वाक्यांश दे सकता है
पैराग्राफ़ पर बेहतर, बहु-विषय डॉक्यूमेंट्स पर नहीं
महत्वपूर्ण आउटपुट हमेशा जाँचें

सावधानी चिन्ह

अभ्यास करते हैं!

Snowflake में Generative AI परिचय