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Documentation Index

Fetch the complete documentation index at: https://docs.praison.ai/llms.txt

Use this file to discover all available pages before exploring further.

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Overview

Infinity is a high-performance self-hosted embedding server that supports various open-source models.

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Quick Start

from praisonaiagents import embedding

result = embedding(
    input="Hello world",
    model="infinity/BAAI/bge-small-en-v1.5",
    api_base="http://localhost:7997"
)
print(f"Dimensions: {len(result.embeddings[0])}")

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CLI Usage

praisonai embed "Hello world" --model infinity/BAAI/bge-small-en-v1.5

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Setup

  1. Install and run Infinity server:
pip install infinity-emb
infinity_emb --model-name-or-path BAAI/bge-small-en-v1.5
  1. Set environment variable:
export INFINITY_API_BASE="http://localhost:7997"