A snapshot_root is MerkleTree.build([sorted DISTINCT document_roots]).root
— one 32-byte hash naming the entire content-addressed forest at a
point in time. Two peers that ingested the same dump compute bit-
identical snapshot_roots, so cross-machine "are we synced?" becomes
an O(1) hash comparison; the same root doubles as the TF-IDF
scope_root we sketched in the mesh design (snapshot_root *is* a
scope), and pins Q&A answers to a verifiable corpus state.
Schema: one new table, additive over existing data.
snapshots(snapshot_root PK, taken_at, audit_event_hash, doc_count,
parent_snapshot, reason)
+ idx_snapshots_taken_at
API:
compute_snapshot_root(conn, *, document_roots=None) -> (root, count)
create_snapshot(conn, *, reason, parent_snapshot=None) -> dict
verify_snapshot(conn, snapshot_root) -> dict (matches: bool)
diff_against_current(conn, snapshot_root) -> dict (added/removed/unchanged)
list_snapshots(conn, *, limit) -> list[dict]
CLI:
aborist snapshot create [--reason "..."] [--parent <hex>]
aborist snapshot list [--limit N]
aborist snapshot verify <snapshot_root>
aborist snapshot diff <snapshot_root>
Cross-shard: with --shards-dir + --db, the snapshot is computed over
the cluster-wide UNION view but persisted into args.db (a dedicated
snapshots store, conventionally ~/.aborist/shards/snapshots.db).
parent_snapshot auto-links to the latest prior snapshot in the
writer DB, giving a chain for free.
Each snapshot creation writes an audit_event of type 'snapshot_create'
with subject_root=snapshot_root, so the corpus's pinned states are
themselves tamper-evidently logged.
Defect caught + fixed during live test on the 2010 enwiki ingest:
verify and diff disagreed on the same connection because compute used
a list (with cross-shard duplicate document_roots) while diff used a
set. Two shards can land identical document_roots when canonicalize()
maps two structurally-similar pages to the same byte stream — rare
but real. Switched the underlying SQL to SELECT DISTINCT so a
membership snapshot is always order- AND multiplicity-independent.
Live test: 2010-11 enwiki corpus snapshotted at
43797e46605de08dbab06cdcaf5be7ad78243b193c56f8580200dee6bcc7e1b9
doc_count: 3,468,134 (after dedup)
verify + diff round-trip both report identical against current state.
11 new tests covering empty corpus, single-doc degenerate, order
independence, drift detection, audit-chain pinning, parent auto-link,
and idempotent creation on unchanged corpus. 136 tests + 1 skipped.
215 lines
7.8 KiB
Python
215 lines
7.8 KiB
Python
"""Corpus-level snapshots: Merkle-rooted pin of the document forest.
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A `snapshot_root` is `MerkleTree.build([sorted document_roots]).root`.
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That single 32-byte hash is the canonical identity of the corpus state
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at one point in time. Two peers that ingested the same dump compute
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bit-identical snapshot_roots — so peers can answer "are we synced?"
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with a single hash comparison, derive the TF-IDF scope_root for free
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(snapshot_root *is* a scope), and pin Q&A answers to a verifiable
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corpus state.
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Storage of the snapshots themselves is local: a `snapshots` row records
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the root, audit-chain pin, doc_count, optional parent (for chains), and
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human-readable reason. The root is reproducible from the documents
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table at any time, so `aborist snapshot verify <root>` re-runs the
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computation and compares.
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In sharded mode (`--shards-dir`) the snapshot reads the UNION view
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across shards (cluster-level corpus), but writes go to whichever DB
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the writer connection points at — typically a dedicated snapshots
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shard alongside the ingest shards (see CLI defaults).
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"""
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from __future__ import annotations
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import sqlite3
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import time
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from typing import Iterable
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from aborist.merkle import MerkleTree
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from aborist.store import append_audit, transaction
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# Hash bytes of an empty corpus. Distinct from the genesis Merkle root over
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# zero leaves (which is undefined); we name "no docs ingested yet" with
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# a constant so the API never returns None for a real query.
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EMPTY_SNAPSHOT_ROOT = "00" * 32
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def _all_document_roots(conn: sqlite3.Connection) -> list[str]:
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"""Sorted, *deduplicated* list of every document_root visible here.
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Cross-shard `--shards-dir` connections see the UNION view, which can
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yield the same document_root from multiple shards if (rare but real)
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two shards happen to compute the same content hash for content that
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canonicalizes identically — e.g. near-empty redirect stubs whose
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bodies are byte-identical after `canonicalize()`. The snapshot is a
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membership root, not a multiset root, so we dedup here. Without this,
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`verify` and `diff` could disagree on the same DB.
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Sorting is required for the Merkle root to be order-independent
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across machines that ingested the same dump in different orders.
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"""
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rows = conn.execute(
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"SELECT DISTINCT document_root FROM documents "
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"ORDER BY document_root ASC"
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).fetchall()
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return [r["document_root"] for r in rows]
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def compute_snapshot_root(
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conn: sqlite3.Connection | None = None,
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*,
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document_roots: Iterable[str] | None = None,
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) -> tuple[str, int]:
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"""Return (snapshot_root_hex, doc_count) for the given document set.
