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aqlaboratory/openfold

Trainable, memory-efficient, and GPU-friendly PyTorch reproduction of AlphaFold 2 observed · 2026-08-28

github.com/aqlaboratory/openfold · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

48/100

  • Activity 57
  • Release rhythm 8
  • Longevity 100
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: 1814
  • days_rel: 495
  • days_push: 260
  • n_releases_24m: 1

Full methodology

Adoption not part of the score

3420 stars · 689 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

OpenFold is a faithful, trainable PyTorch reproduction of DeepMind's AlphaFold 2 for protein structure prediction. It is memory-efficient and GPU-friendly, supporting both inference and retraining with open training data (OpenProteinSet).

Use cases

  • predict 3D protein structures from amino acid sequences
  • retrain or fine-tune an AlphaFold2-like model on custom data
  • run protein folding inference on GPU with PyTorch
  • study AlphaFold2's learning mechanisms and generalization
  • predict protein complex structures with multimer modeling

When to choose

  • you need a trainable or fine-tunable AlphaFold2 implementation in PyTorch
  • you want an open-source, permissively licensed alternative to AlphaFold2
  • you need memory-efficient GPU inference or training for protein folding

When to avoid

  • you only need quick protein structure predictions without customization (use AlphaFold2 or ColabFold)
  • you work outside PyTorch ecosystems (e.g., JAX-based workflows)
  • you need pretrained weights under a fully unrestricted license (weights are CC BY 4.0)

Facets

library · maturity active

machine-learning deep-learning llm-training bioinformatics machine-learning deep-learning python protein-structure-prediction alphafold2 pytorch structural-biology computational-biology gpu linux docker

2 sources

Member repositories

RepositoryRoleHealth v2
aqlaboratory/openfoldmain48

For agents

markdown · JSON · MCP: product_card(name="aqlaboratory/openfold")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem