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Re-merge #611 - View/Cancel in-progress diffusions #796

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203 changes: 159 additions & 44 deletions frontend/job_manager.py
Original file line number Diff line number Diff line change
@@ -1,14 +1,15 @@
''' Provides simple job management for gradio, allowing viewing and stopping in-progress multi-batch generations '''
from __future__ import annotations
import gradio as gr
from gradio.components import Component, Gallery
from gradio.components import Component, Gallery, Slider
from threading import Event, Timer
from typing import Callable, List, Dict, Tuple, Optional, Any
from dataclasses import dataclass, field
from functools import partial
from PIL.Image import Image
import uuid
import traceback
import time


@dataclass(eq=True, frozen=True)
Expand All @@ -30,9 +31,21 @@ class JobInfo:
session_key: str
job_token: Optional[int] = None
images: List[Image] = field(default_factory=list)
active_image: Image = None
rec_steps_enabled: bool = False
rec_steps_imgs: List[Image] = field(default_factory=list)
rec_steps_intrvl: int = None
rec_steps_to_gallery: bool = False
rec_steps_to_file: bool = False
should_stop: Event = field(default_factory=Event)
refresh_active_image_requested: Event = field(default_factory=Event)
refresh_active_image_done: Event = field(default_factory=Event)
stop_cur_iter: Event = field(default_factory=Event)
active_iteration_cnt: int = field(default_factory=int)
job_status: str = field(default_factory=str)
finished: bool = False
started: bool = False
timestamp: float = None
removed_output_idxs: List[int] = field(default_factory=list)


Expand Down Expand Up @@ -76,18 +89,27 @@ def wrap_func(
'''
return self._job_manager._wrap_func(
func=func, inputs=inputs, outputs=outputs,
refresh_btn=self._refresh_btn, stop_btn=self._stop_btn, status_text=self._status_text
job_ui=self
)

_refresh_btn: gr.Button
_stop_btn: gr.Button
_status_text: gr.Textbox
_stop_all_session_btn: gr.Button
_free_done_sessions_btn: gr.Button
_active_image: gr.Image
_active_image_stop_btn: gr.Button
_active_image_refresh_btn: gr.Button
_rec_steps_intrvl_sldr: gr.Slider
_rec_steps_checkbox: gr.Checkbox
_save_rec_steps_to_gallery_chkbx: gr.Checkbox
_save_rec_steps_to_file_chkbx: gr.Checkbox
_job_manager: JobManager


class JobManager:
JOB_MAX_START_TIME = 5.0 # How long can a job be stuck 'starting' before assuming it isn't running

def __init__(self, max_jobs: int):
self._max_jobs: int = max_jobs
self._avail_job_tokens: List[Any] = list(range(max_jobs))
Expand All @@ -102,11 +124,23 @@ def draw_gradio_ui(self) -> JobManagerUi:
'''
assert gr.context.Context.block is not None, "draw_gradio_ui must be called within a 'gr.Blocks' 'with' context"
with gr.Tabs():
with gr.TabItem("Current Session"):
with gr.TabItem("Job Controls"):
with gr.Row():
stop_btn = gr.Button("Stop", elem_id="stop", variant="secondary")
refresh_btn = gr.Button("Refresh", elem_id="refresh", variant="secondary")
stop_btn = gr.Button("Stop All Batches", elem_id="stop", variant="secondary")
refresh_btn = gr.Button("Refresh Finished Batches", elem_id="refresh", variant="secondary")
status_text = gr.Textbox(placeholder="Job Status", interactive=False, show_label=False)
with gr.Row():
active_image_stop_btn = gr.Button("Skip Active Batch", variant="secondary")
active_image_refresh_btn = gr.Button("View Batch Progress", variant="secondary")
active_image = gr.Image(type="pil", interactive=False, visible=False, elem_id="active_iteration_image")
with gr.TabItem("Batch Progress Settings"):
with gr.Row():
record_steps_checkbox = gr.Checkbox(value=False, label="Enable Batch Progress Grid")
record_steps_interval_slider = gr.Slider(
value=3, label="Record Interval (steps)", minimum=1, maximum=25, step=1)
with gr.Row() as record_steps_box:
steps_to_gallery_checkbox = gr.Checkbox(value=False, label="Save Progress Grid to Gallery")
steps_to_file_checkbox = gr.Checkbox(value=False, label="Save Progress Grid to File")
with gr.TabItem("Maintenance"):
with gr.Row():
gr.Markdown(
Expand All @@ -118,9 +152,15 @@ def draw_gradio_ui(self) -> JobManagerUi:
free_done_sessions_btn = gr.Button(
"Clear Finished Jobs", elem_id="clear_finished", variant="secondary"
)

