Merangkum dan mengedit teks

Bekerja dengan DeepSeek di Python

James Chapman

Curriculum Manager, DataCamp

Ringkasan...

Tanya Jawab

response = client.chat.completions.create(
  model="deepseek-ai/DeepSeek-V3",
  messages=[{"role": "user", "content": "How many days are in October?"}]
)

print(response.choices[0].message.content)

October memiliki **31 hari**.  

Ini salah satu dari tujuh bulan dalam kalender Gregorian dengan 31 hari...

Pengeditan teks

Contoh: memperbarui nama, pronomina, dan jabatan

prompt = """
Update name to Maarten, pronouns to he/him, and job title to Senior Content Developer
in the following text:

Joanne is a Content Developer at DataCamp. Her favorite programming language is R,
which she uses for her statistical analyses.
"""

Pengeditan teks

response = client.chat.completions.create(
    model="deepseek-ai/DeepSeek-V3",

    messages=[{"role": "user", "content": prompt}]

)

print(response.choices[0].message.content)

Berikut teks yang telah diperbarui sesuai permintaan:

Maarten adalah Senior Content Developer di DataCamp. Bahasa pemrograman favoritnya
adalah R, yang ia gunakan untuk analisis statistiknya.

Silakan beri tahu jika Anda ingin penyesuaian lebih lanjut.

Perangkuman teks

Contoh: ringkasan transkrip obrolan pelanggan

Tim dukungan pelanggan

text = """
Customer: Hi, I'm trying to log into 
my account, but it keeps saying 
my password is incorrect. I'm sure 
I'm entering the right one.  

Support: I'm sorry to hear that! 
Have you tried resetting your password?  
...
"""

Perangkuman teks

prompt = f"""Summarize the customer support chat 
             in three concise key points: {text}"""


response = client.chat.completions.create(
  model="deepseek-ai/DeepSeek-V3",
  messages=[{"role": "user", "content": prompt}]
)
print(response.choices[0].message.content)

1. **Masalah Login**: Pelanggan tidak bisa masuk karena masalah sandi dan tautan reset tidak ada.  
2. **Saran Reset Sandi**: Dukungan mengirim ulang email reset setelah konfirmasi.  
3. **Bantuan Cepat**: Masalah teratasi dengan login Google.

Mengontrol panjang respons

max_tokens = 5

response = client.chat.completions.create(
  model="deepseek-ai/DeepSeek-V3",
  messages=[{"role":"user",
      "content":"Write a haiku about AI."}],
  max_tokens=5
)

**Silent circuits hum

max_tokens = 30

response = client.chat.completions.create(
    model="deepseek-ai/DeepSeek-V3",
    messages=[{"role":"user",
      "content":"Write a haiku about AI."}],
    max_tokens=30
)

**Silent circuits hum,**  
**thoughts of light and logic bloom—**  
**minds beyond our own.**

Memahami token

Token: unit teks yang membantu AI memahami dan menafsirkan teks

Kalimat, "How can the OpenAI API deliver business value?" dengan setiap token disorot warna berbeda.

¹ https://lunary.ai/deepseek-tokenizer

Menghitung biaya

Biaya penggunaan API bergantung pada platform, model, dan jumlah token 💰
- Model dihargai per biaya/token
- Token input dan output bisa berbeda biaya
Menaikkan max_tokens menaikkan biaya 📈

Screenshot 2025-03-05 at 11.46.54.png

Menghitung biaya

prompt = f"""Summarize the customer support chat 
             in three concise key points: {text}"""

max_tokens = 500

response = client.chat.completions.create(
    model="deepseek-ai/DeepSeek-V3",
    messages=[{"role": "user", "content": prompt}], 
    max_tokens=max_tokens
)

Menghitung biaya

# Define price per token
input_token_price = 1.25 / 1_000_000
output_token_price = 1.25 / 1_000_000

# Extract token usage
input_tokens = response.usage.prompt_tokens

output_tokens = max_tokens

# Calculate cost
cost = (input_tokens * input_token_price + output_tokens * output_token_price)
print(f"Estimated cost: ${cost}")

Estimated cost: $0.00848

Ayo berlatih!

Bekerja dengan DeepSeek di Python