graph-r

pip install uu-graph-r → import graph_r (Python ≥ 3.12, one abi3 wheel per platform).

An embedded, persistent knowledge graph. Point it at a URL once; it crawls, distills each page into compact lookup metadata (title, snippet, heading anchors, links), and remembers. From then on, lookups answer locally — with URLs and anchors inside a token budget, never document bodies — and sync keeps the graph fresh for almost nothing: stored ETag validators are replayed on every crawl, so unchanged pages answer 304 and transfer no body, even after a process restart.

import graph_r

store = graph_r.Store.open_or_create("kb")
store.sync("https://docs.example.com/", depth=2)   # crawl → absorb → compact

for hit in store.query("install on linux"):
    print(hit.url, hit.anchor.label if hit.anchor else "", hit.score)

store.sync("https://docs.example.com/", depth=2)   # unchanged: zero bodies

• One class, one loop. Store.sync seeds an in-memory crawler from the graph, crawls, absorbs, compacts, and discards the crawler — bodies and vectors never outlive the call.

• References, never bodies. query, related, and due return URLs, titles, snippets, and heading anchors; fetch the page yourself if you want the content.

• Adaptive freshness. Every document carries a revalidation interval that grows while unchanged and cuts sharply on change; due() lists what to check next, ranked by importance.

• Any producer. add/touch are the writer seam for corpora that do not arrive by crawl.

• Lineage. Typed edges (contains, derives with an exact-copy flag, conditions) between documents, read in both directions, a breadth-first walk up, down or both ways, and string attributes for large values:

  store.set_edges(view_col, [(table_col, "derives", True)])   # replaces the set
  store.walk(table, direction="in", depth=3, kinds=["derives"])  # downstream
  store.set_attrs(view, {"sql": producing_sql, "type": "VIEW"})
  

  Ids are canonicalised. Every method keys a url exactly as add stores it: scheme and host lower-cased; userinfo, a default port, one trailing slash and the #fragment dropped; query parameters sorted (a string that does not parse as a URL is kept verbatim). So bq://p/d/t#c and bq://p/d/t are the same document — give a column its own path segment (bq://p/d/t/c).

• Exhaustive listing. urls(prefix) returns every live document under a prefix, sorted — not ranked like query.

• Deterministic release. close() drops the mapping and the writer lock now, so the directory can be deleted (Windows refuses while a file is mapped). A store written by another format version raises FormatVersionError (a GraphRError) with found and supported.

• Thread-safe. Every method detaches from the interpreter; driving the store through asyncio.to_thread is the intended pattern.

• Durable. An mmapped, checksummed store with write-ahead logging, crash-safe compaction, and lock-protected single-writer / many-reader access — implemented in Rust, shipped as one abi3 wheel per platform (Python ≥ 3.12).

Dual-licensed AGPL-3.0-or-later / commercial (contact spicyzhug@gmail.com).