First of all, use high-level ML frameworks (AllenNLP, PyTorch-Lightning). No need to write boilerplate code and implement standard ML approaches from scratch. Here are some suggestions (thought more NLP-focused) that I feel improved my research coding experience a lot.
PyTorch Lightning Flash appears to be copying fastai (without any credit) [D] Recently PyTorch Lightning Flash was released as a high-level, flexible library for PyTorch and PyTorch Lightning. However, reading the announcement, looking at the API, etc. it is clear that the Flash API is quite similar to fastai.
Posts with mentions or reviews of pytorch-lightning. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-12-14.
Pytorch-lightning Alternatives Similar projects and alternatives to pytorch-lightning detectron2-19,091 9.5 Python pytorch-lightning VS detectron2 Detectron2 is a platform for object detection, segmentation and other visual recognition tasks. mmdetection
use prepare_data() to download and process the dataset. use setup() to do splits, and build your model internals. An alternative to using a DataModule is to ...
Passing training strategies (e.g., "ddp") to accelerator has been deprecated in v1.5.0 and will be removed in v1.7.0. Please use the strategy argument instead. accumulate_grad_batches. Accumulates grads every k batches or as set up in the dict. Trainer also calls optimizer.step () for the last indivisible step number.
PyTorch Lightning Flash appears to be copying fastai (without any credit) [D] Recently PyTorch Lightning Flash was released as a high-level, flexible library for PyTorch and PyTorch Lightning. However, reading the announcement, looking at the API, etc. it is clear that the Flash API is quite similar to fastai.
Which is the best alternative to pytorch-lightning? Based on common mentions it is: ✓Detectron2, ✓Mmdetection, ✓Sacred, ✓Pytorch-grad-cam, ✓Metaflow or ...
When comparing dino and pytorch-lightning you can also consider the following projects: detectron2 - Detectron2 is a platform for object detection, segmentation and other visual recognition tasks. mmdetection - OpenMMLab Detection Toolbox and Benchmark
LightningModule API¶ Methods¶ all_gather¶ LightningModule. all_gather (data, group = None, sync_grads = False) [source] Allows users to call self.all_gather() from the LightningModule, thus making the all_gather operation accelerator agnostic. all_gather is a function provided by accelerators to gather a tensor from several distributed processes.. Parameters. data¶ (Union …