A PyTorch Lightning Callback for pushing models to the Hugging Face Hub 🤗⚡️

Related tags

Deep Learning machine-learning huggingface pytorch-lightning
Overview

hf-hub-lightning

Open In Colab

A callback for pushing lightning models to the Hugging Face Hub.

Note: I made this package for myself, mostly...if folks seem to be interested in it, we'll move this into huggingface_hub or an official PyTorch Lightning repo directly and archive this one. Since there are a lot of options/considerations, I decided to just post it separately for now as a proof of concept.

Setup

pip install hf-hub-lightning

Usage

To periodically upload your model ckpt and TensorBoard logs while training, you can do the following...

import pytorch_lightning as pl
from hf_hub_lightning import HuggingFaceHubCallback

train_dataloader = ...
model = YourCoolModel()
trainer = pl.Trainer(callbacks=[HuggingFaceHubCallback('your_username/model_id')])
trainer.fit(model, train_dataloader)

To load your model back from the huggingface hub, just do...

from huggingface_hub import hf_hub_download

ckpt_path = hf_hub_download('your_username/model_id', 'lit_model.ckpt')
model = YourCoolModel.load_from_checkpoint(ckpt_path)
You might also like...
Code for HLA-Face: Joint High-Low Adaptation for Low Light Face Detection (CVPR21)
Code for HLA-Face: Joint High-Low Adaptation for Low Light Face Detection (CVPR21)

HLA-Face: Joint High-Low Adaptation for Low Light Face Detection The official PyTorch implementation for HLA-Face: Joint High-Low Adaptation for Low L

Wenjing Wang 77 Dec 8, 2022
DVG-Face: Dual Variational Generation for Heterogeneous Face Recognition, TPAMI 2021

DVG-Face: Dual Variational Generation for HFR This repo is a PyTorch implementation of DVG-Face: Dual Variational Generation for Heterogeneous Face Re

null 52 Dec 30, 2022
[TIP 2021] SADRNet: Self-Aligned Dual Face Regression Networks for Robust 3D Dense Face Alignment and Reconstruction
[TIP 2021] SADRNet: Self-Aligned Dual Face Regression Networks for Robust 3D Dense Face Alignment and Reconstruction

SADRNet Paper link: SADRNet: Self-Aligned Dual Face Regression Networks for Robust 3D Dense Face Alignment and Reconstruction Requirements python

Multimedia Computing Group, Nanjing University 99 Dec 30, 2022
Realtime Face Anti Spoofing with Face Detector based on Deep Learning using Tensorflow/Keras and OpenCV
Realtime Face Anti Spoofing with Face Detector based on Deep Learning using Tensorflow/Keras and OpenCV

Realtime Face Anti-Spoofing Detection 🤖 Realtime Face Anti Spoofing Detection with Face Detector to detect real and fake faces Please star this repo

Prem Kumar 86 Aug 3, 2022
Swapping face using Face Mesh with TensorFlow Lite
Swapping face using Face Mesh with TensorFlow Lite

Swapping face using Face Mesh with TensorFlow Lite

iwatake 17 Apr 26, 2022
Face Synthetics dataset is a collection of diverse synthetic face images with ground truth labels.
Face Synthetics dataset is a collection of diverse synthetic face images with ground truth labels.

The Face Synthetics dataset Face Synthetics dataset is a collection of diverse synthetic face images with ground truth labels. It was introduced in ou

Microsoft 608 Jan 2, 2023
Face Library is an open source package for accurate and real-time face detection and recognition
Face Library is an open source package for accurate and real-time face detection and recognition

Face Library Face Library is an open source package for accurate and real-time face detection and recognition. The package is built over OpenCV and us

null 52 Nov 9, 2022
VGGFace2-HQ - A high resolution face dataset for face editing purpose
VGGFace2-HQ - A high resolution face dataset for face editing purpose

The first open source high resolution dataset for face swapping!!! A high resolution version of VGGFace2 for academic face editing purpose

Naiyuan Liu 232 Dec 29, 2022
A large-scale face dataset for face parsing, recognition, generation and editing.
A large-scale face dataset for face parsing, recognition, generation and editing.

