Use Task class instead of tuple

.github/workflows/tests.yaml

@@ -161,7 +161,7 @@ jobs:
           # Increase this value to reset cache if
           # continuous_integration/environment-${{ matrix.environment }}.yaml has not
           # changed. See also same variable in .pre-commit-config.yaml
-          CACHE_NUMBER: 2
+          CACHE_NUMBER: 0
         id: cache
 
       - name: Update environment

continuous_integration/environment-mindeps.yaml

@@ -23,7 +23,7 @@ dependencies:
   # Distributed depends on the latest version of Dask
   - pip
   - pip:
-    - git+https://github.com/dask/dask
+      - git+https://github.com/dask/dask
   # test dependencies
   - pytest
   - pytest-cov

distributed/actor.py

@@ -10,16 +10,17 @@
 
 from tornado.ioloop import IOLoop
 
+from dask._task_spec import TaskRef
+
 from distributed.client import Future
 from distributed.protocol import to_serialize
 from distributed.utils import LateLoopEvent, iscoroutinefunction, sync, thread_state
-from distributed.utils_comm import WrappedKey
 from distributed.worker import get_client, get_worker
 
 _T = TypeVar("_T")
 
 
-class Actor(WrappedKey):
+class Actor(TaskRef):
     """Controls an object on a remote worker
 
     An actor allows remote control of a stateful object living on a remote

distributed/client.py

@@ -37,9 +37,6 @@
     cast,
 )
 
-if TYPE_CHECKING:
-    from typing_extensions import TypeAlias
-
 from packaging.version import parse as parse_version
 from tlz import first, groupby, merge, partition_all, valmap
 
@@ -52,7 +49,6 @@
 from dask.tokenize import tokenize
 from dask.typing import Key, NoDefault, no_default
 from dask.utils import (
-    apply,
     ensure_dict,
     format_bytes,
     funcname,
@@ -74,6 +70,8 @@
 from tornado import gen
 from tornado.ioloop import IOLoop
 
+from dask._task_spec import DataNode, GraphNode, Task, TaskRef
+
 import distributed.utils
 from distributed import cluster_dump, preloading
 from distributed import versions as version_module
@@ -123,7 +121,6 @@
     thread_state,
 )
 from distributed.utils_comm import (
-    WrappedKey,
     gather_from_workers,
     pack_data,
     retry_operation,
@@ -132,6 +129,9 @@
 )
 from distributed.worker import get_client, get_worker, secede
 
+if TYPE_CHECKING:
+    from typing_extensions import TypeAlias
+
 logger = logging.getLogger(__name__)
 
 _global_clients: weakref.WeakValueDictionary[int, Client] = (
@@ -250,7 +250,7 @@
             pass
 
 
-class Future(WrappedKey):
+class Future(TaskRef):
     """A remotely running computation
 
     A Future is a local proxy to a result running on a remote worker.  A user
@@ -598,6 +598,9 @@
         except RuntimeError:  # closed event loop
             pass
 
+    def __str__(self):
+        return repr(self)
+
     def __repr__(self):
         if self.type:
             return (
@@ -616,6 +619,9 @@
     def __await__(self):
         return self.result().__await__()
 
+    def __hash__(self):
+        return hash(self._id)
+
 
 class FutureState:
     """A Future's internal state.
@@ -813,7 +819,7 @@
     client: dict[str, dict[str, Any]]
 
 
-_T_LowLevelGraph: TypeAlias = dict[Key, tuple]
+_T_LowLevelGraph: TypeAlias = dict[Key, GraphNode]
 
 
 def _is_nested(iterable):
@@ -905,7 +911,7 @@
     def is_materialized(self) -> bool:
         return hasattr(self, "_cached_dict")
 
-    def __getitem__(self, key: Key) -> tuple:
+    def __getitem__(self, key: Key) -> GraphNode:
         return self._dict[key]
 
     def __iter__(self) -> Iterator[Key]:
@@ -919,7 +925,7 @@
 
         if not self.kwargs:
             dsk = {
-                key: (self.func,) + args
+                key: Task(key, self.func, *args)
                 for key, args in zip(self._keys, zip(*self.iterables))
             }
 
