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### Issue Description
**TL; DR**
Support for MLE, MAP, and Variational inference!
**Context**
In situations where scalability and speed need to be balanced with posterior sample quality, various…
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Hey!
I am the guy from the post here: https://forum.pyro.ai/t/possible-help/2169/4. We are planning on implementing TrustVI and we made a document with a couple of questions, goals, a rough idea of…
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Not really an issue, I just want to share my training code since some people still have some difficulties to write the training code. Just modify the code to suit your usage.
Feel free to ask or poi…
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Determine how best to have mining impact price movements
- On the mining block with changes in price based on the outcome of mining decision
- Extending the price movement wiring to use the latest…
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I think we need to centralize efforts on variable length sequences in pylearn2 and really get our act together. I know a lot of people (@bartvm @vdumoulin @laurent-dinh @pascanur) have thought about t…
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I use the TiTan x GPU, but the GPU memory is growing rapidly, and after 3 batches, it went out of memory.
I have check your code line by line, and I still don't konw what's wrong with it
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I‘m runing examples/run_deepspeed_example.sh modified as follow:
```
#!/bin/bash
set -ex
CUDA_VISBLE_DEVICES=0,2,3,4
BASE_PATH=./
DATA_PATH=./
DS_CONFIG=ds_config.json
TP=1
PP=1
NLAYERS=…
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### 🐛 Describe the bug
While training on a large cluster of AWS p4d instances with PyTorch, PyTorch Lightning, and DeepSpeed, we observe an IllegalMemoryAccess error that happens stochastically at …
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Hi,
I'm using the released training data on AWS and the latest main branch to train the model.
1. The directory structure of the released data is not recognized by the code.
2. After re-struc…
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The encoder interface is quite trivial, basically just any `[LayerRef] -> LayerRef` function, although the interface also should imply the tensor format {B,T,D} or so.
The idea was to have a generi…