distributed
https://github.com/dask/distributed
Python
A distributed task scheduler for Dask
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- Issues
- Negative occupancy causes dashboard and metrics to fail
- Work stealing causes a sudden death of workers without any informative traceback.
- Efficient scalable shuffle - P2P shuffle extension
- Scheduler `TaskState` objects should be unique, not hashed by key
- [DNM] File-based shared memory model
- Deserialization of compressed data is sluggish and causes memory flares
- Adding immutable data possibility to client.submit()
- Lifecycle management for Prometheus metrics
- Internalize keys and op-codes in bulk messages
- Assign tasks to idle workers rather than queuing them
- Docs
- Python not yet supported