fix: use Cluster instead of WorkerConfig for ref log prob dynamic batching

roll/pipeline/rlvr/rlvr_pipeline.py

@@ -541,7 +541,7 @@ def run(self):
                 with Timer(name="cal_ref_log_probs", logger=None) as cal_ref_log_probs_timer:
                     if self.pipeline_config.enable_reference:
                         worker_config = self.pipeline_config.reference if self.use_ref_model else self.pipeline_config.actor_train
-                        worker = self.reference if self.use_ref_model else self.pipeline_config.actor_train
+                        worker = self.reference if self.use_ref_model else self.actor_train
                         if worker_config.use_dynamic_batching_in_infer:
                             batch, dynamic_batching_metrics = dynamic_batching_shard(
                                 batch,

tests/test_ref_worker_type_consistency.py

@@ -0,0 +1,65 @@
+"""Test that reference log prob computation uses Cluster (not WorkerConfig) for dp_size.
+
+Bug: In RLVRPipeline._train, when use_ref_model=False:
+
+    worker_config = self.pipeline_config.reference if self.use_ref_model else self.pipeline_config.actor_train
+    worker = self.reference if self.use_ref_model else self.pipeline_config.actor_train  # BUG
+
+The `worker` variable is set to `self.pipeline_config.actor_train` (a WorkerConfig),
+but it should be `self.actor_train` (a Cluster). WorkerConfig has no `dp_size` attribute,
+so `worker.dp_size` on line 548 raises AttributeError.
+
+Fix: Change `self.pipeline_config.actor_train` to `self.actor_train` on that line.
+"""
+
+import ast
+import inspect
+import textwrap
+
+
+def test_ref_worker_uses_cluster_not_config():
+    """When use_ref_model=False, `worker` must be `self.actor_train` (Cluster), not `self.pipeline_config.actor_train` (WorkerConfig)."""
+    import roll.pipeline.rlvr.rlvr_pipeline as mod
+
+    source = inspect.getsource(mod.RLVRPipeline)
+
+    # The buggy pattern: `self.pipeline_config.actor_train` used where `self.actor_train` is needed
+    # The fix ensures `worker = ... else self.actor_train` (without pipeline_config prefix)
+    #
+    # We check: in the line that assigns `worker = ...`, the else-branch must NOT
+    # reference `self.pipeline_config.actor_train`
+    tree = ast.parse(textwrap.dedent(source))
+
+    found_worker_assign = False
+    for node in ast.walk(tree):
+        if not isinstance(node, ast.Assign):
+            continue
+        # Look for: worker = <ternary>
+        for target in node.targets:
+            if isinstance(target, ast.Name) and target.id == "worker":
+                if isinstance(node.value, ast.IfExp):
+                    found_worker_assign = True
+                    # Check the orelse (else branch) of the ternary
+                    orelse = node.value.orelse
+                    # It should be self.actor_train, NOT self.pipeline_config.actor_train
+                    source_segment = ast.dump(orelse)
+                    assert "pipeline_config" not in source_segment, (
+                        "Bug: `worker` assignment else-branch references "
+                        "`self.pipeline_config.actor_train` (WorkerConfig) instead of "
+                        "`self.actor_train` (Cluster). WorkerConfig has no `dp_size` property."
+                    )
+
+    assert found_worker_assign, (
+        "Could not find `worker = ... if ... else ...` ternary assignment in RLVRPipeline. "
+        "The code structure may have changed."
+    )
+
+
+def test_worker_config_has_no_dp_size():
+    """WorkerConfig should NOT have dp_size - it's only on Cluster."""
+    from roll.configs.worker_config import WorkerConfig
+
+    assert not hasattr(WorkerConfig, "dp_size"), (
+        "WorkerConfig should not have dp_size attribute; "
+        "dp_size is a property of Cluster, not WorkerConfig."
+    )