v1.1 WP-B.2: independent long-term memory retention
Corrects the memory mechanisms WP-B.1 diagnosed, one at a time, each verified before the next. Accepted by the owner with a documented reference-model limitation. No schema, bundle format, setting default, lineage, authority or protocol-cleanup change. - B2.1 ranking: the retrieval query is the player's input plus a bounded scene context (state scene + end of the newest narration), embedded in one call. final = semantic (0.6 input / 0.4 context) + 0.15 x lexical, where lexical is a rarity-weighted share of the input's words, computed per turn over the candidates with no index. Scores and the query are recorded per used memory; pins and redundancy suppression unchanged. - B2.2 coverage-aware eviction (memorybank.eviction_order): the earliest and newest memories are kept, the smallest coverage hole goes first, least-recently-used breaks ties and remains the fallback. Bounded; pins never evicted; frozen-bank protection kept; reads no text or vectors. - B2.3 bounded memory creation: a block longer than 2,000 tokens is shown to the summariser as head + tail with an omission marker, inside the same budget; shorter blocks unchanged; the marker is never stored. - The memory summariser prompt is unchanged from v1.0.0. A B2.4 prompt experiment was measured on the reference model, showed no reliable improvement for the target failure (0/5 under both prompts, with new "Memory:"-prefix, second-person and length regressions), and was reverted. memorybank.memory_user_prompt is kept as a behaviour-neutral helper. - tools/memory_fidelity.py (diagnostic only): genre-neutral fixtures plus the failed block, a deterministic fidelity checker, and a real-model shipped-vs-experiment measurement. - tools/memory_diagnostic.py: ranking replica uses production scoring; ranking_crowded, ranking_context_dependent and independent_full fixtures; per-turn isolation and provenance. - tests: B.1's two strict xfails are now ordinary passes; ranking, eviction and excerpt tests; summariser acceptance tests kept apart from diagnostic-measurement tests. - DEVELOPMENT.md: the GPU-host kernel/Ollama watch used `-k -u ollama`, which matches nothing; now the OR form. - docs: CONTEXT-AND-MEMORY 15/18/20/21 as shipped, V1.1-PLAN (status and release criteria 12-13), planning README, VERSION v4.3, reports/v1.1/V1.1-WP-B2-REPORT.md. Deterministic independent-memory recovery: PASS (independent_full fails on v1.0.0 at creation and returns recovered_through_memory_independent here). Reference-model independent recovery: FAILED on the precondition-valid attempt, at memory creation: the summariser omitted a player-established fact from a block it received whole. Accepted as a documented v1.1 residual and carried into the release gate. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01VvegagkhuCZoFPdv4M1egY
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co-authored by
Claude Opus 5
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"""v1.1 WP-B.2 (B2.2): which memory a full bank lets go of.
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v1.0.0 evicted the least recently used memory. B.1 showed that this discards
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the only memory of an early stretch first, because retrieval follows the present
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scene and nothing recent resembles it. `memorybank.eviction_order` now thins the
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bank where it is densest and keeps the opening and the newest stretch, with
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recency as the tie-break and least-recently-used as the fallback.
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The scenario-level tests (the planted fact kept past capacity) are in
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`test_v11_b1_memory_diagnostic.py`; the v1.0.0 eviction tests in
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`test_memory_retrieval.py` still pass unchanged, because their memories carry
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no source range and take the fallback.
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python -m pytest tests/test_v11_b2_memory_eviction.py -v
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"""
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import random
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from collections import namedtuple
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from datetime import datetime, timedelta
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import pytest
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from sqlalchemy import select
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from app import memorybank, models, tree
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from app.context import lineage
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from app.database import Base, SessionLocal, engine
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T0 = datetime(2026, 1, 1, 12, 0, 0)
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Row = namedtuple("Row", "id pinned source_start source_end last_used_at created_at use_count")
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def row(id, start, end=None, *, pinned=False, used=None, created=None, uses=0):
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"""A memory as eviction sees it. Times are minutes after T0."""
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return Row(id, pinned, start, (start + 5) if end is None and start is not None else end,
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None if used is None else T0 + timedelta(minutes=used),
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T0 + timedelta(minutes=id if created is None else created), uses)
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def blocks(n, *, first_id=1):
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return [row(first_id + i, 6 * i) for i in range(n)]
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def largest_gap_from_opening(rows):
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"""The longest uncovered run of depths from depth 0 to the last memory."""
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ordered = sorted((r.source_start, r.source_end) for r in rows)
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gaps = [ordered[0][0]]
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reach = ordered[0][1]
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for start, end in ordered[1:]:
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gaps.append(max(0, start - reach - 1))
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reach = max(reach, end)
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return max(gaps)
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# ------------------------------------------------------------ the pure order
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def test_the_opening_and_the_newest_memory_are_kept():
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bank = blocks(7)
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doomed = memorybank.eviction_order(bank, 5)
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assert bank[0].id not in doomed and bank[-1].id not in doomed
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assert len(doomed) == 5
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def test_the_densest_stretch_is_thinned_first():
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# Memories every 6 depths to 30, then a sparse stretch. Removing one of the
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# dense ones leaves a 6-depth hole; removing a sparse one leaves far more.
