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based on https://github.com/lllyasviel/stable-diffusion-webui-forge/blob/main/modules_forge/main_thread.py * classified * this way, gc.collect() will work as intended.
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# | ||
# based on forge's work from https://github.com/lllyasviel/stable-diffusion-webui-forge/blob/main/modules_forge/main_thread.py | ||
# | ||
# Original author comment: | ||
# This file is the main thread that handles all gradio calls for major t2i or i2i processing. | ||
# Other gradio calls (like those from extensions) are not influenced. | ||
# By using one single thread to process all major calls, model moving is significantly faster. | ||
# | ||
# 2024/09/28 classified, | ||
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import random | ||
import string | ||
import threading | ||
import time | ||
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from collections import OrderedDict | ||
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class Task: | ||
def __init__(self, **kwargs): | ||
self.__dict__.update(kwargs) | ||
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class TaskManager: | ||
last_exception = None | ||
pending_tasks = [] | ||
finished_tasks = OrderedDict() | ||
lock = None | ||
running = False | ||
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def __init__(self): | ||
self.lock = threading.Lock() | ||
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def work(self, task): | ||
try: | ||
task.result = task.func(*task.args, **task.kwargs) | ||
except Exception as e: | ||
task.exception = e | ||
self.last_exception = e | ||
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def stop(self): | ||
self.running = False | ||
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def main_loop(self): | ||
self.running = True | ||
while self.running: | ||
time.sleep(0.01) | ||
if len(self.pending_tasks) > 0: | ||
with self.lock: | ||
task = self.pending_tasks.pop(0) | ||
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self.work(task) | ||
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self.finished_tasks[task.task_id] = task | ||
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def push_task(self, func, *args, **kwargs): | ||
if args and type(args[0]) == str and args[0].startswith("task(") and args[0].endswith(")"): | ||
task_id = args[0] | ||
else: | ||
task_id = ''.join(random.choices(string.ascii_uppercase + string.digits, k=7)) | ||
task = Task(task_id=task_id, func=func, args=args, kwargs=kwargs, result=None, exception=None) | ||
self.pending_tasks.append(task) | ||
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return task.task_id | ||
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def run_and_wait_result(self, func, *args, **kwargs): | ||
current_id = self.push_task(func, *args, **kwargs) | ||
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while True: | ||
time.sleep(0.01) | ||
if current_id in self.finished_tasks: | ||
finished = self.finished_tasks.pop(current_id) | ||
if finished.exception is not None: | ||
raise finished.exception | ||
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return finished.result | ||
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task = TaskManager() |
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