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interactive-story/backend/tests/test_snapshot_compression.py
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parththakkar106andClaude Opus 5 ae6e5af6c7 Store context_snapshot compressed
One column is 89% of the database and the free tier allows 512 MB. Reads were
already solved -- the column is deferred, so a page load never touches it and
one screen fetches one row at a time -- but nothing had costed storage, and
storage is the constraint with a cliff: 99.6 MB used, ~94 kB of disk per
action, so the ceiling arrives around 5,400 actions and 944 are stored.

Postgres already compresses it and only gets 1.7x. pglz is tuned for fast
decompression of data a query might filter on, and nothing has ever filtered
on an assembled prompt -- it is written once and read whole, rarely, by the
Insights viewer. zlib gets 3.5x on the same text for a decompress on a request
that already made an LLM call.

Done as a TypeDecorator rather than a second column, so every call site still
writes a dict and reads a dict back, and deferred/undefer/load_only keep
naming the same attribute. Only the storage format moves.

Migrations 43-45: add the bytea, convert into it, drop the original, rename.
The backfill is the one destructive step in the file -- 44 removes the only
other copy -- so it decompresses every row and compares it against what went
in, and a row that fails aborts the run. The whole loop is one transaction, so
an abort rolls the DROP back and the prompts are still there.

Verified on real Postgres, replaying 43-45 from a pre-43 schema on a throwaway
Neon database: 720,864 B of JSON became 204,293 B of bytea, 3.53x, the column
came out named context_snapshot, every snapshot compared equal and the one
NULL stayed NULL.

Postgres does not return the disk by itself: DROP COLUMN only marks the column
gone and the backfill leaves a dead tuple per row, so the table peaks near
twice its size before settling. The deploy needs one VACUUM FULL to collect
it; the migration comment says so.

The egress fixture's snapshots are prose now rather than "x" * 20_000, and the
prose generator moved to tools/fakeprose.py so the harness and the tests share
one definition. A repeated character compresses a thousandfold: against the
old fixture a compressed column looked free and the byte ceilings would have
been guarding nothing.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_017Dvvqn9ZDR4ixeFPHNbww7
2026-08-17 14:08:23 +05:30

