VLAarchtests / tests /test_world_model_identity_rollout.py
lsnu's picture
2026-03-25 runpod handoff update
e7d8e79 verified
import torch
from models.world_model import ElasticOcclusionWorldModel
def test_world_model_identity_rollout(tiny_policy_config, tiny_state):
config = tiny_policy_config()
config.world_model.rollout_mode = "identity_rollout"
model = ElasticOcclusionWorldModel(config.world_model)
state = tiny_state(field_size=config.reveal_head.field_size)
scene_tokens = torch.rand(2, 12, config.backbone.hidden_dim)
action_chunk = torch.rand(2, config.decoder.chunk_size, 14)
output = model(scene_tokens=scene_tokens, interaction_state=state, action_chunk=action_chunk)
expected_roles = state["arm_role_logits"].unsqueeze(1).expand(-1, config.decoder.chunk_size, -1, -1)
assert torch.allclose(output["arm_role_logits"], expected_roles)
expected_visibility = state["visibility_field"].unsqueeze(1).expand(-1, config.decoder.chunk_size, -1, -1, -1)
assert torch.allclose(output["visibility_field"], expected_visibility)