return JobManagerUi(_refresh_btn=refresh_btn, _stop_btn=stop_btn, _status_text=status_text,
_stop_all_session_btn=stop_all_sessions_btn, _free_done_sessions_btn=free_done_sessions_btn,
_job_manager=self)
_active_image=active_image, _active_image_stop_btn=active_image_stop_btn,
_active_image_refresh_btn=active_image_refresh_btn,
_rec_steps_checkbox=record_steps_checkbox,
_save_rec_steps_to_gallery_chkbx=steps_to_gallery_checkbox,
_save_rec_steps_to_file_chkbx=steps_to_file_checkbox,
_rec_steps_intrvl_sldr=record_steps_interval_slider, _job_manager=self)

def clear_all_finished_jobs(self):
''' Removes all currently finished jobs, across all sessions.
Expand All @@ -134,6 +174,7 @@ def stop_all_jobs(self):
for session in self._sessions.values():
for job in session.jobs.values():
job.should_stop.set()
job.stop_cur_iter.set()

def _get_job_token(self, block: bool = False) -> Optional[int]:
''' Attempts to acquire a job token, optionally blocking until available '''
Expand Down Expand Up @@ -175,6 +216,26 @@ def _stop_wrapped_func(self, func_key: FuncKey, session_key: str) -> List[Compon
job_info.should_stop.set()
return "Stopping after current batch finishes"

def _refresh_cur_iter_func(self, func_key: FuncKey, session_key: str) -> List[Component]:
''' Updates information from the active iteration '''
session_info, job_info = self._get_call_info(func_key, session_key)
if job_info is None:
return [None, f"Session {session_key} was not running function {func_key}"]

job_info.refresh_active_image_requested.set()
if job_info.refresh_active_image_done.wait(timeout=20.0):
job_info.refresh_active_image_done.clear()
return [gr.Image.update(value=job_info.active_image, visible=True), f"Sample iteration {job_info.active_iteration_cnt}"]
return [gr.Image.update(visible=False), "Timed out getting image"]

def _stop_cur_iter_func(self, func_key: FuncKey, session_key: str) -> List[Component]:
''' Marks that the active iteration should be stopped'''
session_info, job_info = self._get_call_info(func_key, session_key)
if job_info is None:
return [None, f"Session {session_key} was not running function {func_key}"]
job_info.stop_cur_iter.set()
return [gr.Image.update(visible=False), "Stopping current iteration"]

def _get_call_info(self, func_key: FuncKey, session_key: str) -> Tuple[SessionInfo, JobInfo]:
''' Helper to get the SessionInfo and JobInfo. '''
session_info = self._sessions.get(session_key, None)
Expand Down Expand Up @@ -207,7 +268,8 @@ def _run_queued_jobs(self) -> None:

def _pre_call_func(
self, func_key: FuncKey, output_dummy_obj: Component, refresh_btn: gr.Button, stop_btn: gr.Button,
status_text: gr.Textbox, session_key: str) -> List[Component]:
status_text: gr.Textbox, active_image: gr.Image, active_refresh_btn: gr.Button, active_stop_btn: gr.Button,
session_key: str) -> List[Component]:
''' Called when a job is about to start '''
session_info, job_info = self._get_call_info(func_key, session_key)

Expand All @@ -219,7 +281,9 @@ def _pre_call_func(
return {output_dummy_obj: triggerChangeEvent(),
refresh_btn: gr.Button.update(variant="primary", value=refresh_btn.value),
stop_btn: gr.Button.update(variant="primary", value=stop_btn.value),
status_text: gr.Textbox.update(value="Generation has started. Click 'Refresh' for updates")
status_text: gr.Textbox.update(value="Generation has started. Click 'Refresh' to see finished images, 'View Batch Progress' for active images"),
active_refresh_btn: gr.Button.update(variant="primary", value=active_refresh_btn.value),
active_stop_btn: gr.Button.update(variant="primary", value=active_stop_btn.value),
}

def _call_func(self, func_key: FuncKey, session_key: str) -> List[Component]:
Expand All @@ -228,24 +292,26 @@ def _call_func(self, func_key: FuncKey, session_key: str) -> List[Component]:
if session_info is None or job_info is None:
return []

job_info.started = True
try:
if job_info.should_stop.is_set():
raise Exception(f"Job {job_info} requested a stop before execution began")
outputs = job_info.func(*job_info.inputs, job_info=job_info)
except Exception as e:
job_info.job_status = f"Error: {e}"
print(f"Exception processing job {job_info}: {e}\n{traceback.format_exc()}")
outputs = []
raise
finally:
job_info.finished = True
session_info.finished_jobs[func_key] = session_info.jobs.pop(func_key)
self._release_job_token(job_info.job_token)

