train, manager, dashboard: show world size on dashboard, manual replica_id, convergence tweaks (#11)

Author: d4l3k

proto/torchft.proto

@@ -40,6 +40,7 @@ message QuorumMember {
     string address = 2;
     string store_address = 3;
     int64 step = 4;
+    uint64 world_size = 5;
 }
 
 message Quorum {

src/lighthouse.rs

@@ -463,6 +463,7 @@ mod tests {
                         address: "".to_string(),
                         store_address: "".to_string(),
                         step: 1,
+                        world_size: 1,
                     },
                 },
             );
@@ -495,6 +496,7 @@ mod tests {
                         address: "".to_string(),
                         store_address: "".to_string(),
                         step: 1,
+                        world_size: 1,
                     },
                 },
             );
@@ -511,6 +513,7 @@ mod tests {
                     address: "".to_string(),
                     store_address: "".to_string(),
                     step: 1,
+                    world_size: 1,
                 }],
                 created: Some(SystemTime::now().into()),
             });
@@ -550,6 +553,7 @@ mod tests {
                     address: "".to_string(),
                     store_address: "".to_string(),
                     step: 10,
+                    world_size: 1,
                 }),
             });
 
@@ -568,12 +572,14 @@ mod tests {
             address: "".to_string(),
             store_address: "".to_string(),
             step: 1,
+            world_size: 1,
         }];
         let b = vec![QuorumMember {
             replica_id: "1".to_string(),
             address: "changed".to_string(),
             store_address: "changed".to_string(),
             step: 1000,
+            world_size: 1,
         }];
 
         // replica_id is the same
@@ -584,6 +590,7 @@ mod tests {
             address: "".to_string(),
             store_address: "".to_string(),
             step: 1,
+            world_size: 1,
         }];
         // replica_id changed
         assert!(quorum_changed(&a, &c));

src/manager.rs

@@ -192,6 +192,7 @@ impl ManagerService for Arc<Manager> {
                         address: self.address.clone(),
                         store_address: self.store_address.clone(),
                         step: req.step,
+                        world_size: self.world_size,
                     }),
                 });
 

templates/status.html

@@ -19,7 +19,8 @@ <h3>Previous Quorum</h3>
   <b>{{ member.replica_id }}</b> <br/>
   Step: {{ member.step }} <br/>
   Manager: {{ member.address }} <br/>
-  TCPStore: {{ member.store_address }}
+  TCPStore: {{ member.store_address }} <br/>
+  World size: {{ member.world_size }} <br/>
 
   <button hx-post="/replica/{{member.replica_id}}/kill"
           hx-trigger="click">

torchft/manager.py

@@ -49,6 +49,7 @@ def __init__(
         store_addr: Optional[str] = None,
         store_port: Optional[int] = None,
         lighthouse_addr: Optional[str] = None,
+        replica_id: Optional[str] = None,
     ) -> None:
         """
         Args:
@@ -62,7 +63,8 @@ def __init__(
             world_size: the replica group local world size
             store_addr: TCPStore address for this replica group
             store_port: TCPStore port for this replica group
-            ligthouse_addr: if rank==0, the address of the lighthouse server
+            lighthouse_addr: if rank==0, the address of the lighthouse server
+            replica_id: if rank==0, the replica_id for this group
         """
         self._load_state_dict = load_state_dict
         self._state_dict = state_dict
@@ -99,7 +101,8 @@ def __init__(
             bind = f"[::]:{port}"
             lighthouse_addr = lighthouse_addr or os.environ["TORCHFT_LIGHTHOUSE"]
 
-            replica_id = str(uuid.uuid4())
+            if replica_id is None:
+                replica_id = str(uuid.uuid4())
             # pyre-fixme[16]: can't find rust module
             self._manager = _Manager(
                 replica_id=replica_id,

train_ddp.py

@@ -28,6 +28,9 @@
 
 
 def main() -> None:
+    REPLICA_GROUP_ID = int(os.environ.get("REPLICA_GROUP_ID", 0))
+    NUM_REPLICA_GROUPS = int(os.environ.get("NUM_REPLICA_GROUPS", 2))
+
     transform = transforms.Compose(
         [transforms.ToTensor(), transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))]
     )
@@ -40,8 +43,8 @@ def main() -> None:
     # majority of groups will be available so few batches will be dropped.
     sampler = DistributedSampler(
         trainset,
-        replica_group=int(os.environ.get("REPLICA_GROUP_ID", 0)),
-        num_replica_groups=int(os.environ.get("NUM_REPLICA_GROUPS", 2)),
+        replica_group=REPLICA_GROUP_ID,
+        num_replica_groups=NUM_REPLICA_GROUPS,
         rank=0,
         # for DDP we can use replica groups of size 1, FSDP/PP/CP would need more.
         num_replicas=1,
@@ -50,7 +53,7 @@ def main() -> None:
     # This uses the torchdata StatefulDataLoader to be able to checkpoint and
     # restore the per worker dataloader position.
     trainloader = StatefulDataLoader(
-        trainset, batch_size=2, shuffle=True, num_workers=2
+        trainset, batch_size=64, shuffle=True, num_workers=2
     )
 
     def load_state_dict(state_dict):
@@ -68,9 +71,10 @@ def state_dict():
 
     manager = Manager(
         pg=pg,
-        min_replica_size=2,
+        min_replica_size=1,
         load_state_dict=load_state_dict,
         state_dict=state_dict,
+        replica_id=f"train_ddp_{REPLICA_GROUP_ID}",
     )
 
     class Net(nn.Module):