595 lines
22 KiB
Python
595 lines
22 KiB
Python
import os
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import json
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import platform
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import gradio as gr
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from PIL import Image
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from uuid import uuid4
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from typing import List
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from collections import defaultdict
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from modules import call_queue, shared, script_callbacks, scripts
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from modules.shared import list_checkpoint_tiles, refresh_checkpoints
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from modules.ui import create_refresh_button
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from modules.ui_common import save_files
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from modules.generation_parameters_copypaste import (
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registered_param_bindings,
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create_buttons,
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register_paste_params_button,
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connect_paste_params_buttons,
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ParamBinding,
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)
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from agent_scheduler.task_runner import (
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TaskRunner,
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get_instance,
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task_history_retenion_map,
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)
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from agent_scheduler.helpers import (
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log,
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compare_components_with_ids,
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get_components_by_ids,
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)
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from agent_scheduler.db import init as init_db, task_manager, TaskStatus
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from agent_scheduler.api import regsiter_apis
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task_runner: TaskRunner = None
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checkpoint_current = "Current Checkpoint"
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checkpoint_runtime = "Runtime Checkpoint"
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queue_with_every_checkpoints = "$$_queue_with_all_checkpoints_$$"
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ui_placement_as_tab = "As a tab"
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ui_placement_append_to_main = "Append to main UI"
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placement_under_generate = "Under Generate button"
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placement_between_prompt_and_generate = "Between Prompt and Generate button"
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task_filter_choices = ["All", "Bookmarked", "Done", "Failed", "Interrupted"]
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is_macos = platform.system() == "Darwin"
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enqueue_key_modifiers = [
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"Command" if is_macos else "Ctrl",
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"Control" if is_macos else "Alt",
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"Shift",
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]
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enqueue_default_hotkey = enqueue_key_modifiers[0] + "+KeyE"
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enqueue_key_codes = {}
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enqueue_key_codes.update({chr(i): "Key" + chr(i) for i in range(ord("A"), ord("Z") + 1)})
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enqueue_key_codes.update({chr(i): "Digit" + chr(i) for i in range(ord("0"), ord("9") + 1)})
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enqueue_key_codes.update({"`": "Backquote", "Enter": "Enter"})
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init_db()
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class Script(scripts.Script):
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def __init__(self):
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super().__init__()
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script_callbacks.on_app_started(lambda block, _: self.on_app_started(block))
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self.checkpoint_override = checkpoint_current
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self.generate_button = None
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self.enqueue_row = None
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self.checkpoint_dropdown = None
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self.submit_button = None
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def title(self):
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return "Agent Scheduler"
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def show(self, is_img2img):
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return scripts.AlwaysVisible
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def on_checkpoint_changed(self, checkpoint):
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self.checkpoint_override = checkpoint
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def after_component(self, component, **_kwargs):
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generate_id = "txt2img_generate" if self.is_txt2img else "img2img_generate"
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neg_id = "txt2img_neg_prompt" if self.is_txt2img else "img2img_neg_prompt"
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if component.elem_id == generate_id:
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self.generate_button = component
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if getattr(shared.opts, "queue_button_placement", placement_under_generate) == placement_under_generate:
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self.add_enqueue_button()
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component.parent.children.pop()
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component.parent.parent.add(self.enqueue_row)
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return
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if (
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component.elem_id == neg_id
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and getattr(shared.opts, "queue_button_placement", placement_under_generate)
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== placement_between_prompt_and_generate
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):
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toprow = component.parent.parent.parent.parent.parent
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self.add_enqueue_button()
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component.parent.children.pop()
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toprow.add(self.enqueue_row)
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def on_app_started(self, block):
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if self.generate_button is not None:
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self.bind_enqueue_button(block)
