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import json
import pathlib
import time
from typing import cast
import click
import filetype
from tqdm import tqdm
from watchdog.events import FileSystemEvent, FileSystemEventHandler
from watchdog.observers import Observer
from ..bg import remove
from ..session_factory import new_session
from ..sessions import sessions_names
@click.command( # type: ignore
name="p",
help="for a folder as input",
)
@click.option(
"-m",
"--model",
default="u2net",
type=click.Choice(sessions_names),
show_default=True,
show_choices=True,
help="model name",
)
@click.option(
"-a",
"--alpha-matting",
is_flag=True,
show_default=True,
help="use alpha matting",
)
@click.option(
"-af",
"--alpha-matting-foreground-threshold",
default=240,
type=int,
show_default=True,
help="trimap fg threshold",
)
@click.option(
"-ab",
"--alpha-matting-background-threshold",
default=10,
type=int,
show_default=True,
help="trimap bg threshold",
)
@click.option(
"-ae",
"--alpha-matting-erode-size",
default=10,
type=int,
show_default=True,
help="erode size",
)
@click.option(
"-om",
"--only-mask",
is_flag=True,
show_default=True,
help="output only the mask",
)
@click.option(
"-ppm",
"--post-process-mask",
is_flag=True,
show_default=True,
help="post process the mask",
)
@click.option(
"-w",
"--watch",
default=False,
is_flag=True,
show_default=True,
help="watches a folder for changes",
)
@click.option(
"-d",
"--delete_input",
default=False,
is_flag=True,
show_default=True,
help="delete input file after processing",
)
@click.option(
"-bgc",
"--bgcolor",
default=(0, 0, 0, 0),
type=(int, int, int, int),
nargs=4,
help="Background color (R G B A) to replace the removed background with",
)
@click.option("-x", "--extras", type=str)
@click.argument(
"input",
type=click.Path(
exists=True,
path_type=pathlib.Path,
file_okay=False,
dir_okay=True,
readable=True,
),
)
@click.argument(
"output",
type=click.Path(
exists=False,
path_type=pathlib.Path,
file_okay=False,
dir_okay=True,
writable=True,
),
)
def p_command(
model: str,
extras: str,
input: pathlib.Path,
output: pathlib.Path,
watch: bool,
delete_input: bool,
**kwargs,
) -> None:
"""
Command-line interface (CLI) program for performing background removal on images in a folder.
This program takes a folder as input and uses a specified model to remove the background from the images in the folder.
It provides various options for configuration, such as choosing the model, enabling alpha matting, setting trimap thresholds, erode size, etc.
Additional options include outputting only the mask and post-processing the mask.
The program can also watch the input folder for changes and automatically process new images.
The resulting images with the background removed are saved in the specified output folder.
Parameters:
model (str): The name of the model to use for background removal.
extras (str): Additional options in JSON format.
input (pathlib.Path): The path to the input folder.
output (pathlib.Path): The path to the output folder.
watch (bool): Whether to watch the input folder for changes.
delete_input (bool): Whether to delete the input file after processing.
**kwargs: Additional keyword arguments.
Returns:
None
"""
try:
kwargs.update(json.loads(extras))
except Exception:
pass
session = new_session(model, **kwargs)
def process(each_input: pathlib.Path) -> None:
try:
mimetype = filetype.guess(each_input)
if mimetype is None:
return
if mimetype.mime.find("image") < 0:
return
each_output = (output / each_input.name).with_suffix(".png")
each_output.parents[0].mkdir(parents=True, exist_ok=True)
if not each_output.exists():
each_output.write_bytes(
cast(
bytes,
remove(each_input.read_bytes(), session=session, **kwargs),
)
)
if watch:
print(
f"processed: {each_input.absolute()} -> {each_output.absolute()}"
)
if delete_input:
each_input.unlink()
except Exception as e:
print(e)
inputs = list(input.glob("**/*"))
if not watch:
inputs_tqdm = tqdm(inputs)
for each_input in inputs_tqdm:
if not each_input.is_dir():
process(each_input)
if watch:
should_watch = True
observer = Observer()
class EventHandler(FileSystemEventHandler):
def on_any_event(self, event: FileSystemEvent) -> None:
src_path = cast(str, event.src_path)
if (
not (
event.is_directory or event.event_type in ["deleted", "closed"]
)
and pathlib.Path(src_path).exists()
):
if src_path.endswith("stop.txt"):
nonlocal should_watch
should_watch = False
pathlib.Path(src_path).unlink()
return
process(pathlib.Path(src_path))
event_handler = EventHandler()
observer.schedule(event_handler, str(input), recursive=False)
observer.start()
try:
while should_watch:
time.sleep(1)
finally:
observer.stop()
observer.join()
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