# Filter the function output for any removed outputs
filtered_output = []
for idx, output in enumerate(outputs):
if idx not in job_info.removed_output_idxs:
filtered_output.append(output)

job_info.finished = True
session_info.finished_jobs[func_key] = session_info.jobs.pop(func_key)

self._release_job_token(job_info.job_token)

# The wrapper added a dummy JSON output. Append a random text string
# to fire the dummy objects 'change' event to notify that the job is done
filtered_output.append(triggerChangeEvent())
Expand All @@ -254,12 +320,16 @@ def _call_func(self, func_key: FuncKey, session_key: str) -> List[Component]:

def _post_call_func(
self, func_key: FuncKey, output_dummy_obj: Component, refresh_btn: gr.Button, stop_btn: gr.Button,
status_text: gr.Textbox, session_key: str) -> List[Component]:
status_text: gr.Textbox, active_image: gr.Image, active_refresh_btn: gr.Button, active_stop_btn: gr.Button,
session_key: str) -> List[Component]:
''' Called when a job completes '''
return {output_dummy_obj: triggerChangeEvent(),
refresh_btn: gr.Button.update(variant="secondary", value=refresh_btn.value),
stop_btn: gr.Button.update(variant="secondary", value=stop_btn.value),
status_text: gr.Textbox.update(value="Generation has finished!")
status_text: gr.Textbox.update(value="Generation has finished!"),
active_refresh_btn: gr.Button.update(variant="secondary", value=active_refresh_btn.value),
active_stop_btn: gr.Button.update(variant="secondary", value=active_stop_btn.value),
active_image: gr.Image.update(visible=False)
}

def _update_gallery_event(self, func_key: FuncKey, session_key: str) -> List[Component]:
Expand All @@ -270,21 +340,17 @@ def _update_gallery_event(self, func_key: FuncKey, session_key: str) -> List[Com
if session_info is None or job_info is None:
return []

if job_info.finished:
session_info.finished_jobs.pop(func_key)

return job_info.images

def _wrap_func(
self, func: Callable, inputs: List[Component], outputs: List[Component],
refresh_btn: gr.Button = None, stop_btn: gr.Button = None,
status_text: Optional[gr.Textbox] = None) -> Tuple[Callable, List[Component]]:
def _wrap_func(self, func: Callable, inputs: List[Component],
outputs: List[Component],
job_ui: JobManagerUi) -> Tuple[Callable, List[Component]]:
''' handles JobManageUI's wrap_func'''

assert gr.context.Context.block is not None, "wrap_func must be called within a 'gr.Blocks' 'with' context"

# Create a unique key for this job
func_key = FuncKey(job_id=uuid.uuid4(), func=func)
func_key = FuncKey(job_id=uuid.uuid4().hex, func=func)

# Create a unique session key (next gradio release can use gr.State, see https://gradio.app/state_in_blocks/)
if self._session_key is None:
Expand All @@ -302,9 +368,6 @@ def _wrap_func(
del outputs[idx]
break

# Add the session key to the inputs
inputs += [self._session_key]

# Create dummy objects
update_gallery_obj = gr.JSON(visible=False, elem_id="JobManagerDummyObject")
update_gallery_obj.change(
Expand All @@ -314,21 +377,49 @@ def _wrap_func(
queue=False
)

if refresh_btn:
refresh_btn.variant = 'secondary'
refresh_btn.click(
if job_ui._refresh_btn:
job_ui._refresh_btn.variant = 'secondary'
job_ui._refresh_btn.click(
partial(self._refresh_func, func_key),
[self._session_key],
[update_gallery_obj, status_text],
[update_gallery_obj, job_ui._status_text],
queue=False
)

if stop_btn:
stop_btn.variant = 'secondary'
stop_btn.click(
if job_ui._stop_btn:
job_ui._stop_btn.variant = 'secondary'
job_ui._stop_btn.click(
partial(self._stop_wrapped_func, func_key),
[self._session_key],
[status_text],
[job_ui._status_text],
queue=False
)

