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Hi everyone, I am a new fish for using MinkowskiEngine. MinkowskiEngine is an excellent framework and I wish I could use it to accelerate training network. I have a question about using the function `…
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## 🚀 The feature, motivation and pitch
Torch.compile has been included in Pytorch 2.0 or late versions and has shown that it is a powerful way to speed up Pytorch code greatly. Pytorch inductor has…
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I am trying to compute bounds on multiple models in parallel using the `multiprocessing` library. This works fine when using IBP or CROWN, but when using `alpha-CROWN`, I get very nondescript (fatal) …
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# [Roadmap]
## 1.6.1
* [x] [**`WikiCSDataset`**](https://pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html#torch_geometric.datasets.WikiCS)
* [x] **`DeepGCN`**
* [x] [`GENConv…
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## Issue Description
In some cases, we would like a sparse matrix as circuit input.
Right now, this seems impossible because of type conversion. For example, DMCircuit does this:
```python
dmi…
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I'm writing this issue to gauge support for index maps, which define a virtual indexing space alongside a physical storage space. These can be useful to define batched and diagonal sparse arrays. An i…
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I have set input sparsetensor using same coordinate_manager
` sinput1 = ME.SparseTensor(features=input_dict['sinput_s_F'].to(self.device),
coordinates=input_…
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# Problem Statement
For search, ads or recommenders systems, the embeddings are large and pose challenges on the deep learning system for efficient computation, memory, storage and networking. For…
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Hi,
We upgraded torch-ccl from 2021.1-beta07-1 to 1.10 and noticed some performance regression for all_to_all. overall, ccl 1.10 is 2x worse than 2021.1-beta07-1.
**system config:**
- single nod…
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**System information**
- OS Platform and Distribution (e.g., Linux Ubuntu 16.04): Mac
- TensorFlow installed from (source or binary): Source
- TensorFlow version (or github SHA if from source): 2.2…