frgfm / torch-scan
Seamless analysis of your PyTorch models (RAM usage, FLOPs, MACs, receptive field, etc.)
☆208Updated this week
Related projects ⓘ
Alternatives and complementary repositories for torch-scan
- Estimate/count FLOPS for a given neural network using pytorch☆304Updated 2 years ago
- Compute CNN receptive field size in pytorch in one line☆349Updated 6 months ago
- Feature extraction made simple with torchextractor☆101Updated 3 years ago
- A general and accurate MACs / FLOPs profiler for PyTorch models☆571Updated 6 months ago
- Useful PyTorch functions and modules that are not implemented in PyTorch by default☆187Updated 6 months ago
- Is the attention layer even necessary? (https://arxiv.org/abs/2105.02723)☆480Updated 3 years ago
- Provides everything needed for high performance data loading and augmentation in pytorch.☆316Updated 10 months ago
- PyTorch layer-by-layer model profiler☆608Updated 3 years ago
- A simple program to calculate and visualize the FLOPs and Parameters of Pytorch models, with handy CLI and easy-to-use Python API.☆119Updated 11 months ago
- Gradient based receptive field estimation for Convolutional Neural Networks☆335Updated 4 years ago
- Pre-trained NFNets with 99% of the accuracy of the official paper "High-Performance Large-Scale Image Recognition Without Normalization".☆159Updated 3 years ago
- 🛠 Toolbox to extend PyTorch functionalities☆417Updated 6 months ago
- Drop-in replacement for any ResNet with a significantly reduced memory footprint and better representation capabilities☆208Updated 6 months ago
- Experimental ground for optimizing memory of pytorch models☆360Updated 6 years ago
- NFNets and Adaptive Gradient Clipping for SGD implemented in PyTorch. Find explanation at tourdeml.github.io/blog/☆345Updated 10 months ago
- Example code showing how to use Nvidia DALI in pytorch, with fallback to torchvision. Contains a few differences to the official Nvidia …☆194Updated 4 years ago
- Tool box for PyTorch☆186Updated 8 months ago
- Compute receptive fields of your favorite convnets☆435Updated 3 years ago
- A LARS implementation in PyTorch☆335Updated 4 years ago
- Deep Learning project template for PyTorch (multi-gpu training is supported)☆134Updated last year
- Implementation of 1D, 2D, and 3D FFT convolutions in PyTorch. Much faster than direct convolutions for large kernel sizes.☆477Updated last year
- Code snippets created for the PyTorch discussion board☆545Updated 3 years ago
- A research library for pytorch-based neural network pruning, compression, and more.☆160Updated last year
- ☆241Updated 2 years ago
- TF/Keras code for DiffStride, a pooling layer with learnable strides.☆124Updated 2 years ago
- Tiny PyTorch library for maintaining a moving average of a collection of parameters.☆406Updated last month
- PyTorch dataset extended with map, cache etc. (tensorflow.data like)☆328Updated 2 years ago
- Distributed, mixed-precision training with PyTorch☆89Updated 4 years ago
- Labels and other data for the paper "Are we done with ImageNet?"☆185Updated 2 years ago
- Learning Rate Warmup in PyTorch☆392Updated this week