Download model/PXDesignBench/pxdbench/metrics/secondary.py from OneScience-Group/PXDesign: direct link, hf CLI and curl.
- Browser
- Download file 3.56 kB
-
https://huggingface.co/OneScience-Group/PXDesign/resolve/main/model/PXDesignBench/pxdbench/metrics/secondary.py
- Command line
-
hf download hf://OneScience-Group/PXDesign/model/PXDesignBench/pxdbench/metrics/secondary.py
-
curl -L -o secondary.py https://huggingface.co/OneScience-Group/PXDesign/resolve/main/model/PXDesignBench/pxdbench/metrics/secondary.py
3.56 kB
| # Copyright 2025 ByteDance and/or its affiliates. | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| import biotite.structure.io.pdbx as pdbx | |
| import numpy as np | |
| from Bio.PDB import PDBParser | |
| from biotite.structure import annotate_sse | |
| from biotite.structure.io.pdb import PDBFile | |
| def cacl_secondary_structure(path, binder_chain=None): | |
| """ | |
| Calculate the ratio of secondary structures in a PDB or CIF file. | |
| Args: | |
| path (str): Path to the PDB (.pdb) or CIF (.cif) file. | |
| binder_chain (str, optional): The chain ID to filter the structure. | |
| If provided, only atoms from this chain will be considered. Defaults to None. | |
| Returns: | |
| tuple: The ratio of secondary structures (alpha, beta, loop) | |
| """ | |
| # Check the file extension and read the file accordingly | |
| if path.endswith(".cif"): | |
| pdb_name = pdbx.PDBxFile.read(path) | |
| atom_array = pdbx.get_structure(pdb_name, model=1) | |
| elif path.endswith(".pdb"): | |
| pdb_name = PDBFile.read(path) | |
| atom_array = pdb_name.get_structure()[0] | |
| else: | |
| raise ValueError("File must be either a .pdb or .cif file") | |
| if binder_chain is not None: | |
| chain_mask = atom_array.chain_id == binder_chain | |
| atom_array = atom_array[chain_mask] | |
| sse_array = annotate_sse(atom_array) | |
| count_a = np.sum(sse_array == "a") | |
| count_b = np.sum(sse_array == "b") | |
| count_c = np.sum(sse_array == "c") | |
| total = len(sse_array) | |
| return ( | |
| round(count_a / total, 3), | |
| round(count_b / total, 3), | |
| round(count_c / total, 3), | |
| ) | |
| def cacl_ref_rg(num_res): | |
| """ | |
| reference radius of gyration value. | |
| Ref: Bindcraft repo (https://github.com/martinpacesa/BindCraft/blob/05702c435e2172a99c2b3faf87487badb6e54727/functions/colabdesign_utils.py#L369) | |
| """ | |
| return 2.38 * num_res**0.365 | |
| def get_chain_rg(pdb_file, chain_id, atom_name="CA"): | |
| """ | |
| Calculate the radius of gyration of a specific chain in a PDB file. | |
| Args: | |
| pdb_file (str): Path to the PDB file. | |
| chain_id (str): The chain ID to calculate the radius of gyration for. | |
| atom_name (str, optional): The name of the atom to use for calculation. Defaults to "CA". | |
| Returns: | |
| tuple: The radius of gyration and the normalized radius of gyration. | |
| """ | |
| parser = PDBParser(QUIET=True) | |
| structure = parser.get_structure("struct", pdb_file) | |
| coords = [] | |
| for model in structure: | |
| for chain in model: | |
| if chain.id == chain_id: | |
| for res in chain: | |
| if atom_name in res: | |
| atom = res[atom_name] | |
| coords.append(atom.coord) | |
| coords = np.array(coords) | |
| if coords.size == 0: | |
| raise ValueError("No atoms found!") | |
| center = coords.mean(axis=0) | |
| num_res = len(coords) | |
| rg = np.sqrt(((coords - center) ** 2).sum(axis=1).mean()) | |
| return round(rg, 2), round(rg / cacl_ref_rg(num_res), 4) | |