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
This commit is contained in:
parththakkar106
2026-08-03 20:35:54 +05:30
co-authored by Claude Opus 5
parent 7c538c8235
commit f1bd099ec8
5 changed files with 276 additions and 19 deletions
+31 -11
View File
@@ -205,13 +205,30 @@ class Action(Base):
text: Mapped[str] = mapped_column(Text, default="")
# Reasoning-model "thinking" that preceded the text (AI actions only).
reasoning: Mapped[str | None] = mapped_column(Text, nullable=True)
context_snapshot: Mapped[dict | None] = mapped_column(JSON, nullable=True)
# The full assembled prompt for this turn, for the Insights viewer. By far
# the biggest column in the database (~74 KB/row in production), and needed
# by exactly one endpoint, one action at a time — so it is deferred: never
# loaded unless something actually touches the attribute. Bulk readers must
# NOT touch it; that is what `world_delta` below exists for.
context_snapshot: Mapped[dict | None] = mapped_column(
JSON, nullable=True, deferred=True
)
# The small slice of the snapshot that IS needed in bulk: this turn's RPG
# state changes, for the inline chips under an AI message (world_changes)
# and for re-attaching the emit block when replaying history to the model.
# Mirrors the active variant, same as text/reasoning/context_snapshot.
world_delta: Mapped[dict | None] = mapped_column(JSON, nullable=True)
# Copy of Adventure.script_state as it was immediately BEFORE this action's
# script hooks ran, so undo/retry can roll the shared scoreboard back.
# NULL for actions created before this column existed.
state_before: Mapped[dict | None] = mapped_column(JSON, nullable=True)
# NULL for actions created before this column existed. Deferred: only ever
# read for the one action being undone or retried.
state_before: Mapped[dict | None] = mapped_column(
JSON, nullable=True, deferred=True
)
# Phase 12: same idea for the RPG world_state, so undo/retry rolls it back too.
world_state_before: Mapped[dict | None] = mapped_column(JSON, nullable=True)
world_state_before: Mapped[dict | None] = mapped_column(
JSON, nullable=True, deferred=True
)
# Retry history (AI actions): every attempt made for this turn, oldest
# first, INCLUDING the active one. NULL/empty means never retried — the row
# is its own only version. `variant_index` says which entry `text`,
@@ -225,14 +242,17 @@ class Action(Base):
@property
def world_changes(self) -> list[dict]:
"""Compact per-turn RPG state changes (Phase 12), derived from the
stored snapshot, for the inline summary under an AI message. Labels are
path-based (no schema needed): `npc.gwen.trust` -> "gwen trust"."""
cs = self.context_snapshot if isinstance(self.context_snapshot, dict) else None
ws = cs.get("world_state") if cs else None
if not isinstance(ws, dict):
"""Compact per-turn RPG state changes (Phase 12), for the inline summary
under an AI message. Labels are path-based (no schema needed):
`npc.gwen.trust` -> "gwen trust".
Reads `world_delta`, never `context_snapshot` — this runs for every
action in a list response, and touching the deferred snapshot here
would drag the whole prompt archive out of the database."""
wd = self.world_delta if isinstance(self.world_delta, dict) else None
if wd is None:
return []
applied = (ws.get("report") or {}).get("applied") or []
applied = wd.get("applied") or []
out: list[dict] = []
for entry in applied:
parts = str(entry.get("path", "")).split(".")