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def add_enqueue_button(self):
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id_part = "img2img" if self.is_img2img else "txt2img"
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with gr.Row(elem_id=f"{id_part}_enqueue_wrapper") as row:
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self.enqueue_row = row
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hide_checkpoint = getattr(shared.opts, "queue_button_hide_checkpoint", True)
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self.checkpoint_dropdown = gr.Dropdown(
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choices=get_checkpoint_choices(),
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value=checkpoint_current,
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show_label=False,
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interactive=True,
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visible=not hide_checkpoint,
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)
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if not hide_checkpoint:
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create_refresh_button(
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self.checkpoint_dropdown,
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refresh_checkpoints,
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lambda: {"choices": get_checkpoint_choices()},
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f"refresh_{id_part}_checkpoint",
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)
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self.submit_button = gr.Button("Enqueue", elem_id=f"{id_part}_enqueue", variant="primary")
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def bind_enqueue_button(self, root: gr.Blocks):
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generate = self.generate_button
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is_img2img = self.is_img2img
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dependencies: List[dict] = []
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for x in root.dependencies:
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if isinstance(x["targets"][0], tuple):
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for target, trigger in x["targets"]:
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if trigger == "click" and generate._id == target:
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dependencies.append(x)
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elif x["trigger"] == "click" and generate._id in x["targets"]:
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dependencies.append(x)
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dependency: dict = None
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cnet_dependency: dict = None
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UiControlNetUnit = None
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for d in dependencies:
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if len(d["outputs"]) == 1:
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outputs = get_components_by_ids(root, d["outputs"])
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output = outputs[0]
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if isinstance(output, gr.State) and type(output.value).__name__ == "UiControlNetUnit":
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cnet_dependency = d
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UiControlNetUnit = type(output.value)
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elif len(d["outputs"]) == 4:
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dependency = d
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with root:
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if self.checkpoint_dropdown is not None:
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self.checkpoint_dropdown.change(fn=self.on_checkpoint_changed, inputs=[self.checkpoint_dropdown])
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fn_block = next(fn for fn in root.fns if compare_components_with_ids(fn.inputs, dependency["inputs"]))
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fn = self.wrap_register_ui_task()
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inputs = fn_block.inputs.copy()
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inputs.insert(0, self.checkpoint_dropdown)
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args = dict(
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fn=fn,
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_js="submit_enqueue_img2img" if is_img2img else "submit_enqueue",
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inputs=inputs,
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outputs=None,
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show_progress=False,
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)
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self.submit_button.click(**args)
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if cnet_dependency is not None:
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cnet_fn_block = next(
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fn for fn in root.fns if compare_components_with_ids(fn.inputs, cnet_dependency["inputs"])
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)
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self.submit_button.click(
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fn=UiControlNetUnit,
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inputs=cnet_fn_block.inputs,
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outputs=cnet_fn_block.outputs,
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queue=False,
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)
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def wrap_register_ui_task(self):
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def f(request: gr.Request, *args):
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if len(args) == 0:
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raise Exception("Invalid call")
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checkpoint: str = args[0]
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task_id = args[1]
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args = args[1:]
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task_name = None
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if task_id == queue_with_every_checkpoints:
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task_id = str(uuid4())
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checkpoint = list_checkpoint_tiles()
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else:
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if not task_id.startswith("task("):
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task_name = task_id
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task_id = str(uuid4())
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if checkpoint is None or checkpoint == "" or checkpoint == checkpoint_current:
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checkpoint = [shared.sd_model.sd_checkpoint_info.title]
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elif checkpoint == checkpoint_runtime:
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checkpoint = [None]
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elif checkpoint.endswith(" checkpoints)"):
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checkpoint_dir = " ".join(checkpoint.split(" ")[0:-2])
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checkpoint = list(filter(lambda c: c.startswith(checkpoint_dir), list_checkpoint_tiles()))
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else:
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checkpoint = [checkpoint]
