From 76cb540add20273448e593c7c68be49a29e5c918 Mon Sep 17 00:00:00 2001 From: tazlin Date: Sun, 25 Aug 2024 08:32:39 -0400 Subject: [PATCH 01/11] docs: update the epistle at the top of `comfy_horde.py` As with all cases of comments/docs, the details of the diatribe targeted at would-be developers have become somewhat inaccurate. However, the overall message is still roughly correct, as is the fact that problems would arise if it its warnings are not headed. --- hordelib/comfy_horde.py | 20 +++++++++++--------- 1 file changed, 11 insertions(+), 9 deletions(-) diff --git a/hordelib/comfy_horde.py b/hordelib/comfy_horde.py index 664ee3e7..b30009fc 100644 --- a/hordelib/comfy_horde.py +++ b/hordelib/comfy_horde.py @@ -40,9 +40,10 @@ # There may be other ways to skin this cat, but this strategy minimizes certain kinds of hassle. # # If you tamper with the code in this module to bring the imports out of the function, you may find that you have -# broken, among other things, the ability of pytest to do its test discovery because you will have lost the ability for -# modules which, directly or otherwise, import this module without having called `hordelib.initialise()`. Pytest -# discovery will come across those imports, valiantly attempt to import them and fail with a cryptic error message. +# broken, among myriad other things, the ability of pytest to do its test discovery because you will have lost the +# ability for modules which, directly or otherwise, import this module without having called `hordelib.initialise()`. +# Pytest discovery will come across those imports, valiantly attempt to import them and fail with a cryptic error +# message. # # Correspondingly, you will find that to be an enormous hassle if you are are trying to leverage pytest in any # reasonability sophisticated way (outside of tox), and you will be forced to adopt solution below or something @@ -51,17 +52,18 @@ # # Keen readers may have noticed that the aforementioned issues could be side stepped by simply calling # `hordelib.initialise()` automatically, such as in `test/__init__.py` or in a `conftest.py`. You would be correct, -# but that would be a terrible idea if you ever intended to make alterations to the patch file, as each time you -# triggered pytest discovery which could be as frequently as *every time you save a file* (such as with VSCode), and -# you would enter a situation where the patch was automatically being applied at times you may not intend. +# but that would be a terrible idea as a general practice. It would mean that every time you saved a file in your +# editor, a number of heavyweight operations would be triggered, such as loading comfyui, while pytest discovery runs +# and that would cause slow and unpredictable behavior in your editor. # -# This would be a nightmare to debug, as this author is able to attest to. +# This would be a nightmare to debug, as this author is able to attest to and is the reason this wall of text exists. # # Further, if you are like myself, and enjoy type hints, you will find that any modules have this file in their import # chain will be un-importable in certain contexts and you would be unable to provide the relevant type hints. # -# Having read this, I suggest you glance at the code in `hordelib.initialise()` to get a sense of what is going on -# there, and if you're still confused, ask a hordelib dev who would be happy to share the burden of understanding. +# Having exercised a herculean amount of focus to read this far, I suggest you also glance at the code in +# `hordelib.initialise()` to get a sense of what is going on there, and if you're still confused, ask a hordelib dev +# who would be happy to share the burden of understanding. _comfy_load_models_gpu: types.FunctionType _comfy_current_loaded_models: list = None # type: ignore From 45ef5cfb74fc883f702e05ca631a1a7e95a1225a Mon Sep 17 00:00:00 2001 From: tazlin Date: Sun, 25 Aug 2024 08:34:56 -0400 Subject: [PATCH 02/11] docs/style: fix the bound member function types from comfy Member functions are not "FunctionTypes" (which are 'bound' to modules) from a static typing perspective. This updates