جينا للذكاء الاصطناعي

يدعم Milvus نماذج إعادة ترتيب Jina AI من خلال فئة JinaRerankFunction. تسمح لك هذه الوظيفة بتسجيل مدى ملاءمة أزواج الاستعلام-المستندات بشكل فعال.

لاستخدام هذه الميزة، قم بتثبيت التبعيات اللازمة:

pip install --upgrade pymilvus
pip install "pymilvus[model]"

ثم، قم بإنشاء JinaRerankFunction:

from pymilvus.model.reranker import JinaRerankFunction

jina_rf = JinaRerankFunction(
    model_name="jina-reranker-v2-base-multilingual", # Defaults to `jina-reranker-v2-base-multilingual`
    api_key=JINAAI_API_KEY
)

المعلمات:

• model_name (سلسلة)

  اسم نموذج إعادة ترتيب الذكاء الاصطناعي Jina AI reranker المراد استخدامه للترميز. إذا تركت هذه المعلمة غير محددة، فسيتم استخدام jina-reranker-v2-base-multilingual. للاطلاع على قائمة النماذج المتاحة، راجع Jina AI Rerankers.

• api_key (سلسلة)

  مفتاح واجهة برمجة التطبيقات للوصول إلى واجهة برمجة تطبيقات جينا للذكاء الاصطناعي.

بعد ذلك، استخدم الكود التالي لإعادة تصنيف المستندات بناءً على الاستعلام:

query = "What event in 1956 marked the official birth of artificial intelligence as a discipline?"

documents = [
    "In 1950, Alan Turing published his seminal paper, 'Computing Machinery and Intelligence,' proposing the Turing Test as a criterion of intelligence, a foundational concept in the philosophy and development of artificial intelligence.",
    "The Dartmouth Conference in 1956 is considered the birthplace of artificial intelligence as a field; here, John McCarthy and others coined the term 'artificial intelligence' and laid out its basic goals.",
    "In 1951, British mathematician and computer scientist Alan Turing also developed the first program designed to play chess, demonstrating an early example of AI in game strategy.",
    "The invention of the Logic Theorist by Allen Newell, Herbert A. Simon, and Cliff Shaw in 1955 marked the creation of the first true AI program, which was capable of solving logic problems, akin to proving mathematical theorems."
]

results = jina_rf(
    query=query,
    documents=documents,
    top_k=3,
)

for result in results:
    print(f"Index: {result.index}")
    print(f"Score: {result.score:.6f}")
    print(f"Text: {result.text}\n")

الناتج المتوقع مشابه لما يلي:

Index: 1
Score: 0.937096
Text: The Dartmouth Conference in 1956 is considered the birthplace of artificial intelligence as a field; here, John McCarthy and others coined the term 'artificial intelligence' and laid out its basic goals.

Index: 3
Score: 0.354210
Text: The invention of the Logic Theorist by Allen Newell, Herbert A. Simon, and Cliff Shaw in 1955 marked the creation of the first true AI program, which was capable of solving logic problems, akin to proving mathematical theorems.

Index: 0
Score: 0.349866
Text: In 1950, Alan Turing published his seminal paper, 'Computing Machinery and Intelligence,' proposing the Turing Test as a criterion of intelligence, a foundational concept in the philosophy and development of artificial intelligence.