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for i, c in enumerate(checkpoint):
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t_id = task_id if i == 0 else f"{task_id}.{i}"
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task_runner.register_ui_task(
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t_id,
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self.is_img2img,
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*args,
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checkpoint=c,
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task_name=task_name,
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request=request,
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)
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task_runner.execute_pending_tasks_threading()
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return f
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def get_checkpoint_choices():
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checkpoints = list_checkpoint_tiles()
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checkpoint_dirs = defaultdict(lambda: 0)
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for checkpoint in checkpoints:
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checkpoint_dir = os.path.dirname(checkpoint)
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while checkpoint_dir != "":
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checkpoint_dirs[checkpoint_dir] += 1
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checkpoint_dir = os.path.dirname(checkpoint_dir)
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choices = checkpoints
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choices.extend([f"{d} ({checkpoint_dirs[d]} checkpoints)" for d in checkpoint_dirs.keys()])
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choices = sorted(choices)
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choices.insert(0, checkpoint_runtime)
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choices.insert(0, checkpoint_current)
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return choices
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def get_task_results(task_id: str, image_idx: int = None):
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task = task_manager.get_task(task_id)
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galerry = None
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infotexts = None
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if task is None:
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pass
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elif task.status != TaskStatus.DONE:
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infotexts = f"Status: {task.status}"
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if task.status == TaskStatus.FAILED and task.result:
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infotexts += f"\nError: {task.result}"
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elif task.status == TaskStatus.DONE:
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try:
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result: dict = json.loads(task.result)
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images = result.get("images", [])
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infos = result.get("infotexts", [])
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galerry = [Image.open(i) for i in images if os.path.exists(i)] if image_idx is None else gr.update()
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idx = image_idx if image_idx is not None else 0
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if len(infos) == len(images):
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infotexts = infos[idx]
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else:
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infotexts = "\n".join(infos).split("Prompt: ")[1:][idx]
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except Exception as e:
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log.error(f"[AgentScheduler] Failed to load task result")
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log.error(e)
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infotexts = f"Failed to load task result: {str(e)}"
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res = (
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gr.Textbox.update(infotexts, visible=infotexts is not None),
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gr.Row.update(visible=galerry is not None),
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)
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return res if image_idx is not None else (galerry,) + res
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def on_ui_tab(**_kwargs):
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with gr.Blocks(analytics_enabled=False) as scheduler_tab:
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with gr.Tabs(elem_id="agent_scheduler_tabs"):
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with gr.Tab("Task Queue", id=0, elem_id="agent_scheduler_pending_tasks_tab"):
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with gr.Row(elem_id="agent_scheduler_pending_tasks_wrapper"):
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with gr.Column(scale=1):
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with gr.Row(elem_id="agent_scheduler_pending_tasks_actions", elem_classes="flex-row"):
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paused = getattr(shared.opts, "queue_paused", False)
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gr.Button(
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"Pause",
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elem_id="agent_scheduler_action_pause",
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variant="stop",
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visible=not paused,
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)
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gr.Button(
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"Resume",
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elem_id="agent_scheduler_action_resume",
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variant="primary",
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visible=paused,
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)
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gr.Button(
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"Refresh",
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elem_id="agent_scheduler_action_reload",
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variant="secondary",
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)
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gr.Button(
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"Clear",
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elem_id="agent_scheduler_action_clear_queue",
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variant="stop",
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)
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with gr.Row(elem_classes=["flex-row", "ml-auto"]):
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gr.Textbox(
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max_lines=1,
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placeholder="Search",
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label="Search",
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show_label=False,
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min_width=0,
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elem_id="agent_scheduler_action_search",
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)
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gr.HTML('<div id="agent_scheduler_pending_tasks_grid" class="ag-theme-gradio"></div>')