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bank = [row(1, 0), row(2, 6), row(3, 12), row(4, 18), row(5, 60), row(6, 120), row(7, 180)]
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assert memorybank.eviction_order(bank, 1)[0] in {2, 3, 4}
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assert set(memorybank.eviction_order(bank, 2)) <= {2, 3, 4}
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def test_a_stretch_two_memories_describe_loses_one_of_them_first():
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"""A shared start (a re-played stretch, or a sibling line) leaves no hole.
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Of the two, the less recently used goes, even though a unique memory
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elsewhere is older and less used than both."""
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bank = [row(1, 0), row(2, 6, used=5), row(3, 12, used=50), row(4, 12, used=40), row(5, 18)]
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assert memorybank.eviction_order(bank, 1) == [4]
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def test_equal_holes_fall_to_the_least_recently_used():
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bank = [row(1, 0), row(2, 6, used=30), row(3, 12, used=10), row(4, 18, used=20), row(5, 24)]
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assert memorybank.eviction_order(bank, 1) == [3]
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def test_a_newborn_can_be_the_legitimate_first_to_go():
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"""The frozen bank is about a newborn losing to a count it cannot have yet.
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A newborn that only repeats a stretch another memory describes, one used
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after it was written, is legitimately the first to go."""
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bank = [row(1, 0), row(2, 6, used=100), row(3, 12), row(4, 6, created=90)]
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assert memorybank.eviction_order(bank, 1) == [4]
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def test_the_newest_memory_is_not_evicted_by_the_bank_it_joins():
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"""The frozen-bank regression under the new rule: every older memory has
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been used, the newborn never has, and it still stays."""
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bank = [row(i, 6 * (i - 1), used=200 + i, uses=3) for i in range(1, 6)]
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newborn = row(6, 30, created=300)
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assert newborn.id not in memorybank.eviction_order(bank + [newborn], 1)
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def test_pins_are_never_taken_but_still_count_as_coverage():
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bank = [row(1, 0), row(2, 6, pinned=True), row(3, 12), row(4, 18, pinned=True), row(5, 24)]
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doomed = memorybank.eviction_order(bank, 10)
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assert not {2, 4} & set(doomed)
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# With the pins covering 6 and 18, memory 3's hole is only its own block.
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assert doomed[0] == 3
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def test_memories_without_a_range_take_the_least_recently_used_fallback():
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hand_written = [row(1, None, None, used=30), row(2, None, None, used=10),
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row(3, None, None, used=20)]
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assert memorybank.eviction_order(hand_written, 3) == [2, 3, 1]
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def test_the_fallback_is_used_only_once_no_interior_memory_remains():
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bank = [row(1, 0, used=1), row(2, 6, used=90), row(3, 12, used=2),
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row(10, None, None, used=0)]
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order = memorybank.eviction_order(bank, 4)
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assert order[0] == 2 # the interior memory, although recently used
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assert order[1:] == [10, 1, 3] # then least recently used
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def test_the_order_does_not_depend_on_row_order():
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bank = [row(i, 6 * (i - 1), used=(i * 37) % 11, uses=i % 3) for i in range(1, 30)]
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bank += [row(40, 12), row(41, 12)] # a shared start with identical timestamps
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expected = memorybank.eviction_order(bank, 20)
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for seed in range(5):
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shuffled = bank[:]
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random.Random(seed).shuffle(shuffled)
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assert memorybank.eviction_order(shuffled, 20) == expected
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def test_a_tie_on_every_signal_is_broken_by_id():
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bank = [row(1, 0), row(9, 6, created=0), row(4, 12, created=0), row(20, 18)]
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assert memorybank.eviction_order(bank, 1) == [4]
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@pytest.mark.parametrize("seed", range(8))
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def test_capacity_holds_and_pins_survive_for_any_bank(seed):
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rng = random.Random(seed)
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bank = []
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for i in range(1, rng.randint(2, 60)):
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start = None if rng.random() < 0.15 else rng.randrange(0, 400)
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bank.append(row(i, start, None if start is None else start + rng.choice([3, 5, 8]),
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pinned=rng.random() < 0.1, used=rng.choice([None, rng.randrange(500)]),
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uses=rng.randrange(4)))
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capacity = rng.randint(1, 30)
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overflow = len(bank) - capacity
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doomed = memorybank.eviction_order(bank, max(0, overflow))
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pinned = {r.id for r in bank if r.pinned}
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assert not pinned & set(doomed)
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assert len(set(doomed)) == len(doomed)
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remaining = len(bank) - len(doomed)
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assert remaining == max(capacity, len(pinned)) if overflow > 0 else remaining == len(bank)
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@pytest.mark.parametrize("n, capacity, irregular", [(60, 10, False), (500, 80, False), (500, 80, True)])
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def test_a_long_bank_keeps_describing_the_whole_story(n, capacity, irregular):
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"""The general property, with nothing ever retrieved: memories arrive one
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block at a time and the bank is kept at capacity. The opening stays, and no
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stretch goes undescribed for more than twice the average spacing. Least
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recently used order, on the same arrivals, keeps only the newest stretch."""
