Skip to content

Ondine Documentation

OpenAI

ptimizeroracle/ondine

OpenAI Provider¶

Configure and use OpenAI models with Ondine.

Setup¶

export OPENAI_API_KEY="sk-..."

Basic Usage¶

from ondine import PipelineBuilder

pipeline = (
    PipelineBuilder.create()
    .from_csv("data.csv", input_columns=["text"], output_columns=["result"])
    .with_prompt("Process: {text}")
    .with_llm(provider="openai", model="gpt-4o-mini")
    .build()
)

result = pipeline.execute()

Available Models¶

gpt-4o - Most capable, balanced performance
gpt-4o-mini - Fast and cost-effective (recommended)
gpt-4-turbo - Advanced reasoning
gpt-3.5-turbo - Legacy, cost-effective

Configuration Options¶

.with_llm(
    provider="openai",
    model="gpt-4o-mini",
    temperature=0.7,      # 0.0-2.0
    max_tokens=1000,      # Max response length
    top_p=1.0,            # Nucleus sampling
    frequency_penalty=0.0,  # -2.0 to 2.0
    presence_penalty=0.0    # -2.0 to 2.0
)

Rate Limits¶

See OpenAI Rate Limits for your tier.

Recommended concurrency: - Tier 1: 10-20 - Tier 4+: 50-100