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with gr.Column(scale=1):
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gr.Gallery(
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elem_id="agent_scheduler_current_task_images",
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label="Output",
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show_label=False,
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columns=2,
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object_fit="contain",
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)
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with gr.Tab("Task History", id=1, elem_id="agent_scheduler_history_tab"):
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with gr.Row(elem_id="agent_scheduler_history_wrapper"):
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with gr.Column(scale=1):
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with gr.Row(elem_id="agent_scheduler_history_actions", elem_classes="flex-row"):
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gr.Button(
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"Refresh",
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elem_id="agent_scheduler_action_refresh_history",
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elem_classes="agent_scheduler_action_refresh",
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variant="secondary",
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)
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gr.Button(
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"Clear",
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elem_id="agent_scheduler_action_clear_history",
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variant="stop",
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)
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with gr.Row(elem_classes=["flex-row", "ml-auto"]):
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status = gr.Dropdown(
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elem_id="agent_scheduler_status_filter",
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choices=task_filter_choices,
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value="All",
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show_label=False,
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min_width=0,
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)
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gr.Textbox(
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max_lines=1,
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placeholder="Search",
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label="Search",
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show_label=False,
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min_width=0,
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elem_id="agent_scheduler_action_search_history",
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)
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gr.HTML('<div id="agent_scheduler_history_tasks_grid" class="ag-theme-gradio"></div>')
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with gr.Column(scale=1, elem_id="agent_scheduler_history_results"):
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galerry = gr.Gallery(
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elem_id="agent_scheduler_history_gallery",
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label="Output",
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show_label=False,
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columns=2,
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preview=True,
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object_fit="contain",
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)
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gen_info = gr.TextArea(
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label="Generation Info",
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elem_id=f"agent_scheduler_history_gen_info",
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interactive=False,
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visible=True,
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lines=3,
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)
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with gr.Row(
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elem_id="agent_scheduler_history_result_actions",
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visible=False,
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) as result_actions:
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try:
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send_to_buttons = create_buttons(["txt2img", "img2img", "inpaint", "extras"])
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except:
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pass
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selected_task = gr.Textbox(
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elem_id="agent_scheduler_history_selected_task",
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visible=False,
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show_label=False,
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)
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selected_task_id = gr.Textbox(
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elem_id="agent_scheduler_history_selected_image",
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visible=False,
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show_label=False,
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)
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# register event handlers
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status.change(
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fn=lambda x: None,
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_js="agent_scheduler_status_filter_changed",
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inputs=[status],
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)
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selected_task.change(
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fn=lambda x: get_task_results(x, None),
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inputs=[selected_task],
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outputs=[galerry, gen_info, result_actions],
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)
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selected_task_id.change(
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fn=lambda x, y: get_task_results(x, image_idx=int(y)),
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inputs=[selected_task, selected_task_id],
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outputs=[gen_info, result_actions],
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)
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try:
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for paste_tabname, paste_button in send_to_buttons.items():
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register_paste_params_button(
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ParamBinding(
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paste_button=paste_button,
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tabname=paste_tabname,
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source_text_component=gen_info,
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source_image_component=galerry,
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)
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)
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except:
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pass
