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import os
import json
import gradio as gr
from PIL import Image
from uuid import uuid4
from typing import List
from collections import defaultdict
from datetime import datetime, timedelta
from modules import call_queue, shared, script_callbacks, scripts, ui_components
from modules.shared import list_checkpoint_tiles, refresh_checkpoints
from modules.cmd_args import parser
from modules.ui import create_refresh_button
from modules.ui_common import save_files
from modules.sd_models import model_path
from modules.generation_parameters_copypaste import (
registered_param_bindings,
register_paste_params_button,
connect_paste_params_buttons,
parse_generation_parameters,
ParamBinding,
)
from agent_scheduler.task_runner import TaskRunner, get_instance
from agent_scheduler.helpers import log, compare_components_with_ids, get_components_by_ids, is_macos
from agent_scheduler.db import init as init_db, task_manager, TaskStatus
from agent_scheduler.api import regsiter_apis
is_sdnext = parser.description == "SD.Next"
ToolButton = gr.Button if is_sdnext else ui_components.ToolButton
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"
completion_action_choices = ["Do nothing", "Shut down", "Restart", "Sleep", "Hibernate", "Stop webui"]
task_filter_choices = ["All", "Bookmarked", "Done", "Failed", "Interrupted"]
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"})
task_history_retenion_map = {
"1 day": 1,
"3 days": 3,
"7 days": 7,
"14 days": 14,
"30 days": 30,
"90 days": 90,
"Keep forever": 0,
}
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"
generate_box = "txt2img_generate_box" if self.is_txt2img else "img2img_generate_box"
actions_column_id = "txt2img_actions_column" if self.is_txt2img else "img2img_actions_column"
neg_id = "txt2img_neg_prompt" if self.is_txt2img else "img2img_neg_prompt"
toprow_id = "txt2img_toprow" if self.is_txt2img else "img2img_toprow"
def add_enqueue_row(elem_id):
parent = component.parent
while parent is not None:
if parent.elem_id == elem_id:
self.add_enqueue_button()
component.parent.children.pop()
parent.add(self.enqueue_row)
break
parent = parent.parent
if component.elem_id == generate_id:
self.generate_button = component
if getattr(shared.opts, "compact_prompt_box", False):
add_enqueue_row(generate_box)
else:
if getattr(shared.opts, "queue_button_placement", placement_under_generate) == placement_under_generate:
add_enqueue_row(actions_column_id)
elif component.elem_id == neg_id:
if not getattr(shared.opts, "compact_prompt_box", False):
if getattr(shared.opts, "queue_button_placement", placement_under_generate) == placement_between_prompt_and_generate:
add_enqueue_row(toprow_id)
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: str = args[0]
task_id = args[1]
args = args[1:]
task_name = None
if task_id == queue_with_every_checkpoints:
task_id = str(uuid4())
checkpoint = list_checkpoint_tiles()
else:
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]
elif checkpoint.endswith(" checkpoints)"):
checkpoint_dir = " ".join(checkpoint.split(" ")[0:-2])
checkpoint = list(filter(lambda c: c.startswith(checkpoint_dir), list_checkpoint_tiles()))
else:
checkpoint = [checkpoint]
for i, c in enumerate(checkpoint):
t_id = task_id if i == 0 else f"{task_id}.{i}"
task_runner.register_ui_task(
t_id,
self.is_img2img,
*args,
checkpoint=c,
task_name=task_name,
request=request,
)
task_runner.execute_pending_tasks_threading()
return f
def get_checkpoint_choices():
checkpoints: List[str] = list_checkpoint_tiles()
checkpoint_dirs = defaultdict(lambda: 0)
for checkpoint in checkpoints:
checkpoint_dir = os.path.dirname(checkpoint)
while checkpoint_dir != "" and checkpoint_dir != "/":
checkpoint_dirs[checkpoint_dir] += 1
checkpoint_dir = os.path.dirname(checkpoint_dir)
choices = checkpoints
choices.extend([f"{d} ({checkpoint_dirs[d]} checkpoints)" for d in checkpoint_dirs.keys()])
choices = sorted(choices)
