Cut database egress 189x by deferring the prompt snapshot
The free-tier 5 GB/month network transfer allowance ran out, which blocks connections outright. The database is only ~55 MB, so 5 GB meant the whole thing was being pulled roughly 90 times over. Cause: actions is 39 MB of that 55 MB -- 541 rows at ~74 KB each, almost entirely context_snapshot, which stores the whole assembled prompt for a turn. Every adventure load and every turn fetched all of it in order to read two small things out of it: the world-change chips under an AI message (Action.world_changes) and the emit block re-attached when replaying history to the model (_history_text). The Insights viewer is the only consumer that wants the whole snapshot, and it asks for one action at a time. Lifts that slice into its own small actions.world_delta column (migration 36) and marks context_snapshot, state_before and world_state_before deferred, so they load only when something touches the attribute -- Insights, undo and retry, all single-action paths. The backfill runs server-side, dialect-specific (json_extract on SQLite, #> on Postgres), because pulling 39 MB of snapshots into Python to rewrite a slice of each would defeat the purpose. Measured at production shape (541 actions, 72 KB snapshots), one adventure load goes from 38.46 MB to 0.20 MB. The traffic that consumed 5 GB would now be about 27 MB. Deliberately not included: limiting the history query to recent actions, and removing the redundant db.refresh(adventure) calls. Both were sized against the old numbers; against a 0.20 MB load they would take ~27 MB a month down to ~10 MB, which is not worth the complexity. tests/test_egress.py hooks before_cursor_execute and asserts the emitted SQL never names the deferred columns during a bulk load, so this cannot regress silently. 123 tests pass. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01UeQVy5bEjLhfgWNc27Efet
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co-authored by
Claude Opus 5
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"""Guards on how much the database is asked for.
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context_snapshot holds the entire assembled prompt for a turn (~74 KB/row in
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production, 94% of the database). It used to be pulled for every action on
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every adventure load and every turn, to read two tiny things out of it. These
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tests fail if that regresses.
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python -m pytest tests/test_egress.py -v
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"""
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import os
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import tempfile
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_tmp = tempfile.NamedTemporaryFile(suffix=".db", delete=False)
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_tmp.close()
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os.environ["AIDND_DB_PATH"] = _tmp.name
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os.environ.pop("AIDND_DATABASE_URL", None)
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os.environ.pop("DATABASE_URL", None)
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import pytest
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from fastapi import Depends
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from fastapi.testclient import TestClient
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from sqlalchemy import event, text
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from app import auth, limits, migrations, models
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from app.database import Base, SessionLocal, engine, get_db
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from app.main import app
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# A stand-in for the real thing: the assembled prompt, which is what makes the
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# column enormous, plus the small world_state slice the UI actually needs.
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BIG_SNAPSHOT = {
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"system": "x" * 20_000,
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"story": "y" * 40_000,
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"world_state": {
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"delta": {"player.hp": -15},
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"report": {"applied": [{"path": "player.hp", "old": 100, "new": 85}]},
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"state": {"player": {"hp": 85}},
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},
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}
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@pytest.fixture()
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def sql_log():
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"""Every statement the ORM sends, for asserting on what was selected."""
