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"""server.py: FastAPI SD-UI Web Host.
Notes:
async endpoints always run on the main thread. Without they run on the thread pool.
"""
import os
import traceback
import datetime
from typing import List, Union
from fastapi import FastAPI, HTTPException
from fastapi.staticfiles import StaticFiles
from starlette.responses import FileResponse, JSONResponse, StreamingResponse
from pydantic import BaseModel
from easydiffusion import app, model_manager, task_manager
from easydiffusion.types import TaskData, GenerateImageRequest, MergeRequest
from easydiffusion.utils import log
import mimetypes
log.info(f"started in {app.SD_DIR}")
log.info(f"started at {datetime.datetime.now():%x %X}")
server_api = FastAPI()
NOCACHE_HEADERS = {"Cache-Control": "no-cache, no-store, must-revalidate", "Pragma": "no-cache", "Expires": "0"}
class NoCacheStaticFiles(StaticFiles):
def __init__(self, directory: str):
# follow_symlink is only available on fastapi >= 0.92.0
if (os.path.islink(directory)):
super().__init__(directory = os.path.realpath(directory))
else:
super().__init__(directory = directory)
def is_not_modified(self, response_headers, request_headers) -> bool:
if "content-type" in response_headers and (
"javascript" in response_headers["content-type"] or "css" in response_headers["content-type"]
):
response_headers.update(NOCACHE_HEADERS)
return False
return super().is_not_modified(response_headers, request_headers)
class SetAppConfigRequest(BaseModel):
update_branch: str = None
render_devices: Union[List[str], List[int], str, int] = None
model_vae: str = None
ui_open_browser_on_start: bool = None
listen_to_network: bool = None
listen_port: int = None
def init():
mimetypes.init()
mimetypes.add_type('text/css', '.css')
if os.path.isdir(app.CUSTOM_MODIFIERS_DIR):
server_api.mount(
"/media/modifier-thumbnails/custom",
NoCacheStaticFiles(directory=app.CUSTOM_MODIFIERS_DIR),
name="custom-thumbnails",
)
server_api.mount("/media", NoCacheStaticFiles(directory=os.path.join(app.SD_UI_DIR, "media")), name="media")
for plugins_dir, dir_prefix in app.UI_PLUGINS_SOURCES:
server_api.mount(
f"/plugins/{dir_prefix}", NoCacheStaticFiles(directory=plugins_dir), name=f"plugins-{dir_prefix}"
)
@server_api.post("/app_config")
async def set_app_config(req: SetAppConfigRequest):
return set_app_config_internal(req)
@server_api.get("/get/{key:path}")
def read_web_data(key: str = None):
return read_web_data_internal(key)
@server_api.get("/ping") # Get server and optionally session status.
def ping(session_id: str = None):
return ping_internal(session_id)
@server_api.post("/render")
def render(req: dict):
return render_internal(req)
@server_api.post("/model/merge")
def model_merge(req: dict):
print(req)
return model_merge_internal(req)
@server_api.get("/image/stream/{task_id:int}")
def stream(task_id: int):
return stream_internal(task_id)
@server_api.get("/image/stop")
def stop(task: int):
return stop_internal(task)
@server_api.get("/image/tmp/{task_id:int}/{img_id:int}")
def get_image(task_id: int, img_id: int):
return get_image_internal(task_id, img_id)
@server_api.get("/")
def read_root():
return FileResponse(os.path.join(app.SD_UI_DIR, "index.html"), headers=NOCACHE_HEADERS)
@server_api.on_event("shutdown")
def shutdown_event(): # Signal render thread to close on shutdown
task_manager.current_state_error = SystemExit("Application shutting down.")
