hunk.code_window:         return self.dist.mean
       @override(TorchDistributionWrapper)
       def logp(self, actions):
           return TorchDistributionWrapper.logp(self, actions).sum(-1)
       @staticmethod
       @override(ActionDistribution)
       def required_model_output_shape(action_space, model_config):
  
hunk.labels: keep keep keep keep replace keep keep keep keep
hunk.after_edit:         return super().logp(actions).sum(-1)
       @override(TorchDistributionWrapper)
       def entropy(self):
           return super().entropy().sum(-1)
       @override(TorchDistributionWrapper)
       def kl(self, other):
           return super().kl(other).sum(-1)
  
hunk.file_path: rllib/models/torch/torch_action_dist.py
hunk.type: replace
file: syntax = "proto3";
  
  package ray.rpc;
  
  import "src/ray/protobuf/common.proto";
  
  // Request a worker from the raylet with the specified resources.
  message RequestWorkerLeaseRequest {
    // TaskSpec containing the requested resources.
    TaskSpec resource_spec = 1;
  }
  
  message RequestWorkerLeaseReply {
    // Address of the leased worker. If this is empty, then the request should be
    // retried at the provided raylet address.
    Address worker_address = 1;
    // Address of the raylet to spill back to, if any.
    Address retry_at_raylet_address = 2;
    // Resource mapping ids acquired by the leased worker.
    repeated ResourceMapEntry resource_mapping = 3;
  }
  
  // Release a worker back to its raylet.
  message ReturnWorkerRequest {
    // Port of the leased worker that we are now returning.
    int32 worker_port = 1;
    // Unique id of the leased worker we are now returning.
    bytes worker_id = 2;
    // If true, there was some unrecoverable error and the raylet should
    // disconnect the worker.
    bool disconnect_worker = 3;
  }
  
  message ReturnWorkerReply {
  }
  
  message ForwardTaskRequest {
    // The ID of the task to be forwarded.
    bytes task_id = 1;
    // The tasks in the uncommitted lineage of the forwarded task. This
    // should include task_id.
    repeated Task uncommitted_tasks = 2;
  }
  
  message ForwardTaskReply {
  }
  
  message PinObjectIDsRequest {
    // Address of the owner to ask when to unpin the objects.
    Address owner_address = 1;
    // ObjectIDs to pin.
    repeated bytes object_ids = 2;
  }
  
  message PinObjectIDsReply {
  }
  
  message GetNodeStatsRequest {
  }
  
  message WorkerStats {
    // PID of the worker process.
    uint32 pid = 1;
    // Whether this is a driver.
    bool is_driver = 2;
    // Debug information returned from the core worker.
    CoreWorkerStats core_worker_stats = 3;
  }
  
  message GetNodeStatsReply {
    repeated WorkerStats workers_stats = 1;
    repeated ViewData view_data = 2;
    uint32 num_workers = 3;
    repeated TaskSpec infeasible_tasks = 4;
    repeated TaskSpec ready_tasks = 5;
  }
  
  message GlobalGCRequest {
  }
  
  message GlobalGCReply {
  }
  
  // Service for inter-node-manager communication.
  service NodeManagerService {
    // Request a worker from the raylet.
    rpc RequestWorkerLease(RequestWorkerLeaseRequest) returns (RequestWorkerLeaseReply);
    // Release a worker back to its raylet.
    rpc ReturnWorker(ReturnWorkerRequest) returns (ReturnWorkerReply);
    // Forward a task and its uncommitted lineage to the remote node manager.
    rpc ForwardTask(ForwardTaskRequest) returns (ForwardTaskReply);
    // Pin the provided object IDs.
    rpc PinObjectIDs(PinObjectIDsRequest) returns (PinObjectIDsReply);
    // Get the current node stats.
    rpc GetNodeStats(GetNodeStatsRequest) returns (GetNodeStatsReply);
    // Trigger garbage collection in all workers across the cluster.
    rpc GlobalGC(GlobalGCRequest) returns (GlobalGCReply);
  }
  