@@ -928,15 +934,15 @@
             dsk = {}
             for k, v in self.kwargs.items():
                 if sizeof(v) > 1e5:
-                    vv = dask.delayed(v)
-                    kwargs2[k] = vv._key
-                    dsk.update(vv.dask)
+                    vv = DataNode(k, v)
+                    kwargs2[k] = vv.ref()
+                    dsk[vv.key] = vv
                 else:
                     kwargs2[k] = v
 
                 dsk.update(
                     {
-                        key: (apply, self.func, (tuple, list(args)), kwargs2)
+                        key: Task(key, self.func, *args, **kwargs2)
                         for key, args in zip(self._keys, zip(*self.iterables))
                     }
                 )
@@ -2158,10 +2164,14 @@
         if isinstance(workers, (str, Number)):
             workers = [workers]
 
-        if kwargs:
-            dsk = {key: (apply, func, list(args), kwargs)}
-        else:
-            dsk = {key: (func,) + tuple(args)}
+        dsk = {
+            key: Task(
+                key,
+                func,
+                *args,
+                **kwargs,
+            )
+        }
         futures = self._graph_to_futures(
             dsk,
             [key],
@@ -3374,7 +3384,7 @@
                     "op": "update-graph",
                     "graph_header": header,
                     "graph_frames": frames,
-                    "keys": list(keys),
+                    "keys": set(keys),
                     "internal_priority": internal_priority,
                     "submitting_task": getattr(thread_state, "key", None),
                     "fifo_timeout": fifo_timeout,
@@ -4460,7 +4470,7 @@
         self,
         filename: str = "dask-cluster-dump",
         write_from_scheduler: bool | None = None,
-        exclude: Collection[str] = ("run_spec",),
+        exclude: Collection[str] = (),
         format: Literal["msgpack", "yaml"] = "msgpack",
         **storage_options,
     ):
@@ -6100,7 +6110,7 @@
             stack.extend(x.values())
         elif type(x) is SubgraphCallable:
             stack.extend(x.dsk.values())
-        elif isinstance(x, WrappedKey):
+        elif isinstance(x, TaskRef):
             if x not in seen:
                 seen.add(x)
                 futures.append(x)

distributed/deploy/tests/test_cluster.py

@@ -36,7 +36,9 @@ async def test_repr():
 
 @gen_test()
 async def test_cluster_wait_for_worker():
-    async with LocalCluster(n_workers=2, asynchronous=True) as cluster:
+    async with LocalCluster(
+        n_workers=2, asynchronous=True, dashboard_address=":0"
+    ) as cluster:
         assert len(cluster.scheduler.workers) == 2
         cluster.scale(4)
         await cluster.wait_for_workers(4)

distributed/deploy/tests/test_local.py

@@ -1066,7 +1066,11 @@ async def test_threads_per_worker_set_to_0():
         Warning, match="Setting `threads_per_worker` to 0 has been deprecated."
     ):
         async with LocalCluster(
-            n_workers=2, processes=False, threads_per_worker=0, asynchronous=True
+            n_workers=2,
+            processes=False,
+            threads_per_worker=0,
+            asynchronous=True,
+            dashboard_address=":0",
         ) as cluster:
             assert len(cluster.workers) == 2
             assert all(w.state.nthreads < CPU_COUNT for w in cluster.workers.values())
@@ -1170,7 +1174,10 @@ async def test_local_cluster_redundant_kwarg(nanny):
 @gen_test()
 async def test_cluster_info_sync():
     async with LocalCluster(
-        processes=False, asynchronous=True, scheduler_sync_interval="1ms"
+        processes=False,
+        asynchronous=True,
+        scheduler_sync_interval="1ms",
+        dashboard_address=":0",
     ) as cluster:
         assert cluster._cluster_info["name"] == cluster.name
 
@@ -1197,7 +1204,10 @@ async def test_cluster_info_sync():
 @gen_test()
 async def test_cluster_info_sync_is_robust_to_network_blips(monkeypatch):
     async with LocalCluster(
-        processes=False, asynchronous=True, scheduler_sync_interval="1ms"
+        processes=False,
+        asynchronous=True,
+        scheduler_sync_interval="1ms",
+        dashboard_address=":0",
     ) as cluster:
         assert cluster._cluster_info["name"] == cluster.name
 