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statements: list[str] = []
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def record(conn, cursor, statement, parameters, context, executemany):
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statements.append(statement)
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event.listen(engine, "before_cursor_execute", record)
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try:
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yield statements
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finally:
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event.remove(engine, "before_cursor_execute", record)
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@pytest.fixture()
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def client(monkeypatch):
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Base.metadata.create_all(bind=engine)
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setup = SessionLocal()
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user = models.User(is_guest=False, email="egress@example.com")
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setup.add(user)
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setup.flush()
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setup.add(models.Settings(user_id=user.id, api_key="enc:dummy", model="test-model"))
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adventure = models.Adventure(user_id=user.id, title="Cave", script_state={})
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setup.add(adventure)
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setup.flush()
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for i in range(12):
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setup.add(models.Action(
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adventure_id=adventure.id, index=i,
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type="ai" if i % 2 else "do", text=f"Action {i}.",
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context_snapshot=BIG_SNAPSHOT,
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world_delta={"delta": {"player.hp": -15},
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"applied": [{"path": "player.hp", "old": 100, "new": 85}]},
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))
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setup.commit()
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adv_id, user_id = adventure.id, user.id
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setup.close()
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monkeypatch.setattr(limits, "rate_limit", lambda *a, **k: None)
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monkeypatch.setattr(limits, "check_row_cap", lambda *a, **k: None)
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def _current_user(db=Depends(get_db)):
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return db.get(models.User, user_id)
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app.dependency_overrides[auth.get_current_user] = _current_user
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c = TestClient(app)
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c.adv_id = adv_id
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try:
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yield c
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finally:
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app.dependency_overrides.clear()
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Base.metadata.drop_all(bind=engine)
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def action_selects(statements: list[str]) -> list[str]:
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return [s for s in statements if "FROM actions" in s and s.lstrip().upper().startswith("SELECT")]
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# ------------------------------------------------------- the deferred columns
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def test_loading_an_adventure_does_not_fetch_context_snapshot(client, sql_log):
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r = client.get(f"/api/adventures/{client.adv_id}")
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assert r.status_code == 200, r.text
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assert len(r.json()["actions"]) == 12
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selects = action_selects(sql_log)
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assert selects, "expected at least one SELECT against actions"
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offenders = [s for s in selects if "context_snapshot" in s]
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assert offenders == [], f"context_snapshot was fetched in bulk:\n{offenders[0][:400]}"
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def test_state_before_and_world_state_before_are_not_fetched_in_bulk(client, sql_log):
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"""Both are rollback snapshots, only ever needed for the single action
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being undone or retried."""
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client.get(f"/api/adventures/{client.adv_id}")
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selects = action_selects(sql_log)
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for column in ("state_before", "world_state_before"):
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offenders = [s for s in selects if column in s]
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assert offenders == [], f"{column} was fetched in bulk"
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def test_world_changes_still_works_without_the_snapshot(client):
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"""The chips under an AI message must survive the snapshot being deferred."""
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r = client.get(f"/api/adventures/{client.adv_id}")
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ai = [a for a in r.json()["actions"] if a["type"] == "ai"]
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assert ai, "fixture should have AI actions"
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assert ai[0]["world_changes"] == [
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{"kind": "stat", "label": "hp", "delta": -15, "value": 85}
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]
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def test_snapshot_is_still_reachable_on_demand(client):
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"""Deferred means lazy, not gone — Insights still gets the full thing."""
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r = client.get(f"/api/adventures/{client.adv_id}")
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action_id = r.json()["actions"][0]["id"]
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r = client.get(f"/api/adventures/{client.adv_id}/actions/{action_id}/context")
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assert r.status_code == 200, r.text
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assert r.json()["system"] == "x" * 20_000
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# ------------------------------------------------------------------ backfill
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def test_backfill_populates_world_delta_from_existing_snapshots(client):
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"""Migration 36 lifts the slice out server-side, without reading the
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snapshots into Python."""
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db = SessionLocal()
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try:
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db.execute(text("UPDATE actions SET world_delta = NULL"))
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db.commit()
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assert db.query(models.Action).filter(models.Action.world_delta.isnot(None)).count() == 0
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with engine.begin() as conn:
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migrations._backfill_world_delta(conn)
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db.expire_all()
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actions = db.query(models.Action).all()
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assert all(a.world_delta is not None for a in actions)
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assert actions[0].world_delta["delta"] == {"player.hp": -15}
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assert actions[0].world_delta["applied"] == [
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{"path": "player.hp", "old": 100, "new": 85}
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]
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finally:
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db.close()
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def test_backfill_leaves_actions_without_world_state_alone(client):
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db = SessionLocal()
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try:
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db.execute(text("UPDATE actions SET world_delta = NULL, context_snapshot = '{\"story\": \"s\"}'"))
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db.commit()
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with engine.begin() as conn:
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migrations._backfill_world_delta(conn)
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db.expire_all()
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assert all(a.world_delta is None for a in db.query(models.Action).all())
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finally:
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db.close()
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