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import datetime
import os
import shutil
import subprocess
import tempfile
import uuid
import logging
from typing import List
ARG_ORDER = ["samples_per_complex", "keep_local_structures", "save_visualisation",
"pocket_center_x", "pocket_center_y", "pocket_center_z", "flexible_sidechains"]
def set_env_variables():
if "DiffDockPocketDir" not in os.environ:
work_dir = os.path.abspath(os.path.join("../DiffDock-Pocket"))
if os.path.exists(work_dir):
os.environ["DiffDockPocketDir"] = work_dir
else:
raise ValueError(f"DiffDockPocketDir {work_dir} not found")
if "LOG_LEVEL" not in os.environ:
os.environ["LOG_LEVEL"] = "INFO"
def configure_logging(level=None):
if level is None:
level = getattr(logging, os.environ.get("LOG_LEVEL", "INFO"))
# Note that this sets the universal logger,
# which includes other libraries.
logging.basicConfig(
level=level,
format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
handlers=[
logging.StreamHandler(), # Outputs logs to stderr by default
# If you also want to log to a file, uncomment the following line:
# logging.FileHandler('my_app.log', mode='a', encoding='utf-8')
],
)
def kwargs_to_cli_args(**kwargs) -> List[str]:
"""
Converts keyword arguments to a CLI argument string.
Boolean kwargs are added as flags if True, and omitted if False.
"""
cli_args = []
for key, value in kwargs.items():
if isinstance(value, bool):
if value:
cli_args.append(f"--{key}")
else:
if value is not None and str(value) != "":
cli_args.append(f"--{key}={value}")
return cli_args
def read_file_lines(fi_path: str):
with open(fi_path, "r") as fp:
lines = fp.readlines()
mol = "".join(lines)
return mol
def run_cli_command(
protein_path: str,
ligand: str,
other_args_dict: dict,
*args,
work_dir=None,
):
if work_dir is None:
work_dir = os.environ.get(
"DiffDockPocketDir", os.path.join(os.environ["HOME"], "DiffDock-Pocket")
)
assert len(args) == len(ARG_ORDER), f'Expected {len(ARG_ORDER)} arguments, got {len(args)}'
all_arg_dict = other_args_dict
all_arg_dict["protein_path"] = protein_path
all_arg_dict["ligand"] = ligand
for arg_name, arg_val in zip(ARG_ORDER, args):
all_arg_dict[arg_name] = arg_val
command = [
"python3",
"inference.py"]
command += kwargs_to_cli_args(**all_arg_dict)
with tempfile.TemporaryDirectory() as temp_dir:
temp_dir_path = temp_dir
command.append(f"--out_dir={temp_dir_path}")
# Convert command list to string for printing
command_str = " ".join(command)
logging.info(f"Executing command: {command_str}")
# Running the command
try:
skip_running = False
if not skip_running:
result = subprocess.run(
command,
cwd=work_dir,
check=False,
text=True,
capture_output=True,
env=os.environ,
)
logging.debug(f"Command output:\n{result.stdout}")
if result.stderr:
# Skip progress bar lines
stderr_lines = result.stderr.split("\n")
stderr_lines = filter(lambda x: "%|" not in x, stderr_lines)
stderr_text = "\n".join(stderr_lines)
logging.error(f"Command error:\n{stderr_text}")
except subprocess.CalledProcessError as e:
logging.error(f"An error occurred while executing the command: {e}")
# If there's a file for viewing, load it and view it.
sub_dirs = [os.path.join(temp_dir_path, x) for x in os.listdir(temp_dir_path)]
sub_dirs = list(filter(lambda x: os.path.isdir(x), sub_dirs))
pdb_path = pdb_text = sdf_path = sdf_text = None
if len(sub_dirs) == 1:
sub_dir = sub_dirs[0]
pdb_path = os.path.join(sub_dir, "rank1_reverseprocess_protein.pdb")
sdf_path = os.path.join(sub_dir, "rank1.sdf")
if skip_running:
# Test/debugging only
example_dir = os.path.join(os.environ["HOME"], "Projects", "DiffDock-Pocket", "example_data", "example_outputs")
pdb_path = os.path.join(example_dir, "rank1_reverseprocess_protein.pdb")
sdf_path = os.path.join(example_dir, "rank1.sdf")
logging.debug(f"PDB path: {pdb_path}")
logging.debug(f"SDF path: {sdf_path}")
if pdb_path and os.path.exists(pdb_path):
pdb_text = read_file_lines(pdb_path)
if sdf_path and os.path.exists(sdf_path):
sdf_text = read_file_lines(sdf_path)
# Zip the output directory
# Generate a unique filename using a timestamp and a UUID
timestamp = datetime.datetime.now().strftime("%Y%m%d_%H%M%S")
uuid_tag = str(uuid.uuid4())[0:8]
unique_filename = f"diffdock_pocket_output_{timestamp}_{uuid_tag}"
zip_base_name = os.path.join("tmp", unique_filename)
logging.debug(f"About to zip directory '{temp_dir}' to {unique_filename}")
full_zip_path = shutil.make_archive(zip_base_name, "zip", temp_dir)
logging.debug(f"Directory '{temp_dir}' zipped to {unique_filename}'")
return full_zip_path, pdb_text, sdf_text
def main_test():
# Testing code
set_env_variables()
configure_logging()
work_dir = os.path.abspath("../DiffDock-Pocket")
os.environ["DiffDockPocketDir"] = work_dir
protein_path = os.path.join(work_dir, "example_data", "3dpf_protein.pdb")
ligand = os.path.join(work_dir, "example_data", "3dpf_ligand.sdf")
other_arg_file = os.path.join(work_dir, "example_data", "example_args.yml")
run_cli_command(
protein_path,
ligand,
samples_per_complex=1,
keep_local_structures=True,
save_visualisation=True,
other_arg_file=other_arg_file
)
if __name__ == "__main__":
main_test()
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