How to update embeddings?

A command-line utility for generating text embeddings using any OpenAI-compatible embedding endpoint.
It supports adaptive batching for optimal performance and handles both plain and .xz compressed backup files.

python3 openrag/scripts/embed.py \
    -u http://openai-compatible-endpoint/v1 \
    -m Qwen/Qwen3-Embedding-0.6B \
    -k sk-... \
    -b 1024 \
    -i input-file.openrag(.xz) \
    -o output-file.openrag(.xz)

## The following version if you're using uv
# uv run python3 openrag/scripts/embed.py \
#     -u http://openai-compatible-endpoint/v1 \
#     -m Qwen/Qwen3-Embedding-0.6B \
#     -k sk-... \
#     -b 1024 \
#     -i input-file.openrag(.xz) \
#     -o output-file.openrag(.xz)

This script can also be used in pipelines, reading input from STDIN (-i -) and writing output to STDOUT (-o -).