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AlphaFold

DeepMind's open-source AlphaFold 2 inference code, predicting 3D protein structure from sequence at near-experimental accuracy.

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↗ 源代码仓库

AlphaFold

AlphaFold is DeepMind's landmark deep-learning system for predicting a protein's three-dimensional structure directly from its amino-acid sequence, reaching near-experimental accuracy in the CASP14 assessment. This repository contains the open-source inference code and pipeline for AlphaFold 2, a foundational tool for structural biology and structure-based drug discovery.

Key features

  • End-to-end structure prediction from raw sequence
  • Multiple-sequence-alignment and template search (jackhmmer, HHblits, HHsearch)
  • Evoformer trunk plus a structure module producing atomic coordinates
  • Per-residue confidence (pLDDT) and predicted aligned error (PAE) outputs
  • AlphaFold-Multimer support for protein complexes
  • JAX/Haiku implementation with a reproducible Docker setup

Use the provided Docker workflow to run the full genetic-search and inference pipeline and obtain ranked PDB structures with confidence metrics. Widely used to generate structural hypotheses for targets in drug-discovery and molecular-biology research. Note: the repository source is Apache-2.0, while the released model parameters are distributed separately under CC BY 4.0.

Curated mirror of the open-source AlphaFold (Apache-2.0). Get it from the source.

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