b7129b3755eedd19e4765edc942d7c7fe135addb
- Extract shared helper that both load_party_axis_scores and load_party_mp_vectors delegate to, eliminating ~40 lines of duplicated DB query + vector parsing code - Remove dead code in load_party_axis_scores that queried mp_metadata twice (first without ORDER BY, then again with ORDER BY, overwriting) - Fix _cached_bootstrap_cis parameter: remove _ prefix so Streamlit actually hashes the input dict instead of caching with no key
stemwijzer
A small project that uses QWEN embeddings for semantic features. The codebase includes an example Ansible package under packages/@ansible/example and helper scripts for deployment.
Embeddings
- This project uses QWEN embeddings (model:
qwen/qwen3-embedding-4b) via OpenRouter-compatible APIs. - Preferred environment variable:
OPENROUTER_API_KEYwith a fallback toOPENAI_API_KEY.
Publishing and deploying the Ansible package
- Package location:
packages/@ansible/example— this contains the Ansible playbooks and packaging used by CI. - To publish the package (CI): create a git tag for the version and provide
NPM_TOKENas a secret to the CI runner so it can publish to npm. - To deploy the package (CI): set the following repository secrets in your CI pipeline:
DEPLOY_HOST(default:motief.sgeboers.nl)DEPLOY_SSH_KEY(private key for thewebappsuser)DEPLOY_USER(default:webapps)
Defaults
- DEPLOY_HOST:
motief.sgeboers.nl - DEPLOY_USER:
webapps
See docs/deployment/ansible-package-deploy.md for more detailed deploy instructions and defaults.
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