quark0/darts
Differentiable architecture search for convolutional and recurrent networks observed · 2026-08-28
Health v2 · maintenance only
32/100
- Activity 0
- Release rhythm 35
- Longevity 100
Flags: no_releases
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 2991
- days_rel: n/a
- days_push: 2069
- n_releases_24m: 0
Adoption not part of the score
3997 stars · 836 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded
DARTS is the official PyTorch implementation of the ICLR 2019 paper 'DARTS: Differentiable Architecture Search', which performs neural architecture search via continuous relaxation and gradient descent. It searches convolutional cells for image classification (CIFAR-10, ImageNet) and recurrent cells for language modeling (PTB, WikiText-2), requiring only a single GPU, and ships pretrained models.
Use cases
- search for a convolutional network architecture for image classification
- search for a recurrent cell for language modeling
- run differentiable NAS on a single GPU
- evaluate pretrained DARTS CNN and RNN models
- reproduce the DARTS paper experiments
- learn how gradient-based architecture search works
When to choose
- you want to reproduce or build on the DARTS paper
- you need a fast, single-GPU differentiable NAS baseline
- you want pretrained DARTS cells for CIFAR-10, ImageNet, or PTB
When to avoid
- you need a maintained production AutoML tool (pinned to PyTorch 0.3.1)
- you want a general-purpose NAS framework with pluggable search spaces
- you need support for modern PyTorch versions or recent hardware
Facets
library · maturity maintenance
machine-learning deep-learning deep-learning machine-learning computer-vision python neural-architecture-search automl darts differentiable-search pytorch research-code image-classification language-modeling natural-language-processing gpu
6 sources
- readme: https://github.com/quark0/darts · fetched 2026-08-28 · 3cc6748c9498
- homepage: https://arxiv.org/abs/1806.09055 · fetched 2026-08-29 · 3928b48f9652
- site_page: https://info.arxiv.org/about/donate.html · fetched 2026-08-29 · cca9c3a11c56
- site_page: https://info.arxiv.org/about/ourmembers.html · fetched 2026-08-29 · 47cbc55ff1de
- site_page: https://info.arxiv.org/about · fetched 2026-08-29 · a1f16f915a9a
- site_page: https://info.arxiv.org/labs/index.html · fetched 2026-08-29 · b14a8d05a0ec
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| quark0/darts | main | 32 |
For agents
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem