import datetime from typing import Tuple, Optional import gradio as gr import yaml import mol_viewer import run_utils def run_wrapper(protein_file, ligand_file, other_args_file, *args) -> Tuple[str, Optional[str], str]: if protein_file is None: return "Protein file is missing! Must provide a protein file in PDB format", None, "" if ligand_file is None: return "Ligand file is missing! Must provide a ligand file in SDF format", None, "" float_locs = [-4, -3, -2] num_centers = 0 for ii in float_locs: av = args[ii] if av is not None and av != "": num_centers += 1 try: tmp = float(args[ii]) except ValueError: return f"Pocket Center value {args[ii]} is not a valid number", None, "" if num_centers not in {0, 3}: return "Either none or all three pocket center values must be provided", None, "" other_args_dict = {} if other_args_file is not None: other_args_dict = yaml.safe_load(open(other_args_file['name'], "r")) output_file, pdb_text, sdf_text = run_utils.run_cli_command( protein_file['name'], ligand_file['name'], other_args_dict, *args, ) output_viz = "No visualisation created" if pdb_text: output_viz = mol_viewer.gen_3dmol_vis(pdb_text, sdf_text) message = f"Calculation completed at {datetime.datetime.now()}" return message, output_file, output_viz def run(): with gr.Blocks(title="DiffDock-Pocket Web") as demo: gr.Markdown("# DiffDock-Pocket") gr.Markdown("""Run [DiffDock-Pocket](https://github.com/plainerman/DiffDock-Pocket) for a single protein and ligand. We have provided the most important inputs as UI elements. """) with gr.Row(): protein_pdb = gr.File(label="Protein PDB (required)", file_types=[".pdb"]) ligand_sdf = gr.File(label="Ligand SDF (required)", file_types=[".sdf"]) with gr.Row(): samples_per_complex = gr.Number(label="Samples Per Complex", value=1, minimum=1, maximum=100, precision=0, interactive=True) with gr.Column(): keep_local_structures = gr.Checkbox(label="Keep Local Structures", value=True, interactive=True) save_vis = gr.Checkbox(label="Save Visualisation", value=True, interactive=True, elem_id="save_visualisation") with gr.Row(): # Add fields for pocket_center_x, pocket_center_y, pocket_center_z pcx = gr.Text(label="Pocket Center X", placeholder="1.23", value=None, interactive=True) pcy = gr.Text(label="Pocket Center Y", placeholder="4.56", value=None, interactive=True) pcz = gr.Text(label="Pocket Center Z", placeholder="7.89", value=None, interactive=True) flex_sidechains = gr.Textbox(label="Flexible Sidechains", placeholder="A:130-B:140", value=None, interactive=True, info="Specify which amino acids will be flexible. E.g., A:130-B:140 will make amino acid with id 130 in chain A, and id 140 in chain B flexible.") with gr.Row(): gr.Markdown("""Additional values can be included in "Other arguments", and will be passed to [inference.py](https://github.com/plainerman/DiffDock-Pocket/blob/main/inference.py). Must be a YAML file without any nesting. """) other_args_file = gr.File(label="Other arguments (Optional, YML)", file_types=[".yml", ".yaml"], value=None) with gr.Row(): run_btn = gr.Button("Run DiffDock-Pocket") with gr.Row(): message = gr.Text(label="Run message", interactive=False) with gr.Row(): output_file = gr.File(label="Output Files") with gr.Row(): init_value = "Rank1 Reverse Processed Protein will be visualised here" viewer = gr.HTML(value=init_value, label="Protein Viewer", show_label=True) _inputs = [protein_pdb, ligand_sdf, other_args_file] # See run_utils.py:ARG_ORDER for the order of these arguments _inputs += [samples_per_complex, keep_local_structures, save_vis, pcx, pcy, pcz, flex_sidechains] _outputs = [message, output_file, viewer] run_btn.click(fn=run_wrapper, inputs=_inputs, outputs=_outputs, preprocess=False) demo.launch(server_name="0.0.0.0", server_port=7860, share=False) if __name__ == "__main__": run_utils.set_env_variables() run_utils.configure_logging() run()