Second prototype to do pre-sharding work in single process#555
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VitalyFedyunin wants to merge 4 commits intogh/VitalyFedyunin/7/basefrom
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Second prototype to do pre-sharding work in single process#555VitalyFedyunin wants to merge 4 commits intogh/VitalyFedyunin/7/basefrom
VitalyFedyunin wants to merge 4 commits intogh/VitalyFedyunin/7/basefrom
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…processing (#919) Summary: This PR is created on top of #555. And, this PR extends `PrototypeMultiprocessingReadingService` to accept non-replicable DataPipe. And, this PR depends on pytorch/pytorch#90769 ### Main Changes - Add a way to launch a process to fetch data from non-replicable DataPipes and send data to worker processes in a round-robin manner - Add `ShardingRoundRobinDispatcher` (functional name `sharding_round_robin_dispatch`) to indicate non-replicable DataPipe - Add `MultipleDataPipesToQueuesLoop` to connect non-sharding process to request/response queues - Add `find_lca_non_replicable_dp` as a graph function to determine the lowest common ancestor of all non-replicabble DataPipes. This would guarantee that all non-replicable DataPipes will be running in a single dispatching process - In each multiprocessing worker process, - If All datapipes are replicable, apply multiprocessing sharding to the graph - If not, worker would use `find_replicable_branches` to apply mp sharding to those replicable branches, because all non-replicable branches have been properly sharded by routing data round-robinly to worker processes. - Properly get `ResetEpochResponse` from protocol via `get_response_reset_epoch` - [x] Add tests for two graph functions - [x] Add test to launch non-shardable DataPipe process - Add documents - [x] Replicable DataPipe/Non-replicable DataPipe in multiprocessing - [x] How PrototypeMPRS handles the above two types of DataPipe Please check the link for doc: https://ejguan.github.io/dataloader2.html#dynamic-sharding ## nit Changes - Rename `Spawn` to `Create` as the process has not been started Pull Request resolved: #919 Reviewed By: wenleix Differential Revision: D42004034 Pulled By: ejguan fbshipit-source-id: 5b0b1cb7c2781c4f45240d21f37d457b9729b9a4
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