choices.insert(0, checkpoint_runtime)
choices.insert(0, checkpoint_current)
return choices
def create_send_to_buttons():
return {
"txt2img": ToolButton(
"➠ text" if is_sdnext else "📝",
elem_id="agent_scheduler_send_to_txt2img",
tooltip="Send generation parameters to txt2img tab.",
),
"img2img": ToolButton(
"➠ image" if is_sdnext else "🖼️",
elem_id="agent_scheduler_send_to_img2img",
tooltip="Send image and generation parameters to img2img tab.",
),
"inpaint": ToolButton(
"➠ inpaint" if is_sdnext else "🎨️",
elem_id="agent_scheduler_send_to_inpaint",
tooltip="Send image and generation parameters to img2img inpaint tab.",
),
"extras": ToolButton(
"➠ process" if is_sdnext else "📐",
elem_id="agent_scheduler_send_to_extras",
tooltip="Send image and generation parameters to extras tab.",
),
}
def infotexts_to_geninfo(infotexts: List[str]):
all_promts = []
all_seeds = []
geninfo = {"infotexts": infotexts, "all_prompts": all_promts, "all_seeds": all_seeds, "index_of_first_image": 0}
for infotext in infotexts:
# Dynamic prompt breaks layout of infotext
if "Template: " in infotext:
lines = infotext.split("\n")
lines = [l for l in lines if not (l.startswith("Template: ") or l.startswith("Negative Template: "))]
infotext = "\n".join(lines)
params = parse_generation_parameters(infotext)
if "prompt" not in geninfo:
geninfo["prompt"] = params.get("Prompt", "")
geninfo["negative_prompt"] = params.get("Negative prompt", "")
geninfo["seed"] = params.get("Seed", "-1")
geninfo["sampler_name"] = params.get("Sampler", "")
geninfo["cfg_scale"] = params.get("CFG scale", "")
geninfo["steps"] = params.get("Steps", "0")
geninfo["width"] = params.get("Size-1", "512")
geninfo["height"] = params.get("Size-2", "512")
all_promts.append(params.get("Prompt", ""))
all_seeds.append(params.get("Seed", "-1"))
return geninfo
def get_task_results(task_id: str, image_idx: int = None):
task = task_manager.get_task(task_id)
galerry = None
geninfo = None
infotext = None
if task is None:
pass
elif task.status != TaskStatus.DONE:
infotext = f"Status: {task.status}"
if task.status == TaskStatus.FAILED and task.result:
infotext += f"\nError: {task.result}"
elif task.status == TaskStatus.DONE:
try:
result: dict = json.loads(task.result)
images = result.get("images", [])
geninfo = result.get("geninfo", None)
if isinstance(geninfo, dict):
infotexts = geninfo.get("infotexts", [])
else:
infotexts = result.get("infotexts", [])
geninfo = infotexts_to_geninfo(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 idx < len(infotexts):
infotext = infotexts[idx]
except Exception as e:
log.error(f"[AgentScheduler] Failed to load task result")
log.error(e)
infotext = f"Failed to load task result: {str(e)}"
res = (
gr.Textbox.update(infotext, visible=infotext is not None),
gr.Row.update(visible=galerry is not None),
)
if image_idx is None:
geninfo = json.dumps(geninfo) if geninfo else None
res += (
galerry,
gr.Textbox.update(geninfo),
gr.File.update(None, visible=False),
gr.HTML.update(None),
)
return res
def remove_old_tasks():
# delete task that are too old
retention_days = 30
if (
getattr(shared.opts, "queue_history_retention_days", None)
and shared.opts.queue_history_retention_days in task_history_retenion_map
):
retention_days = task_history_retenion_map[shared.opts.queue_history_retention_days]
if retention_days > 0:
deleted_rows = task_manager.delete_tasks(before=datetime.now() - timedelta(days=retention_days))
if deleted_rows > 0:
log.debug(f"[AgentScheduler] Deleted {deleted_rows} tasks older than {retention_days} days")
def on_ui_tab(**_kwargs):
grid_page_size = getattr(shared.opts, "queue_grid_page_size", 0)
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",
)
gr.Button(
"Export",
elem_id="agent_scheduler_action_export",
variant="secondary",
)
gr.Button(
"Import",
elem_id="agent_scheduler_action_import",
variant="secondary",
)
gr.HTML(f'<input type="file" id="agent_scheduler_import_file" style="display: none" accept="application/json" />')
