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Boltz-1

开源的生物分子结构预测模型,采用扩散模型架构对蛋白质及核酸复合体进行端到端的三维结构推断。 该方法完全开源且权重公开,支持社区自由使用和二次开发,为学术研究和工业应用提供了高效的结构预测方案。

PropertyValue
Purpose开源端到端生物分子结构预测
Time ComplexityO(n^2)
Space ComplexityO(n^2)
Year2024
CategoryProtein Structure Prediction

Complexity Analysis

  • Time Complexity: O(n^2)
  • Space Complexity: O(n^2)

Performance Insight: The time complexity of this algorithm is quadratic (O(n²)), suitable for moderate data sizes; consider approximation algorithms for large inputs. High space complexity; consider Hirschberg-style space-optimized variants for very long sequences.

Note: Complexity analysis is based on theoretical models. Actual runtime is affected by input scale, hardware, and implementation optimizations. Benchmark for your specific workload.

Literature & Implementation

AlphaFold3 · Chai-1

Tags

structure-prediction open-source diffusion biomolecular

Released under the MIT License.