if job_ui._active_image and job_ui._active_image_refresh_btn:
job_ui._active_image_refresh_btn.click(
partial(self._refresh_cur_iter_func, func_key),
[self._session_key],
[job_ui._active_image, job_ui._status_text],
queue=False
)

if job_ui._active_image_stop_btn:
job_ui._active_image_stop_btn.click(
partial(self._stop_cur_iter_func, func_key),
[self._session_key],
[job_ui._active_image, job_ui._status_text],
queue=False
)

if job_ui._stop_all_session_btn:
job_ui._stop_all_session_btn.click(
self.stop_all_jobs, [], [],
queue=False
)

if job_ui._free_done_sessions_btn:
job_ui._free_done_sessions_btn.click(
self.clear_all_finished_jobs, [], [],
queue=False
)

Expand All @@ -346,7 +437,8 @@ def _wrap_func(
# Since some parameters are optional it makes sense to use the 'dict' return value type, which requires
# the Component as a key... so group together the UI components that the event listeners are going to update
# to make it easy to append to function calls and outputs
job_ui_params = [refresh_btn, stop_btn, status_text]
job_ui_params = [job_ui._refresh_btn, job_ui._stop_btn, job_ui._status_text,
job_ui._active_image, job_ui._active_image_refresh_btn, job_ui._active_image_stop_btn]
job_ui_outputs = [comp for comp in job_ui_params if comp is not None]

# Here a chain is constructed that will make a 'pre' call, a 'run' call, and a 'post' call,
Expand Down Expand Up @@ -375,27 +467,50 @@ def _wrap_func(
queue=False
)

# Add any components that we want the runtime values for
added_inputs = [self._session_key, job_ui._rec_steps_checkbox, job_ui._save_rec_steps_to_gallery_chkbx,
job_ui._save_rec_steps_to_file_chkbx, job_ui._rec_steps_intrvl_sldr]

# Now replace the original function with one that creates a JobInfo and triggers the dummy obj
def wrapped_func(*wrapped_inputs):
# Remove the added_inputs (pop opposite order of list)

def wrapped_func(*inputs):
session_key = inputs[-1]
inputs = inputs[:-1]
wrapped_inputs = list(wrapped_inputs)
rec_steps_interval: int = wrapped_inputs.pop()
save_rec_steps_file: bool = wrapped_inputs.pop()
save_rec_steps_grid: bool = wrapped_inputs.pop()
record_steps_enabled: bool = wrapped_inputs.pop()
session_key: str = wrapped_inputs.pop()
job_inputs = tuple(wrapped_inputs)

# Get or create a session for this key
session_info = self._sessions.setdefault(session_key, SessionInfo())

# Is this session already running this job?
if func_key in session_info.jobs:
return {status_text: "This session is already running that function!"}
job_info = session_info.jobs[func_key]
# If the job seems stuck in 'starting' then go ahead and toss it
if not job_info.started and time.time() > job_info.timestamp + JobManager.JOB_MAX_START_TIME:
job_info.should_stop.set()
job_info.stop_cur_iter.set()
session_info.jobs.pop(func_key)
return {job_ui._status_text: "Canceled possibly hung job. Try again"}
return {job_ui._status_text: "This session is already running that function!"}

# Is this a new run of a previously finished job? Clear old info
if func_key in session_info.finished_jobs:
session_info.finished_jobs.pop(func_key)

job_token = self._get_job_token(block=False)
job = JobInfo(inputs=inputs, func=func, removed_output_idxs=removed_idxs, session_key=session_key,
job_token=job_token)
job = JobInfo(
inputs=job_inputs, func=func, removed_output_idxs=removed_idxs, session_key=session_key,
job_token=job_token, rec_steps_enabled=record_steps_enabled, rec_steps_intrvl=rec_steps_interval,
rec_steps_to_gallery=save_rec_steps_grid, rec_steps_to_file=save_rec_steps_file, timestamp=time.time())
session_info.jobs[func_key] = job

ret = {pre_call_dummyobj: triggerChangeEvent()}
if job_token is None:
ret[status_text] = "Job is queued"
ret[job_ui._status_text] = "Job is queued"
return ret

return wrapped_func, inputs, [pre_call_dummyobj, status_text]
return wrapped_func, inputs + added_inputs, [pre_call_dummyobj, job_ui._status_text]
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