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hao-ai-lab-FastVideo/v2/tests/test_world_session.py
SolitaryThinker db866dfb04 [misc] v2: simplify docstrings/comments + drop deleted-design-doc citations
Sweep all 296 v2 modules: simplify verbose docstrings/comments and remove 376 dangling
"(design_vN §X)" citations to the now-deleted design docs (v2/README.md is the source of
truth). Comment/docstring-only — AST-verified code-identical; the CPU suite holds at 237
passed / 5 pre-existing. Also applies yapf + ruff --fix auto-fixes (import ordering,
forward-ref annotation de-quoting under `from __future__ import annotations`; behavior-
neutral, suite-confirmed) and adds the legitimate domain terms mot/clen/te to the codespell
ignore-list. Remaining ruff (24) + mypy (68 no-untyped-call) findings are pre-existing v2
debt, untouched here.
2026-06-19 20:54:59 +00:00

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"""Interactive world-model session — the realtime/interactive plane.
The Session plane had zero coverage. These tests drive the causal ``chunk_rollout`` loop as a
long-lived session and assert the seams a one-shot ``generate()`` can't reach:
* **persistent cross-request world state** — each ``act`` continues from the last (the carried KV);
* **history-dependence** — the same action with a different history yields a different world;
* **transactional step-boundary cancellation** — a cancelled act leaves the session resumable;
* **frame streaming** — chunks stream as they complete;
* **no cross-session smearing** — interleaving two sessions is bit-identical to running them apart
(the interleave guarantee, now for sessions).
"""
from __future__ import annotations
import numpy as np
import pytest
from v2.recipes import build_default_engine
from v2.request.cancel import Cancelled
from v2.runtime import WorldModelSession
MID = "wan-causal-sf-1.3b"
def _frames_video(result):
return np.asarray(result.outputs["latents"])
def test_session_persists_world_state_across_acts():
eng = build_default_engine()
s = WorldModelSession(eng, MID, window=2)
s.act("walk forward", seed=1)
assert s.step == 1 and len(s.world_context) == 2 # window-capped persistent chunks
assert s.session.kv_handle is s.world_context # the persistent state lives on the Session
s.act("turn left", seed=1)
assert s.step == 2 and len(s.world_context) == 2 # still carrying world state
assert len(s.frames()) == 14 # 7 chunks/act × 2 acts streamed
def test_continuation_depends_on_history():
"""The world is stateful: identical action+seed but a different prior history → different frames;
identical history → bit-identical (deterministic)."""
eng = build_default_engine()
a = WorldModelSession(eng, MID)
a.act("go north", seed=5)
va = a.act("go north", seed=7)
b = WorldModelSession(eng, MID)
b.act("go south", seed=5) # different history
vb = b.act("go north", seed=7) # same final action+seed
assert not np.array_equal(_frames_video(va), _frames_video(vb))
c = WorldModelSession(eng, MID)
c.act("go north", seed=5)
vc = c.act("go north", seed=7) # same history as `a`
assert np.array_equal(_frames_video(va), _frames_video(vc))
def test_cancel_mid_rollout_is_transactional():
eng = build_default_engine()
s = WorldModelSession(eng, MID)
s.act("start", seed=1)
ctx_before, step_before = [c.copy() for c in s.world_context], s.step
def cancel_at_step_2(sess, n):
if n == 2:
sess.cancel()
with pytest.raises(Cancelled):
s.act("continue", seed=2, step_hook=cancel_at_step_2)
# the persistent world state is unchanged → the session is resumable from the last good frame
assert s.step == step_before
assert len(s.world_context) == len(ctx_before)
assert all(np.array_equal(x, y) for x, y in zip(s.world_context, ctx_before))
def test_two_sessions_do_not_smear():
"""Interleaving a second session's acts between this session's acts must not change this session's
output — per-session state isolation (the interleave guarantee for the session plane)."""
eng = build_default_engine()
a = WorldModelSession(eng, MID)
a.act("x", seed=1)
b = WorldModelSession(eng, MID) # a second, interleaved session
b.act("y", seed=2)
b.act("z", seed=3)
interleaved = _frames_video(a.act("w", seed=4))
solo = WorldModelSession(eng, MID)
solo.act("x", seed=1)
alone = _frames_video(solo.act("w", seed=4))
assert np.array_equal(interleaved, alone)
def test_window_bounds_persistent_state():
eng = build_default_engine()
s = WorldModelSession(eng, MID, window=1)
for i in range(3):
s.act(f"act {i}", seed=i)
assert len(s.world_context) == 1 # window caps the carried world state