the types to use `Callable` and to briefly explain their purposes so a would-be dev doesn't need to dig into comfy to get the implementation --- hordelib/comfy_horde.py | 24 ++++++++++++++++-------- 1 file changed, 16 insertions(+), 8 deletions(-) diff --git a/hordelib/comfy_horde.py b/hordelib/comfy_horde.py index b30009fc..e59a2c68 100644 --- a/hordelib/comfy_horde.py +++ b/hordelib/comfy_horde.py @@ -19,6 +19,7 @@ from pprint import pformat import requests import psutil +from collections.abc import Callable import torch from loguru import logger @@ -78,15 +79,22 @@ _comfy_load_checkpoint_guess_config: types.FunctionType _comfy_get_torch_device: types.FunctionType +"""Will return the current torch device, typically the GPU.""" _comfy_get_free_memory: types.FunctionType +"""Will return the amount of free memory on the current torch device. This value can be misleading.""" _comfy_get_total_memory: types.FunctionType +"""Will return the total amount of memory on the current torch device.""" _comfy_load_torch_file: types.FunctionType _comfy_model_loading: types.ModuleType -_comfy_free_memory: types.FunctionType -_comfy_cleanup_models: types.FunctionType -_comfy_soft_empty_cache: types.FunctionType +_comfy_free_memory: Callable[[float, torch.device, list], None] +"""Will aggressively unload models from memory""" +_comfy_cleanup_models: Callable[[bool], None] +"""Will unload unused models from memory""" +_comfy_soft_empty_cache: Callable[[bool], None] +"""Triggers comfyui and torch to empty their caches""" -_comfy_is_changed_cache_get: types.FunctionType +_comfy_is_changed_cache_get: Callable +_comfy_model_patcher_load: Callable _canny: types.ModuleType _hed: types.ModuleType @@ -175,12 +183,12 @@ def do_comfy_import( from execution import IsChangedCache global _comfy_is_changed_cache_get - _comfy_is_changed_cache_get = IsChangedCache.get # type: ignore + _comfy_is_changed_cache_get = IsChangedCache.get IsChangedCache.get = IsChangedCache_get_hijack # type: ignore - from folder_paths import folder_names_and_paths as _comfy_folder_names_and_paths # type: ignore - from folder_paths import supported_pt_extensions as _comfy_supported_pt_extensions # type: ignore + from folder_paths import folder_names_and_paths as _comfy_folder_names_and_paths + from folder_paths import supported_pt_extensions as _comfy_supported_pt_extensions from comfy.sd import load_checkpoint_guess_config as _comfy_load_checkpoint_guess_config from comfy.model_management import current_loaded_models as _comfy_current_loaded_models from comfy.model_management import load_models_gpu as _comfy_load_models_gpu @@ -191,7 +199,7 @@ def do_comfy_import( from comfy.model_management import cleanup_models as _comfy_cleanup_models from comfy.model_management import soft_empty_cache as _comfy_soft_empty_cache from comfy.utils import load_torch_file as _comfy_load_torch_file - from comfy_extras.chainner_models import model_loading as _comfy_model_loading # type: ignore + from comfy_extras.chainner_models import model_loading as _comfy_model_loading from hordelib.nodes.comfy_controlnet_preprocessors import ( canny as _canny, hed as _hed, From 09d93724b45f4c5bb56c0a3f658acdb4d34c2bf4 Mon Sep 17 00:00:00 2001 From: tazlin Date: Sun, 25 Aug 2024 08:41:43 -0400 Subject: [PATCH 03/11] fix: supress 'lowvram' comfyui message When I introduced `logging` redirection to loguru, I also introduced the many hundreds/min irrelevant message to do with the comfyui internals of loading models in low vram conditions. I was original hesitant to remove these message, thinking that there may have been some potentially useful information, but as we are going to be forcing models to always fully load, these messages are now less important. There will still be a message which indicates if the 'full' load did not occur, so that will due for now. --- hordelib/comfy_horde.