How do I make Python results more repeatable?

Send the same seed with the same prompt and parameters. Sampling is repeatable on a best-effort basis, not guaranteed.

import os
from openai import OpenAI

client = OpenAI(
    base_url="https://api.gateway.clatterlabs.xyz/v1",
    api_key=os.environ["CLATTER_API_KEY"],
    default_headers={"X-Clatter-Account": os.environ["CLATTER_ACCOUNT_ID"]},
)

for _ in range(2):
    r = client.chat.completions.create(
        model="supercosmos-flash",
        messages=[{"role": "user", "content": "Pick a random animal."}],
        seed=42,
        temperature=0.7,
    )
    print(r.choices[0].message.content)

For tests, compare the meaning of outputs rather than exact strings.

The client setup above (base URL, key and the X-Clatter-Account header) is the same in every Python example; see Set up the Python SDK. Full parameter list: Create a chat completion.

Good to know#

• If calls fail unexpectedly, check status.clatterlabs.com before debugging further.
• Your key's account is responsible for your end users' text under the Abuse policy. What it means for apps
• Every response has an X-Request-Id; log it so a request can be found later. Why log it

Still need help?#

• General support: support@clatterlabs.com or team@clatterlabs.xyz
• Infrastructure questions, or permanent deletion of your data (your whole account or one service): infrastructure@clatterlabs.xyz

We usually reply within the first hour, and always within 24 hours. A full support team is with you.