RFdiffusion
基于扩散模型的蛋白质结构生成方法，可从随机噪声逐步去噪生成全新的蛋白质 骨架结构。该方法支持条件生成（如指定结合位点），是蛋白质从头设计的 突破性工具。
| Property | Value |
|---|---|
| Purpose | 基于扩散模型的蛋白质结构从头生成 |
| Time Complexity | O(n^2 * T) |
| Space Complexity | O(n^2) |
| Year | 2023 |
| Difficulty | Advanced |
| Languages | Python |
| Category | Protein Language Model |
Complexity Analysis
- Time Complexity:
O(n^2 * T) - Space Complexity:
O(n^2)
Performance Insight: The time complexity of this algorithm is polynomial. 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
Related Tools
ProteinMPNN · RoseTTAFold · Chroma