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/hordelib/comfy_horde.py b/hordelib/comfy_horde.py index e59a2c68..6fe9d428 100644 --- a/hordelib/comfy_horde.py +++ b/hordelib/comfy_horde.py @@ -121,6 +121,9 @@ class InterceptHandler(logging.Handler): @logger.catch(default=True, reraise=True) def emit(self, record): + message = record.getMessage() + if "lowvram: loaded module regularly" in message: + return # Get corresponding Loguru level if it exists. try: level = logger.level(record.levelname).name @@ -133,7 +136,7 @@ def emit(self, record): frame = frame.f_back depth += 1 - logger.opt(depth=depth, exception=record.exc_info).log(level, record.getMessage()) + logger.opt(depth=depth, exception=record.exc_info).log(level, message) # ComfyUI uses stdlib logging, so we need to intercept it. From cdcd32c2a2e9dc918abe317705998b68cea74e6d Mon Sep 17 00:00:00 2001 From: tazlin Date: Sun, 25 Aug 2024 08:46:30 -0400 Subject: [PATCH 04/11] fix: force models loading to the GPU to be gpu-only Previous to this change, comfyui was too likely to only partially load the models to the GPU. This had **major** performance implications. The comfyui hard-coded numbers which underpin the logic doesn't consider the worker use case and is overly cautious when speed is the chief consideration. I'm sure this change has the potential to increase worker instability but I have seen a 10%-15% increase in throughput on my 2080 when used via the worker, so I am going to at least try and get this to work. There are a number of techniques the worker can use (manually clearing memory or even killing a process) to manage this, so I believe it should be possible to make this viable. --- hordelib/comfy_horde.py | 44 ++++++++++++++++++++++++++++++++++++++++- 1 file changed, 43 insertions(+), 1 deletion(-) diff --git a/hordelib/comfy_horde.py b/hordelib/comfy_horde.py index 6fe9d428..4266e411 100644 --- a/hordelib/comfy_horde.py +++ b/hordelib/comfy_horde.py @@ -194,7 +194,12 @@ def do_comfy_import( from folder_paths import supported_pt_extensions as _comfy_supported_pt_extensions from comfy.sd import load_checkpoint_guess_config as _comfy_load_checkpoint_guess_config from comfy.model_management import current_loaded_models as _comfy_current_loaded_models - from comfy.model_management import load_models_gpu as _comfy_load_models_gpu + from comfy.model_management import load_models_gpu + + _comfy_load_models_gpu = load_models_gpu # type: ignore + import comfy.model_management + + comfy.model_management.load_models_gpu = _load_models_gpu_hijack from comfy.model_management import get_torch_device as _comfy_get_torch_device from comfy.model_management import get_free_memory as _comfy_get_free_memory from comfy.model_management import get_total_memory as _comfy_get_total_memory @@ -203,6 +208,13 @@ def do_comfy_import( from comfy.model_management import soft_empty_cache as _comfy_soft_empty_cache from comfy.utils import load_torch_file as _comfy_load_torch_file from comfy_extras.chainner_models import model_loading as _comfy_model_loading + + from comfy.model_patcher import ModelPatcher + + global _comfy_model_patcher_load + _comfy_model_patcher_load = ModelPatcher.load + ModelPatcher.load = _model_patcher_load_hijack # type: ignore + from hordelib.nodes.comfy_controlnet_preprocessors import ( canny as _canny, hed as _hed, @@ -222,6 +234,36 @@ def do_comfy_import( # isort: on + +def _load_models_gpu_hijack(*args, **kwargs): + """Intercepts the comfy load_models_gpu function to force full load. + + ComfyUI is too conservative in its loading to GPU for the worker/horde use case where we can have + multiple ComfyUI instances running on the same GPU. This function forces a full load of the model + and the worker/horde-engine takes responsibility for managing the memory or the problems this may + cause. + """ + global _comfy_current_loaded_models + if "force_full_load" in kwargs: + kwargs.pop("force_full_load") + + kwargs["force_full_load"] = True + _comfy_load_models_gpu(*args, **kwargs) + + +def _model_patcher_load_hijack(*args, **kwargs): + """Intercepts the comfy ModelPatcher.load function to force full load. + + See _load_models_gpu_hijack for more information + """ + global _comfy_model_patcher_load + if "full_load" in kwargs: + kwargs.pop("full_load") + + kwargs["full_load"] = True + _comfy_model_patcher_load(*args, **kwargs) + + _last_pipeline_settings_hash = "" import PIL.Image From 