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return [(scheduler_tab, "Agent Scheduler", "agent_scheduler")]
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def on_ui_settings():
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section = ("agent_scheduler", "Agent Scheduler")
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shared.opts.add_option(
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"queue_paused",
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shared.OptionInfo(
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False,
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"Disable queue auto-processing",
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gr.Checkbox,
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{"interactive": True},
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section=section,
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),
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)
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shared.opts.add_option(
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"queue_button_placement",
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shared.OptionInfo(
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placement_under_generate,
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"Queue button placement",
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gr.Radio,
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lambda: {
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"choices": [
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placement_under_generate,
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placement_between_prompt_and_generate,
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]
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},
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section=section,
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),
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)
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shared.opts.add_option(
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"queue_button_hide_checkpoint",
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shared.OptionInfo(
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True,
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"Hide the checkpoint dropdown",
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gr.Checkbox,
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{},
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section=section,
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),
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)
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shared.opts.add_option(
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"queue_history_retention_days",
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shared.OptionInfo(
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"30 days",
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"Auto delete queue history (bookmarked tasks excluded)",
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gr.Radio,
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lambda: {
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"choices": list(task_history_retenion_map.keys()),
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},
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section=section,
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),
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)
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def enqueue_keyboard_shortcut(disabled: bool, modifiers, key_code: str):
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if disabled:
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modifiers.insert(0, "Disabled")
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shortcut = "+".join(sorted(modifiers) + [enqueue_key_codes[key_code]])
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return (
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shortcut,
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gr.CheckboxGroup.update(interactive=not disabled),
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gr.Dropdown.update(interactive=not disabled),
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)
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def enqueue_keyboard_shortcut_ui(**_kwargs):
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value = _kwargs.get("value", enqueue_default_hotkey)
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parts = value.split("+")
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key = parts.pop()
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key_code_value = [k for k, v in enqueue_key_codes.items() if v == key]
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modifiers = [m for m in parts if m in enqueue_key_modifiers]
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disabled = "Disabled" in value
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with gr.Group(elem_id="enqueue_keyboard_shortcut_wrapper"):
|
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modifiers = gr.CheckboxGroup(
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enqueue_key_modifiers,
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value=modifiers,
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label="Enqueue keyboard shortcut",
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elem_id="enqueue_keyboard_shortcut_modifiers",
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interactive=not disabled,
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)
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key_code = gr.Dropdown(
|
|
choices=list(enqueue_key_codes.keys()),
|
|
value="E" if len(key_code_value) == 0 else key_code_value[0],
|
|
elem_id="enqueue_keyboard_shortcut_key",
|
|
label="Key",
|
|
interactive=not disabled,
|
|
)
|
|
shortcut = gr.Textbox(**_kwargs)
|
|
disable = gr.Checkbox(
|
|
value=disabled,
|
|
elem_id="enqueue_keyboard_shortcut_disable",
|
|
label="Disable keyboard shortcut",
|
|
)
|
|
|
|
modifiers.change(
|
|
fn=enqueue_keyboard_shortcut,
|
|
inputs=[disable, modifiers, key_code],
|
|
outputs=[shortcut, modifiers, key_code],
|
|
)
|
|
key_code.change(
|
|
fn=enqueue_keyboard_shortcut,
|
|
inputs=[disable, modifiers, key_code],
|
|
outputs=[shortcut, modifiers, key_code],
|
|
)
|
|
disable.change(
|
|
fn=enqueue_keyboard_shortcut,
|
|
inputs=[disable, modifiers, key_code],
|
|
outputs=[shortcut, modifiers, key_code],
|
|
)
|
|
|
|
return shortcut
|
|
|
|
shared.opts.add_option(
|
|
"queue_keyboard_shortcut",
|
|
shared.OptionInfo(
|
|
enqueue_default_hotkey,
|
|
"Enqueue keyboard shortcut",
|
|
enqueue_keyboard_shortcut_ui,
|
|
{
|
|
"interactive": False,
|
|
},
|
|
section=section,
|
|
),
|
|
)
|
|
|
|
shared.opts.add_option(
|
|
"queue_ui_placement",
|
|
shared.OptionInfo(
|
|
ui_placement_as_tab,
|
|
"Task queue UI placement",
|
|
gr.Radio,
|
|
lambda: {
|
|
"choices": [
|
|
ui_placement_as_tab,
|
|
ui_placement_append_to_main,
|
|
]
|
|
},
|
|
section=section,
|
|
),
|
|
)
|
|
|
|
|
|
def on_app_started(block: gr.Blocks, app):
|
|
global task_runner
|
|
task_runner = get_instance(block)
|
|
task_runner.execute_pending_tasks_threading()
|
|
regsiter_apis(app, task_runner)
|
|
|
|
if getattr(shared.opts, "queue_ui_placement", "") == ui_placement_append_to_main and block:
|
|
with block:
|
|
with block.children[1]:
|
|
bindings = registered_param_bindings.copy()
|
|
registered_param_bindings.clear()
|
|
on_ui_tab()
|
|
connect_paste_params_buttons()
|
|
registered_param_bindings.extend(bindings)
|
|
|
|
|
|
if getattr(shared.opts, "queue_ui_placement", "") != ui_placement_append_to_main:
|
|
script_callbacks.on_ui_tabs(on_ui_tab)
|
|
|
|
script_callbacks.on_ui_settings(on_ui_settings)
|
|
script_callbacks.on_app_started(on_app_started)
|