CelebAMask-HQ [Paper] [Demo] CelebAMask-HQ is a large-scale face image dataset that has 30,000 high-resolution face images selected from the CelebA da

switchnorm 1.7k Dec 26, 2022
Comments
  • Saving only the best models

    Saving only the best models

    Hi, just curious how it is interconnected with PL internal checkpointing callback, and saving only the best models according to some given monitoring criteria like max validation accuracy etc.?

    # saves a file like: my/path/sample-mnist-epoch=02-val_loss=0.32.ckpt
checkpoint_callback = ModelCheckpoint(
    monitor="val_loss",
    dirpath="my/path/",
    filename="sample-mnist-{epoch:02d}-{val_loss:.2f}",
    save_top_k=3,
    mode="min",
)

trainer = Trainer(callbacks=[checkpoint_callback])

    see: https://pytorch-lightning.readthedocs.io/en/latest/common/weights_loading.html

    Thx :rabbit:

    opened by Borda 1
Releases(v0.0.2)
Owner
Nathan Raw
Pretending to program
Nathan Raw
GitHub
Small repo describing how to use Hugging Face's Wav2Vec2 with PyCTCDecode

?? Transformers Wav2Vec2 + PyCTCDecode Introduction This repo shows how ?? Transformers can be used in combination with kensho-technologies's PyCTCDec

Patrick von Platen 102 Oct 22, 2022
Text completion with Hugging Face and TensorFlow.js running on Node.js

Katana ML Text Completion ?? Description Runs with with Hugging Face DistilBERT and TensorFlow.js on Node.js distilbert-model - converter from Hugging

Katana ML 2 Nov 4, 2022
Pretrained SOTA Deep Learning models, callbacks and more for research and production with PyTorch Lightning and PyTorch

Pretrained SOTA Deep Learning models, callbacks and more for research and production with PyTorch Lightning and PyTorch

Pytorch Lightning 1.4k Jan 1, 2023
Additional code for Stable-baselines3 to load and upload models from the Hub.

Hugging Face x Stable-baselines3 A library to load and upload Stable-baselines3 models from the Hub. Installation With pip Examples [Todo: add colab t

Hugging Face 34 Dec 10, 2022
An essential implementation of BYOL in PyTorch + PyTorch Lightning

Essential BYOL A simple and complete implementation of Bootstrap your own latent: A new approach to self-supervised Learning in PyTorch + PyTorch Ligh

Enrico Fini 48 Sep 27, 2022
Generic template to bootstrap your PyTorch project with PyTorch Lightning, Hydra, W&B, and DVC.

NN Template Generic template to bootstrap your PyTorch project. Click on Use this Template and avoid writing boilerplate code for: PyTorch Lightning,

Luca Moschella 520 Dec 30, 2022
A general framework for deep learning experiments under PyTorch based on pytorch-lightning

torchx Torchx is a general framework for deep learning experiments under PyTorch based on pytorch-lightning. TODO list gan-like training wrapper text

Yingtian Liu 6 Mar 17, 2022
CBKH: The Cornell Biomedical Knowledge Hub

Cornell Biomedical Knowledge Hub (CBKH) CBKG integrates data from 18 publicly available biomedical databases. The current version of CBKG contains a t

null 44 Dec 21, 2022
A set of examples around hub for creating and processing datasets

Examples for Hub - Dataset Format for AI A repository showcasing examples of using Hub Uploading Dataset Places365 Colab Tutorials Notebook Link Getti

Activeloop 11 Dec 14, 2022
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation

img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation Figure 1: We estimate the 6DoF rigid transformation of a 3D face (rendered in si

Vítor Albiero 519 Dec 29, 2022