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I am encountering issues when using non-element-wise optimizers such as Adam-mini with DeepSpeed.
According to the documentation, it reads:
> The FP16 Optimizer is designed to maximize the achievable…
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When we perform multi-machine multi-GPU training, we are prompted with an out-of-memory err…
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Hi, appreciate to your awesome work!
When I trying to introduce GaLore AdamW optimizer to Gemma training, it seems that it is not compatible with deepspeed with Zero stage as both 0 and 1:
![image…
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The Adam optimizer can consume a large amount of GPU memory, potentially causing OOM (Out Of Memory) errors during training. To free up memory during forward/backward passes, there is a need for a fea…
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We need to track the energy cost of datastore operations like inserts, deletes, index scans, etc. This can be done with varying degrees of specificity, from tracking the bytes that each operation touc…
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The roles of the aforementioned options are confusing, and it would be beneficial to change them to more clearly defined meanings. The optimizer_offload option sends the optimizer state to the CPU whe…
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### System Info
```Shell
- `Accelerate` version: 1.0.1
- Platform: Linux-5.15.0-124-generic-x86_64-with-glibc2.35
- `accelerate` bash location: /home/ubuntu/doc/code/venv/bin/accelerate
- Python v…
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How to use zero3 to train the model?
The use of zero3 can reduce the cuda memory consumption,
```
tran, optimizer, train_dataloader, lr_scheduler = accelerator.prepare(
tran, optimizer, t…
lgs00 updated
2 months ago
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I am tuning hyper-parameters on two different compute clusters. Since the number of GPUs on these clusters varies, I need to use gradient accumulation (GA) to ensure that the total batch size is equal…
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- [X] I have searched the Ultralytics YOLO [issues](https://github.com/ultralytics/ultralytics/issues) and [discussions](https://github.com/ultralytics/ultralytics/discussion…