テキスト生成

OpenAI APIを使いこなす

James Chapman

Curriculum Manager, DataCamp

回答はどう生成されるか

プロンプトを補完する可能性が最も高い テキスト

response = client.chat.completions.create(
  model="gpt-4o-mini",

  messages=[{"role": "user", "content": "Life is like a box of chocolates."}]

)

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

You never know what you're going to get. This famous quote from the movie
"Forrest Gump"...

レスポンスは本質的にランダム

レスポンスのランダム性を調整する

temperature：ランダム性の調整
範囲：0（ほぼ固定的）から 2（非常にランダム）

response = client.chat.completions.create(
    model="gpt-4o-mini",
    messages=[{"role": "user", "content": "Life is like a box of chocolates."}],

    temperature=2

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

"...you never know what you're gonna get." That quote reminds us of the
unpredictability of life and the diverse set of experiences we might encounter.
Whether sweet, nutty, bitter, or flashy, life holds a treasure trove of surprises.

テキスト生成：マーケティング

prompt = "Generate a powerful tagline for a new electric vehicle 
that highlights innovation and sustainability."

response = client.chat.completions.create(
    model="gpt-4o-mini",
    messages=[{"role": "user", "content": prompt}]
)

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

"Drive the Future - Electric, Effortless, Extraordinary."

テキスト生成：製品説明

prompt = """Write a compelling product description for the UltraFit Smartwatch. 
Highlight its key features:  10-day battery life, 24/7 heart rate and sleep 
tracking, built-in GPS, water resistance up to 50 meters, and lightweight design.

Use a persuasive and engaging tone to appeal to fitness enthusiasts 
and busy professionals.
"""


response = client.chat.completions.create(
    model="gpt-4o-mini",
    messages=[{"role": "user", "content": prompt}]
)

テキスト生成：製品説明

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

"The UltraFit Smartwatch is your all-in-one health and fitness companion. 
Stay on top of your wellness with 24/7 heart rate and sleep tracking, 
while the built-in GPS keeps you on course during runs. 
With a 10-day battery life, you can track your progress without constant recharging. 
Designed for both workouts and daily wear, its  lightweight build and 50-meter
water resistance make it the perfect smartwatch for an active lifestyle."

改善していく：プロンプトに情報を追加して、リクエスト再実行
次のビデオ → モデルに例を提示する

練習しましょう！

OpenAI APIを使いこなす