sd-webui-agent-scheduler/scripts/task_scheduler.py

616 lines
22 KiB
Python

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