Jump to content

Connect Leeroopedia MCP: Equip your AI agents to search best practices, build plans, verify code, diagnose failures, and look up hyperparameter defaults.

Principle:Ollama Ollama OpenAI Request Translation

From Leeroopedia
Knowledge Sources
Domains API_Design, Data_Transformation
Last Updated 2026-02-14 00:00 GMT

Overview

A request format translation mechanism that converts OpenAI ChatCompletion and Completion requests into Ollama's native request format, handling field mapping, type conversion, and image URL decoding.

Description

OpenAI Request Translation converts incoming requests in OpenAI's API format to Ollama's internal format. This involves mapping field names (max_tokensnum_predict, frequency_penaltyfrequency_penalty), translating message formats (including multimodal content with image URLs), converting tool definitions, and normalizing streaming options.

The translation handles OpenAI-specific features like image URLs in message content (data URIs and HTTP URLs), structured tool/function calling formats, and response format specifications.

Usage

Use this principle when implementing API compatibility layers that must translate between different request schemas. The translation should be lossless for supported features and gracefully degrade for unsupported ones.

Theoretical Basis

Request translation maps:

OpenAI Field Ollama Field Notes
model Model Direct mapping
messages Messages Content type conversion (string vs array)
messages[].content (image_url) Messages[].Images Base64 decode from data URI or fetch HTTP URL
tools Tools Direct mapping
temperature Options.Temperature Direct mapping
top_p Options.TopP Direct mapping
max_tokens / max_completion_tokens Options.NumPredict Rename
frequency_penalty Options.FrequencyPenalty Direct mapping
presence_penalty Options.PresencePenalty Direct mapping
seed Options.Seed Direct mapping
stop Options.Stop Direct mapping
stream Stream Direct mapping

Related Pages

Implemented By

Page Connections

Double-click a node to navigate. Hold to expand connections.
Principle
Implementation
Heuristic
Environment