# API implementations
def set_app_config_internal(req: SetAppConfigRequest):
config = app.getConfig()
if req.update_branch is not None:
config["update_branch"] = req.update_branch
if req.render_devices is not None:
update_render_devices_in_config(config, req.render_devices)
if req.ui_open_browser_on_start is not None:
if "ui" not in config:
config["ui"] = {}
config["ui"]["open_browser_on_start"] = req.ui_open_browser_on_start
if req.listen_to_network is not None:
if "net" not in config:
config["net"] = {}
config["net"]["listen_to_network"] = bool(req.listen_to_network)
if req.listen_port is not None:
if "net" not in config:
config["net"] = {}
config["net"]["listen_port"] = int(req.listen_port)
try:
app.setConfig(config)
if req.render_devices:
app.update_render_threads()
return JSONResponse({"status": "OK"}, headers=NOCACHE_HEADERS)
except Exception as e:
log.error(traceback.format_exc())
raise HTTPException(status_code=500, detail=str(e))
def update_render_devices_in_config(config, render_devices):
if render_devices not in ("cpu", "auto") and not render_devices.startswith("cuda:"):
raise HTTPException(status_code=400, detail=f"Invalid render device requested: {render_devices}")
if render_devices.startswith("cuda:"):
render_devices = render_devices.split(",")
config["render_devices"] = render_devices
def read_web_data_internal(key: str = None):
if not key: # /get without parameters, stable-diffusion easter egg.
raise HTTPException(status_code=418, detail="StableDiffusion is drawing a teapot!") # HTTP418 I'm a teapot
elif key == "app_config":
return JSONResponse(app.getConfig(), headers=NOCACHE_HEADERS)
elif key == "system_info":
config = app.getConfig()
output_dir = config.get("force_save_path", os.path.join(os.path.expanduser("~"), app.OUTPUT_DIRNAME))
system_info = {
"devices": task_manager.get_devices(),
"hosts": app.getIPConfig(),
"default_output_dir": output_dir,
"enforce_output_dir": ("force_save_path" in config),
}
system_info["devices"]["config"] = config.get("render_devices", "auto")
return JSONResponse(system_info, headers=NOCACHE_HEADERS)
elif key == "models":
return JSONResponse(model_manager.getModels(), headers=NOCACHE_HEADERS)
elif key == "modifiers":
return JSONResponse(app.get_image_modifiers(), headers=NOCACHE_HEADERS)
elif key == "ui_plugins":
return JSONResponse(app.getUIPlugins(), headers=NOCACHE_HEADERS)
else:
raise HTTPException(status_code=404, detail=f"Request for unknown {key}") # HTTP404 Not Found
def ping_internal(session_id: str = None):
if task_manager.is_alive() <= 0: # Check that render threads are alive.
if task_manager.current_state_error:
raise HTTPException(status_code=500, detail=str(task_manager.current_state_error))
raise HTTPException(status_code=500, detail="Render thread is dead.")
if task_manager.current_state_error and not isinstance(task_manager.current_state_error, StopAsyncIteration):
raise HTTPException(status_code=500, detail=str(task_manager.current_state_error))
# Alive
response = {"status": str(task_manager.current_state)}
if session_id:
session = task_manager.get_cached_session(session_id, update_ttl=True)
response["tasks"] = {id(t): t.status for t in session.tasks}
response["devices"] = task_manager.get_devices()
return JSONResponse(response, headers=NOCACHE_HEADERS)
def render_internal(req: dict):
try:
# separate out the request data into rendering and task-specific data
render_req: GenerateImageRequest = GenerateImageRequest.parse_obj(req)
task_data: TaskData = TaskData.parse_obj(req)
# Overwrite user specified save path
config = app.getConfig()
if "force_save_path" in config:
task_data.save_to_disk_path = config["force_save_path"]
render_req.init_image_mask = req.get("mask") # hack: will rename this in the HTTP API in a future revision
app.save_to_config(
task_data.use_stable_diffusion_model,
task_data.use_vae_model,
task_data.use_hypernetwork_model,
task_data.vram_usage_level,
)
# enqueue the task
new_task = task_manager.render(render_req, task_data)
response = {
"status": str(task_manager.current_state),
"queue": len(task_manager.tasks_queue),
"stream": f"/image/stream/{id(new_task)}",
"task": id(new_task),
}
return JSONResponse(response, headers=NOCACHE_HEADERS)
except ChildProcessError as e: # Render thread is dead
raise HTTPException(status_code=500, detail=f"Rendering thread has died.") # HTTP500 Internal Server Error
except ConnectionRefusedError as e: # Unstarted task pending limit reached, deny queueing too many.
