Atış (shot) yönlendirme

OpenAI API ile Çalışmak

James Chapman

Curriculum Manager, DataCamp

Örnekler sağlama

Bir robot örneklere bakıyor

Atış (shot) yönlendirme

Atış (shot) yönlendirme nedir?

Atış (shot) yönlendirme: yanıtlara yön vermek için örnekler ekleme

Sıfır örnek (zero-shot): örnek yok, yalnızca talimat
Tek örnek (one-shot): yanıtı bir örnek yönlendirir
Az örnek (few-shot): birden çok örnek daha fazla bağlam sağlar

Sıfırdan aza örnek gösterimi

Atış yönlendirme neden önemlidir?

✅ Atış yönlendirmenin kullanım alanları:

📑 Metin sınıflandırma
💬 Duygu analizi
🔍 Veri çıkarımı
✨ ... ve daha fazlası!

Atış yönlendirme kullanım alanları

Sıfır örnekli (zero-shot) yönlendirme

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements:
1. Meal was decent, but I've had better.
2. My food was delayed, but drinks were good.
"""

...

1. Meal was decent, but I've had better. - 3 (Neutral)
2. My food was delayed, but drinks were good. - 3 (Neutral)

Tek örnekli (one-shot) yönlendirme

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements:
1. The service was very slow -> 1
2. Meal was decent, but I've had better. ->
3. My food was delayed, but drinks were good. ->
"""

1. The service was very slow -> 1
2. Meal was decent, but I've had better. -> 3
3. My food was delayed, but drinks were good. -> 4

Az örnekli (few-shot) yönlendirme

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements:
1. The service was very slow -> 1
2. The steak was awfully good! -> 5
3. It was ok, no massive complaints. -> 3
4. Meal was decent, but I've had better. ->
5. My food was delayed, but drinks were good. ->
"""

1. The service was very slow -> 1
2. The steak was awfully good! -> 5
3. It was ok, no massive complaints. -> 3
4. Meal was decent, but I've had better. -> 4
5. My food was delayed, but drinks were good. -> 3

Genel kategorilendirme

prompt = """Classify the following animals as Land, Sea, or Both:
1. Blue whale
2. Polar bear
3. Salmon
4. Dog
"""

1. **Blue whale** - Sea
2. **Polar bear** - Both (primarily land but is a marine mammal that lives in sea ice)
3. **Salmon** - Both (spends part of its life in freshwater and part in the ocean)
4. **Dog** - Land

prompt = """Classify the following animals as Land, Sea, or Both:
1. Zebra = Land
2. Crocodile = Both
3. Blue whale = 
4. Polar bear = 
5. Salmon = 
6. Dog = 
"""

1. Zebra = Land
2. Crocodile = Both
3. Blue whale = Sea
4. Polar bear = Both
5. Salmon = Sea
6. Dog = Land

Hadi pratik yapalım!

OpenAI API ile Çalışmak