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Pass `document_roots` to compute against an explicit set (for `verify`
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and `diff`); otherwise reads from the connection's documents table.
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"""
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if document_roots is None:
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if conn is None:
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raise ValueError("either conn or document_roots must be provided")
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roots = _all_document_roots(conn)
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else:
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roots = sorted(document_roots)
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if not roots:
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return EMPTY_SNAPSHOT_ROOT, 0
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if len(roots) == 1:
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# Degenerate single-leaf tree: the leaf hash IS the root.
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return roots[0], 1
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leaves = [bytes.fromhex(r) for r in roots]
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return MerkleTree.build(leaves).root.hex(), len(roots)
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def create_snapshot(
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conn: sqlite3.Connection,
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*,
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reason: str = "manual",
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parent_snapshot: str | None = None,
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) -> dict:
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"""Compute the current snapshot_root, persist it, and pin it into the
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audit chain. Idempotent on re-run when the corpus hasn't changed —
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same root collides on the PK and we update only `last_seen_at` would
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require a column we don't have, so the second insert is a no-op.
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`parent_snapshot` is optional. If omitted, we auto-link to the most
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recent prior snapshot (gives you a snapshot chain for free).
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"""
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snapshot_root, doc_count = compute_snapshot_root(conn)
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now = int(time.time())
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if parent_snapshot is None:
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prior = conn.execute(
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"SELECT snapshot_root FROM snapshots ORDER BY taken_at DESC LIMIT 1"
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).fetchone()
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if prior is not None:
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parent_snapshot = prior["snapshot_root"]
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body = {
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"snapshot_root": snapshot_root,
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"doc_count": doc_count,
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"parent_snapshot": parent_snapshot,
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"reason": reason,
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}
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audit_event_hash = append_audit(
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conn,
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event_type="snapshot_create",
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body=body,
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subject_root=snapshot_root,
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ts=now,
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)
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with transaction(conn):
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conn.execute(
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"INSERT OR IGNORE INTO snapshots "
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"(snapshot_root, taken_at, audit_event_hash, doc_count, parent_snapshot, reason) "
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"VALUES (?, ?, ?, ?, ?, ?)",
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(
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snapshot_root,
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now,
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audit_event_hash,
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doc_count,
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parent_snapshot,
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reason,
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),
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)
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return {
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"snapshot_root": snapshot_root,
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"doc_count": doc_count,
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"parent_snapshot": parent_snapshot,
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"audit_event_hash": audit_event_hash,
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"taken_at": now,
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"reason": reason,
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}
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def list_snapshots(conn: sqlite3.Connection, *, limit: int = 20) -> list[dict]:
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"""Recent snapshots, newest first."""
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rows = conn.execute(
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"SELECT snapshot_root, taken_at, audit_event_hash, doc_count, "
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" parent_snapshot, reason "
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"FROM snapshots ORDER BY taken_at DESC LIMIT ?",
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(limit,),
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).fetchall()
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return [dict(r) for r in rows]
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def verify_snapshot(conn: sqlite3.Connection, snapshot_root: str) -> dict:
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"""Re-derive the snapshot_root from the *current* corpus and compare.
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Returns a result with `matches: True` only if the current document
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set produces the same root — i.e. nothing has been added, removed,
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or superseded since the snapshot was taken. A False result is the
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drift signal; pair with `diff_snapshots` to see what changed.
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"""
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current_root, current_count = compute_snapshot_root(conn)
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return {
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"snapshot_root": snapshot_root,
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"current_root": current_root,
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"current_doc_count": current_count,
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"matches": snapshot_root == current_root,
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}
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def diff_against_current(
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conn: sqlite3.Connection,
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snapshot_root: str,
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) -> dict:
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"""Set-diff the recorded snapshot's roots against the current corpus.
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`added` = roots in current corpus but not in the snapshot
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`removed` = roots in the snapshot but not in current
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`unchanged_count` = intersection size
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Note: the recorded snapshot stores only its top-level Merkle root, not
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the full leaf set. To diff, we need to re-derive the leaves. This
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function expects the snapshot to be re-computable from the current
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DB if it still matches; otherwise it can only say "different" without
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enumerating. For full forensic diffing across drifted snapshots,
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persist the leaf set separately (future work).
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"""
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current_roots = set(_all_document_roots(conn))
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current_root, _ = compute_snapshot_root(
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conn, document_roots=current_roots
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)
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if snapshot_root == current_root:
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return {
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"snapshot_root": snapshot_root,
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"current_root": current_root,
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"added_count": 0,
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"removed_count": 0,
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"unchanged_count": len(current_roots),
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"diff": "identical",
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}
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# We can't enumerate WHAT changed without the snapshot's leaf set on
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# hand. Surface the count of each side as a coarse signal.
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return {
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"snapshot_root": snapshot_root,
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"current_root": current_root,
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"current_doc_count": len(current_roots),
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"diff": "drifted",
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"note": "exact membership diff requires the snapshot's leaf set; "
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"store leaf sets alongside snapshot rows for full forensic diffs",
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}
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