raise HTTPException(status_code=503, detail=str(e)) # HTTP503 Service Unavailable
except Exception as e:
log.error(traceback.format_exc())
raise HTTPException(status_code=500, detail=str(e))
def model_merge_internal(req: dict):
try:
from sdkit.train import merge_models
from easydiffusion.utils.save_utils import filename_regex
mergeReq: MergeRequest = MergeRequest.parse_obj(req)
merge_models(
model_manager.resolve_model_to_use(mergeReq.model0, "stable-diffusion"),
model_manager.resolve_model_to_use(mergeReq.model1, "stable-diffusion"),
mergeReq.ratio,
os.path.join(app.MODELS_DIR, "stable-diffusion", filename_regex.sub("_", mergeReq.out_path)),
mergeReq.use_fp16,
)
return JSONResponse({"status": "OK"}, headers=NOCACHE_HEADERS)
except Exception as e:
log.error(traceback.format_exc())
raise HTTPException(status_code=500, detail=str(e))
def stream_internal(task_id: int):
# TODO Move to WebSockets ??
task = task_manager.get_cached_task(task_id, update_ttl=True)
if not task:
raise HTTPException(status_code=404, detail=f"Request {task_id} not found.") # HTTP404 NotFound
# if (id(task) != task_id): raise HTTPException(status_code=409, detail=f'Wrong task id received. Expected:{id(task)}, Received:{task_id}') # HTTP409 Conflict
if task.buffer_queue.empty() and not task.lock.locked():
if task.response:
# log.info(f'Session {session_id} sending cached response')
return JSONResponse(task.response, headers=NOCACHE_HEADERS)
raise HTTPException(status_code=425, detail="Too Early, task not started yet.") # HTTP425 Too Early
# log.info(f'Session {session_id} opened live render stream {id(task.buffer_queue)}')
return StreamingResponse(task.read_buffer_generator(), media_type="application/json")
def stop_internal(task: int):
if not task:
if (
task_manager.current_state == task_manager.ServerStates.Online
or task_manager.current_state == task_manager.ServerStates.Unavailable
):
raise HTTPException(status_code=409, detail="Not currently running any tasks.") # HTTP409 Conflict
task_manager.current_state_error = StopAsyncIteration("")
return {"OK"}
task_id = task
task = task_manager.get_cached_task(task_id, update_ttl=False)
if not task:
raise HTTPException(status_code=404, detail=f"Task {task_id} was not found.") # HTTP404 Not Found
if isinstance(task.error, StopAsyncIteration):
raise HTTPException(status_code=409, detail=f"Task {task_id} is already stopped.") # HTTP409 Conflict
task.error = StopAsyncIteration(f"Task {task_id} stop requested.")
return {"OK"}
def get_image_internal(task_id: int, img_id: int):
task = task_manager.get_cached_task(task_id, update_ttl=True)
if not task:
raise HTTPException(status_code=410, detail=f"Task {task_id} could not be found.") # HTTP404 NotFound
if not task.temp_images[img_id]:
raise HTTPException(status_code=425, detail="Too Early, task data is not available yet.") # HTTP425 Too Early
try:
img_data = task.temp_images[img_id]
img_data.seek(0)
return StreamingResponse(img_data, media_type="image/jpeg")
except KeyError as e:
raise HTTPException(status_code=500, detail=str(e))
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