stable-diffusion-webui/modules/progress.py

153 lines
5.8 KiB
Python

import base64
import io
import time
import gradio as gr
from pydantic import BaseModel, Field
from modules.shared import opts
import modules.shared as shared
from collections import OrderedDict
import string
import random
from typing import List
current_task = None
pending_tasks = OrderedDict()
finished_tasks = []
recorded_results = []
recorded_results_limit = 2
def start_task(id_task):
global current_task
current_task = id_task
pending_tasks.pop(id_task, None)
def finish_task(id_task):
global current_task
if current_task == id_task:
current_task = None
finished_tasks.append(id_task)
if len(finished_tasks) > 16:
finished_tasks.pop(0)
def create_task_id(task_type):
N = 7
res = ''.join(random.choices(string.ascii_uppercase +
string.digits, k=N))
return f"task({task_type}-{res})"
def record_results(id_task, res):
recorded_results.append((id_task, res))
if len(recorded_results) > recorded_results_limit:
recorded_results.pop(0)
def add_task_to_queue(id_job):
pending_tasks[id_job] = time.time()
class PendingTasksResponse(BaseModel):
size: int = Field(title="Pending task size")
tasks: List[str] = Field(title="Pending task ids")
class ProgressRequest(BaseModel):
id_task: str = Field(default=None, title="Task ID", description="id of the task to get progress for")
id_live_preview: int = Field(default=-1, title="Live preview image ID", description="id of last received last preview image")
live_preview: bool = Field(default=True, title="Include live preview", description="boolean flag indicating whether to include the live preview image")
class ProgressResponse(BaseModel):
active: bool = Field(title="Whether the task is being worked on right now")
queued: bool = Field(title="Whether the task is in queue")
completed: bool = Field(title="Whether the task has already finished")
progress: float = Field(default=None, title="Progress", description="The progress with a range of 0 to 1")
eta: float = Field(default=None, title="ETA in secs")
live_preview: str = Field(default=None, title="Live preview image", description="Current live preview; a data: uri")
id_live_preview: int = Field(default=None, title="Live preview image ID", description="Send this together with next request to prevent receiving same image")
textinfo: str = Field(default=None, title="Info text", description="Info text used by WebUI.")
def setup_progress_api(app):
app.add_api_route("/internal/pending-tasks", get_pending_tasks, methods=["GET"])
return app.add_api_route("/internal/progress", progressapi, methods=["POST"], response_model=ProgressResponse)
def get_pending_tasks():
pending_tasks_ids = list(pending_tasks)
pending_len = len(pending_tasks_ids)
return PendingTasksResponse(size=pending_len, tasks=pending_tasks_ids)
def progressapi(req: ProgressRequest):
active = req.id_task == current_task
queued = req.id_task in pending_tasks
completed = req.id_task in finished_tasks
if not active:
textinfo = "Waiting..."
if queued:
sorted_queued = sorted(pending_tasks.keys(), key=lambda x: pending_tasks[x])
queue_index = sorted_queued.index(req.id_task)
textinfo = "In queue: {}/{}".format(queue_index + 1, len(sorted_queued))
return ProgressResponse(active=active, queued=queued, completed=completed, id_live_preview=-1, textinfo=textinfo)
progress = 0
job_count, job_no = shared.state.job_count, shared.state.job_no
sampling_steps, sampling_step = shared.state.sampling_steps, shared.state.sampling_step
if job_count > 0:
progress += job_no / job_count
if sampling_steps > 0 and job_count > 0:
progress += 1 / job_count * sampling_step / sampling_steps
progress = min(progress, 1)
elapsed_since_start = time.time() - shared.state.time_start
predicted_duration = elapsed_since_start / progress if progress > 0 else None
eta = predicted_duration - elapsed_since_start if predicted_duration is not None else None
live_preview = None
id_live_preview = req.id_live_preview
if opts.live_previews_enable and req.live_preview:
shared.state.set_current_image()
if shared.state.id_live_preview != req.id_live_preview:
image = shared.state.current_image
if image is not None:
buffered = io.BytesIO()
if opts.live_previews_image_format == "png":
# using optimize for large images takes an enormous amount of time
if max(*image.size) <= 256:
save_kwargs = {"optimize": True}
else:
save_kwargs = {"optimize": False, "compress_level": 1}
else:
save_kwargs = {}
image.save(buffered, format=opts.live_previews_image_format, **save_kwargs)
base64_image = base64.b64encode(buffered.getvalue()).decode('ascii')
live_preview = f"data:image/{opts.live_previews_image_format};base64,{base64_image}"
id_live_preview = shared.state.id_live_preview
return ProgressResponse(active=active, queued=queued, completed=completed, progress=progress, eta=eta, live_preview=live_preview, id_live_preview=id_live_preview, textinfo=shared.state.textinfo)
def restore_progress(id_task):
while id_task == current_task or id_task in pending_tasks:
time.sleep(0.1)
res = next(iter([x[1] for x in recorded_results if id_task == x[0]]), None)
if res is not None:
return res
return gr.update(), gr.update(), gr.update(), f"Couldn't restore progress for {id_task}: results either have been discarded or never were obtained"