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rng = random.Random(n)
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kept, lru = [], []
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depth = 0
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for i in range(1, n + 1):
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size = rng.choice([4, 6, 6, 9]) if irregular else 6
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memory = row(i, depth, depth + size - 1)
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depth += size
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kept.append(memory)
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lru.append(memory)
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if len(kept) > capacity:
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doomed = set(memorybank.eviction_order(kept, len(kept) - capacity))
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kept = [m for m in kept if m.id not in doomed]
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lru = sorted(lru, key=lambda m: (m.created_at, m.id))[len(lru) - capacity:]
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assert len(kept) == capacity
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assert min(m.source_start for m in kept) == 0
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assert max(m.id for m in kept) == n
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assert largest_gap_from_opening(kept) <= 2 * depth / capacity
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assert largest_gap_from_opening(lru) > depth / 2 # v1.0.0 order: the opening is gone
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# --------------------------------------------------------- on real rows
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@pytest.fixture()
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def db():
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Base.metadata.create_all(bind=engine)
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memorybank._vector_cache.clear()
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session = SessionLocal()
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try:
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yield session
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finally:
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session.close()
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memorybank._vector_cache.clear()
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Base.metadata.drop_all(bind=engine)
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@pytest.fixture()
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def adventure(db):
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user = models.User(is_guest=False, email="b2-evict@example.com")
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db.add(user)
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db.flush()
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settings = models.Settings(user_id=user.id, model="m", embedding_model="e",
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memory_bank_capacity=3)
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adv = models.Adventure(user_id=user.id, title="Evict", script_state={}, memory_bank_enabled=True)
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db.add_all([settings, adv])
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db.commit()
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adv.settings_row = settings
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return adv
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def test_the_pass_changes_nothing_but_forgotten(db, adventure):
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for i in range(6):
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memory = models.Memory(adventure_id=adventure.id, text=f"block {i}",
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source_start=6 * i, source_end=6 * i + 5, branch_id=None, depth=6 * i + 5)
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db.add(memory)
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db.commit()
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columns = (models.Memory.id, models.Memory.text, models.Memory.source_start,
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models.Memory.source_end, models.Memory.branch_id, models.Memory.depth,
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models.Memory.pinned, models.Memory.use_count, models.Memory.last_used_at)
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before = {r.id: tuple(r) for r in db.execute(select(*columns)).all()}
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memorybank._evict_over_capacity(adventure, adventure.settings_row, db)
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after = {r.id: tuple(r) for r in db.execute(select(*columns)).all()}
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assert before == after
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active = db.execute(select(models.Memory.id).where(models.Memory.forgotten.is_(False))).scalars().all()
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assert len(active) == 3
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assert min(active) == min(before) and max(active) == max(before) # the boundaries
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def test_eviction_does_not_make_an_abandoned_lines_memory_eligible(db, adventure):
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"""Eviction and lineage are separate: the pass decides only `forgotten`, so
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a memory on a line the story left is exactly as ineligible afterwards."""
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trunk = []
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for i in range(4):
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action = models.Action(adventure_id=adventure.id, type="ai", text=f"trunk {i}")
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tree.place_action(db, adventure, action)
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db.add(action)
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db.flush()
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trunk.append(action)
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abandoned_node = models.Action(adventure_id=adventure.id, type="ai", text="the abandoned line")
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tree.place_action(db, adventure, abandoned_node)
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db.add(abandoned_node)
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db.flush()
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abandoned = models.Memory(adventure_id=adventure.id, text="on the abandoned line",
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source_start=4, source_end=4)
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tree.attach_memory(abandoned, abandoned_node)
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db.add(abandoned)
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db.commit()
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# Move the head back and diverge, so the abandoned node is off the path.
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adventure.head_depth = trunk[-1].depth
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db.commit()
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from app import head
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head.fork_if_behind_head(db, adventure)
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divergent = models.Action(adventure_id=adventure.id, type="ai", text="the new line")
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tree.place_action(db, adventure, divergent)
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db.add(divergent)
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db.flush()
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for i, node in enumerate(trunk + [divergent]):
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memory = models.Memory(adventure_id=adventure.id, text=f"active {i}",
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source_start=node.depth, source_end=node.depth)
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tree.attach_memory(memory, node)
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db.add(memory)
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db.commit()
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def eligible():
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return set(db.execute(select(models.Memory.id).where(
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models.Memory.adventure_id == adventure.id,
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lineage.path_of(db, adventure).clause(models.Memory),
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models.Memory.forgotten.is_(False))).scalars().all())
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assert abandoned.id not in eligible()
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memorybank._evict_over_capacity(adventure, adventure.settings_row, db)
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db.expire_all()
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assert abandoned.id not in eligible()
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assert len(db.execute(select(models.Memory.id).where(
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models.Memory.forgotten.is_(False))).scalars().all()) == 3
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