@@ -1235,7 +1245,9 @@ async def error(*args, **kwargs):
 @gen_test()
 async def test_cluster_host_used_throughout_cluster(host, use_nanny):
     """Ensure that the `host` kwarg is propagated through scheduler, nanny, and workers"""
-    async with LocalCluster(host=host, asynchronous=True) as cluster:
+    async with LocalCluster(
+        host=host, asynchronous=True, dashboard_address=":0"
+    ) as cluster:
         url = urlparse(cluster.scheduler_address)
         assert url.hostname == "127.0.0.1"
         for worker in cluster.workers.values():
@@ -1249,7 +1261,9 @@ async def test_cluster_host_used_throughout_cluster(host, use_nanny):
 
 @gen_test()
 async def test_connect_to_closed_cluster():
-    async with LocalCluster(processes=False, asynchronous=True) as cluster:
+    async with LocalCluster(
+        processes=False, asynchronous=True, dashboard_address=":0"
+    ) as cluster:
         async with Client(cluster, asynchronous=True) as c1:
             assert await c1.submit(inc, 1) == 2
 

distributed/recreate_tasks.py

@@ -7,7 +7,6 @@
 from distributed.client import Future, futures_of, wait
 from distributed.protocol.serialize import ToPickle
 from distributed.utils import sync
-from distributed.utils_comm import pack_data
 
 logger = logging.getLogger(__name__)
 
@@ -40,11 +39,8 @@
 
     def get_runspec(self, *args, key=None, **kwargs):
         key = self._process_key(key)
-        ts = self.scheduler.tasks.get(key)
-        return {
-            "task": ToPickle(ts.run_spec),
-            "deps": [dts.key for dts in ts.dependencies],
-        }
+        ts = self.scheduler.tasks[key]
+        return ToPickle(ts.run_spec)
 
 
 class ReplayTaskClient:
@@ -61,10 +57,8 @@
         self.client = client
         self.client.extensions["replay-tasks"] = self
         # monkey patch
-        self.client._get_raw_components_from_future = (
-            self._get_raw_components_from_future
-        )
-        self.client._prepare_raw_components = self._prepare_raw_components
+        self.client._get_raw_components_from_future = self._get_task_runspec
+        self.client._prepare_raw_components = self._get_dependencies
         self.client._get_components_from_future = self._get_components_from_future
         self.client._get_errored_future = self._get_errored_future
         self.client.recreate_task_locally = self.recreate_task_locally
@@ -74,7 +68,7 @@
     def scheduler(self):
         return self.client.scheduler
 
-    async def _get_raw_components_from_future(self, future):
+    async def _get_task_runspec(self, future):
         """
         For a given future return the func, args and kwargs and future
         deps that would be executed remotely.
@@ -85,28 +79,25 @@
         else:
             validate_key(future)
             key = future
-        spec = await self.scheduler.get_runspec(key=key)
-        return (*spec["task"], spec["deps"])
+        run_spec = await self.scheduler.get_runspec(key=key)
+        return run_spec
 
-    async def _prepare_raw_components(self, raw_components):
+    async def _get_dependencies(self, dependencies):
         """
         Take raw components and resolve future dependencies.
         """
-        function, args, kwargs, deps = raw_components
-        futures = self.client._graph_to_futures({}, deps, span_metadata={})
+        futures = self.client._graph_to_futures({}, dependencies, span_metadata={})
         data = await self.client._gather(futures)
-        args = pack_data(args, data)
-        kwargs = pack_data(kwargs, data)
-        return (function, args, kwargs)
+        return data
 
     async def _get_components_from_future(self, future):
         """
         For a given future return the func, args and kwargs that would be
         executed remotely. Any args/kwargs that are themselves futures will
         be resolved to the return value of those futures.
         """
-        raw_components = await self._get_raw_components_from_future(future)
-        return await self._prepare_raw_components(raw_components)
+        runspec = await self._get_task_runspec(future)
+        return runspec, await self._get_dependencies(runspec.dependencies)
 
     def recreate_task_locally(self, future):
         """
@@ -137,10 +128,10 @@
         -------
         Any; will return the result of the task future.
         """
-        func, args, kwargs = sync(
+        runspec, dependencies = sync(
             self.client.loop, self._get_components_from_future, future
         )
-        return func(*args, **kwargs)
+        return runspec(dependencies)
 
     async def _get_errored_future(self, future):
         """