sgeboers b7129b3755 Extract _load_mp_vectors_by_party helper and fix cache key
- 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
2026-03-29 23:41:15 +02:00
2026-03-26 22:52:11 +01:00
2026-03-29 23:08:34 +02:00
2026-03-26 22:52:11 +01:00

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_KEY with a fallback to OPENAI_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_TOKEN as 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 the webapps user)
    • 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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