deepspeed
https://github.com/microsoft/deepspeed
Python
DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.
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- Issues
- Fix for lm head weights for models such as llama
- llama with HE
- [BUG] apply_tensor_parallelism() is not executed in Zero3 without self.mpu
- [QUESTION] How to manually do states partition and all-gather communication during training
- [BUG] Optimizer calculation seems to run on GPU although I set CPU optimizer options
- [BUG] Assertion error with HF gradient checkpointing option (param already assigned swap buffer)
- Zero Stage-2 Frozen Layers[BUG]
- [BUG] Unexpected caculations at backward pass with ZeRO-Infinity SSD offloading
- Issue with DeepSpeed Inference - Multiple Processes for Model Loading and Memory Allocation
- [PROBLEM] P2p recv waiting for data will cause other threads under the same process to be unable to perform any operations
- Docs
- Python not yet supported