with gr.Row(elem_classes=["agent_scheduler_filter_container", "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(
f'<div id="agent_scheduler_pending_tasks_grid" class="ag-theme-gradio" data-page-size="{grid_page_size}"></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(
"Requeue Failed",
elem_id="agent_scheduler_action_requeue",
variant="primary",
)
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=["agent_scheduler_filter_container", "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(
f'<div id="agent_scheduler_history_tasks_grid" class="ag-theme-gradio" data-page-size="{grid_page_size}"></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",
)
with gr.Row(
elem_id="agent_scheduler_history_result_actions",
visible=False,
) as result_actions:
if is_sdnext:
with gr.Group():
save = ToolButton(
"💾",
elem_id="agent_scheduler_save",
tooltip=f"Save the image to a dedicated directory ({shared.opts.outdir_save}).",
)
save_zip = None
else:
save = ToolButton(
"💾",
elem_id="agent_scheduler_save",
tooltip=f"Save the image to a dedicated directory ({shared.opts.outdir_save}).",
)
save_zip = ToolButton(
"🗃️",
elem_id="agent_scheduler_save_zip",
tooltip=f"Save zip archive with images to a dedicated directory ({shared.opts.outdir_save})",
)
send_to_buttons = create_send_to_buttons()
with gr.Group():
generation_info = gr.Textbox(visible=False, elem_id=f"agent_scheduler_generation_info")
infotext = gr.TextArea(
label="Generation Info",
elem_id=f"agent_scheduler_history_infotext",
interactive=False,
visible=True,
lines=3,
)
download_files = gr.File(
None,
file_count="multiple",
interactive=False,
show_label=False,
visible=False,
elem_id=f"agent_scheduler_download_files",
)
html_log = gr.HTML(elem_id=f"agent_scheduler_html_log", elem_classes="html-log")
selected_task = gr.Textbox(
elem_id="agent_scheduler_history_selected_task",
visible=False,
show_label=False,
)
selected_image_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],
)
save.click(
fn=lambda x, y, z: call_queue.wrap_gradio_call(save_files)(x, y, False, int(z)),
_js="(x, y, z) => [x, y, selected_gallery_index()]",
inputs=[generation_info, galerry, infotext],
outputs=[download_files, html_log],
show_progress=False,
)
if save_zip:
save_zip.click(
fn=lambda x, y, z: call_queue.wrap_gradio_call(save_files)(x, y, True, int(z)),
_js="(x, y, z) => [x, y, selected_gallery_index()]",
inputs=[generation_info, galerry, infotext],
outputs=[download_files, html_log],
)
selected_task.change(
fn=lambda x: get_task_results(x, None),
inputs=[selected_task],
outputs=[infotext, result_actions, galerry, generation_info, download_files, html_log],
)
selected_image_id.change(
fn=lambda x, y: get_task_results(x, image_idx=int(y)),
inputs=[selected_task, selected_image_id],
outputs=[infotext, 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=infotext,
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_hide_checkpoint",
shared.OptionInfo(
True,
"Hide the custom checkpoint dropdown",
gr.Checkbox,
{},
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_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,
),
)
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,
),
)
shared.opts.add_option(
"queue_automatic_requeue_failed_task",
shared.OptionInfo(
False,
"Auto requeue failed tasks",
gr.Checkbox,
{},
section=section,
),
)
shared.opts.add_option(
"queue_grid_page_size",
shared.OptionInfo(
0,
"Task list page size (0 for auto)",
gr.Slider,
{"minimum": 0, "maximum": 200, "step": 1},
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_completion_action",
shared.OptionInfo(
"Do nothing",
"Action after queue completion",
gr.Radio,
lambda: {
"choices": completion_action_choices,
},
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)
task_runner.on_task_cleared(lambda: remove_old_tasks())
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)
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