261 lines
8.2 KiB
Python

"""context_snapshot, stored compressed.
The column is 89% of the database and the free tier allows 512 MB. Reads were
solved by deferring it; this is about the storage ceiling. Postgres already
TOASTs it and only gets 1.7x, because pglz is tuned for fast decompression of
data a query might filter on — and nothing ever filters on an assembled
prompt.
Three things have to hold, and only the first is obvious:
* what goes in comes back out, exactly, including a snapshot written before
the conversion and one that is NULL;
* the model still hands callers a dict, so no call site changes;
* migration 44 drops the original column, so the backfill is the one
destructive step in this file — it must convert every row or abort.
python -m pytest tests/test_snapshot_compression.py -v
"""
import json
import os
import random
import tempfile
import zlib
_tmp = tempfile.NamedTemporaryFile(suffix=".db", delete=False)
_tmp.close()
os.environ["AIDND_DB_PATH"] = _tmp.name
os.environ.pop("AIDND_DATABASE_URL", None)
os.environ.pop("DATABASE_URL", None)
import pytest
from sqlalchemy import text
from app import compression, migrations, models
from app.database import Base, SessionLocal, engine
from tools.fakeprose import prose
def snapshot(seed: int, nbytes: int = 60_000) -> dict:
rng = random.Random(seed)
return {
"system": prose(rng, nbytes // 3),
"story": prose(rng, nbytes - nbytes // 3),
"world_state": {"delta": {"player.hp": -3}},
}
@pytest.fixture()
def db():
Base.metadata.create_all(bind=engine)
session = SessionLocal()
try:
yield session
finally:
session.close()
Base.metadata.drop_all(bind=engine)
@pytest.fixture()
def adventure(db):
user = models.User(is_guest=False, email="snap@example.com")
db.add(user)
db.flush()
adv = models.Adventure(user_id=user.id, title="Cave", script_state={})
db.add(adv)
db.commit()
return adv
# ------------------------------------------------------------------- packing
def test_pack_round_trips_exactly():
value = snapshot(1)
assert compression.unpack(compression.pack(value)) == value
def test_pack_handles_the_awkward_values():
for value in ({}, {"a": None}, {"nested": {"deep": [1, 2, {"x": "é"}]}}):
assert compression.unpack(compression.pack(value)) == value
def test_pack_actually_shrinks_prose():
"""The whole justification. If this ratio collapses, the migration is
spending CPU for nothing."""
value = snapshot(2, 200_000)
raw = json.dumps(value, separators=(",", ":")).encode()
packed = compression.pack(value)
assert len(packed) < len(raw) / 3, (
f"{len(raw):,} B compressed to {len(packed):,} B — under 3x"
)
def test_unpack_rejects_nothing_it_wrote():
packed = compression.pack({"a": "b"})
assert compression.unpack(bytearray(packed)) == {"a": "b"}
assert compression.unpack(memoryview(bytes(packed))) == {"a": "b"}
# --------------------------------------------------------------- the column
def test_the_column_stores_bytes_and_returns_a_dict(db, adventure):
value = snapshot(3)
action = models.Action(
adventure_id=adventure.id, index=0, type="ai", text="t",
context_snapshot=value,
)
db.add(action)
db.commit()
db.expire_all()
assert action.context_snapshot == value
stored = db.execute(
text("SELECT context_snapshot FROM actions WHERE id = :id"),
{"id": action.id},
).scalar()
assert isinstance(stored, (bytes, bytearray, memoryview))
assert json.loads(zlib.decompress(bytes(stored))) == value
def test_the_column_is_smaller_than_the_json_it_holds(db, adventure):
value = snapshot(4, 200_000)
action = models.Action(
adventure_id=adventure.id, index=0, type="ai", text="t",
context_snapshot=value,
)
db.add(action)
db.commit()
stored = db.execute(
text("SELECT length(context_snapshot) FROM actions WHERE id = :id"),
{"id": action.id},
).scalar()
assert stored < len(json.dumps(value)) / 3
def test_null_stays_null(db, adventure):
action = models.Action(
adventure_id=adventure.id, index=0, type="do", text="t",
context_snapshot=None,
)
db.add(action)
db.commit()
db.expire_all()
assert action.context_snapshot is None
def test_an_unreadable_snapshot_reads_as_none_rather_than_raising(db, adventure):
"""One corrupt row must not 500 the turn that happens to load it. The
snapshot is a debugging view; the story is the thing that matters."""
action = models.Action(
adventure_id=adventure.id, index=0, type="ai", text="t",
context_snapshot={"a": "b"},
)
db.add(action)
db.commit()
db.execute(
text("UPDATE actions SET context_snapshot = :junk WHERE id = :id"),
{"junk": b"not zlib at all", "id": action.id},
)
db.commit()
db.expire_all()
assert db.get(models.Action, action.id).context_snapshot is None
# ------------------------------------------------------- the upgrade in full
def as_json_column(db, rows: dict[int, dict]) -> None:
"""The pre-43 schema: context_snapshot as a JSON column, populated."""
db.execute(text("ALTER TABLE actions DROP COLUMN context_snapshot"))
db.execute(text("ALTER TABLE actions ADD COLUMN context_snapshot JSON"))
for action_id, value in rows.items():
db.execute(
text("UPDATE actions SET context_snapshot = :v WHERE id = :id"),
{"v": json.dumps(value), "id": action_id},
)
db.commit()
def seed_pre_43(db, adventure, count: int = 4) -> dict[int, dict]:
ids = []
for i in range(count):
action = models.Action(
adventure_id=adventure.id, index=i, type="ai", text=f"t{i}"
)
db.add(action)
db.flush()
ids.append(action.id)
# One action with no snapshot at all, which must survive as NULL.
plain = models.Action(
adventure_id=adventure.id, index=count, type="do", text="look"
)
db.add(plain)
db.commit()
expected = {action_id: snapshot(action_id) for action_id in ids}
as_json_column(db, expected)
db.execute(text(f"PRAGMA user_version = {migrations.SNAPSHOT_COMPRESS_VERSION - 1}"))
db.commit()
return expected
def test_bootstrap_converts_every_snapshot(db, adventure):
expected = seed_pre_43(db, adventure)
db.close()
migrations.bootstrap(engine)
check = SessionLocal()
try:
for action_id, value in expected.items():
assert check.get(models.Action, action_id).context_snapshot == value
assert check.execute(
text("SELECT count(*) FROM actions WHERE context_snapshot IS NULL")
).scalar() == 1
finally:
check.close()
def test_bootstrap_leaves_the_column_named_context_snapshot(db, adventure):
seed_pre_43(db, adventure)
db.close()
migrations.bootstrap(engine)
with engine.begin() as conn:
columns = {row[1] for row in conn.execute(text("PRAGMA table_info(actions)"))}
assert "context_snapshot" in columns
assert "context_snapshot_z" not in columns, "the swap left the scratch column behind"
def test_the_backfill_aborts_rather_than_dropping_unconvertible_data(
db, adventure, monkeypatch
):
"""Migration 44 destroys the original. If anything cannot be converted the
whole run has to roll back with the column still there — the alternative is
losing somebody's prompts to a bug in this file."""
seed_pre_43(db, adventure)
db.close()
def broken_unpack(_blob):
return {"not": "what went in"}
monkeypatch.setattr(compression, "unpack", broken_unpack)
with pytest.raises(RuntimeError, match="round trip"):
migrations.bootstrap(engine)
with engine.begin() as conn:
columns = {row[1] for row in conn.execute(text("PRAGMA table_info(actions)"))}
version = conn.execute(text("PRAGMA user_version")).scalar()
surviving = conn.execute(
text("SELECT count(*) FROM actions WHERE context_snapshot IS NOT NULL")
).scalar()
assert "context_snapshot" in columns
assert version < migrations.SNAPSHOT_COMPRESS_VERSION, \
"the version advanced past a backfill that failed"
assert surviving == 4, "the prompts did not survive the rollback"