569c971f1f61f009c3fc3f73b00d9f58a99357b3 Mon Sep 17 00:00:00 2001 From: tazlin Date: Sun, 25 Aug 2024 09:24:47 -0400 Subject: [PATCH 05/11] feat: expose `interrupt_current_processing` from comfyui I am hoping to one day implement a graceful way to interrupt generations in comfyui, such as from a user-initiated abort. I suspect that exposing this function will get us a some percent of the way to accomplishing that goal. See also https://github.com/Haidra-Org/horde-worker-reGen/issues/262. --- hordelib/comfy_horde.py | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/hordelib/comfy_horde.py b/hordelib/comfy_horde.py index 4266e411..bf7b95f5 100644 --- a/hordelib/comfy_horde.py +++ b/hordelib/comfy_horde.py @@ -96,6 +96,8 @@ _comfy_is_changed_cache_get: Callable _comfy_model_patcher_load: Callable +_comfy_interrupt_current_processing: types.FunctionType + _canny: types.ModuleType _hed: types.ModuleType _leres: types.ModuleType @@ -158,6 +160,8 @@ def do_comfy_import( global _comfy_free_memory, _comfy_cleanup_models, _comfy_soft_empty_cache global _canny, _hed, _leres, _midas, _mlsd, _openpose, _pidinet, _uniformer + global _comfy_interrupt_current_processing + if disable_smart_memory: logger.info("Disabling smart memory") sys.argv.append("--disable-smart-memory") @@ -206,6 +210,7 @@ def do_comfy_import( from comfy.model_management import free_memory as _comfy_free_memory from comfy.model_management import cleanup_models as _comfy_cleanup_models from comfy.model_management import soft_empty_cache as _comfy_soft_empty_cache + from comfy.model_management import interrupt_current_processing as _comfy_interrupt_current_processing from comfy.utils import load_torch_file as _comfy_load_torch_file from comfy_extras.chainner_models import model_loading as _comfy_model_loading @@ -379,6 +384,11 @@ def log_free_ram(): ) +def interrupt_comfyui_processing(): + logger.warning("Interrupting comfyui processing") + _comfy_interrupt_current_processing() + + class Comfy_Horde: """Handles horde-specific behavior against ComfyUI.""" From eed7c5b0daad1270298cda865a0ef9ab8633644e Mon Sep 17 00:00:00 2001 From: tazlin Date: Sun, 25 Aug 2024 09:27:01 -0400 Subject: [PATCH 06/11] feat: `aggressive_unloading` for more regular garbage collection ComfyUI's default mode of running (`main.py`) includes calls to `cleanup_models(...)` and `soft_empty_cache(...)` on a timer. I suspect issues that have arisen lately are rooted in the fact that horde-engine does not currently do something similar. I am adding this (default on) option to the `HordeLib` class to call these after every pipeline run. --- hordelib/comfy_horde.py | 8 ++++++++ hordelib/horde.py | 2 ++ 2 files changed, 10 insertions(+) diff --git a/hordelib/comfy_horde.py b/hordelib/comfy_horde.py index bf7b95f5..6c913a35 100644 --- a/hordelib/comfy_horde.py +++ b/hordelib/comfy_horde.py @@ -427,6 +427,7 @@ def __init__( self, *, comfyui_callback: typing.Callable[[str, dict, str], None] | None = None, + aggressive_unloading: bool = True, ) -> None: """Initialise the Comfy_Horde object. @@ -453,6 +454,7 @@ def __init__( self._load_custom_nodes() self._comfyui_callback = comfyui_callback + self.aggressive_unloading = aggressive_unloading def _set_comfyui_paths(self) -> None: # These set the default paths for comfyui to look for models and embeddings. From within hordelib, @@ -829,6 +831,12 @@ def _run_pipeline( inference.execute(pipeline, self.client_id, {"client_id": self.client_id}, valid[2]) except Exception as e: logger.exception(f"Exception during comfy execute: {e}") + finally: + if self.aggressive_unloading: + global _comfy_cleanup_models + logger.debug("Cleaning up models") + _comfy_cleanup_models(False) + _comfy_soft_empty_cache(True) stdio.replay() diff --git a/hordelib/horde.py b/hordelib/horde.py index f6e2b088..dee75944 100644 --- a/hordelib/horde.py +++ b/hordelib/horde.py @@ -352,10 +352,12 @@ def __init__( self, *, comfyui_callback: Callable[[str, dict, str], None] | None = None, + aggressive_unloading: bool = False, ): if not self._initialised: self.generator = Comfy_Horde( comfyui_callback=comfyui_callback if comfyui_callback else self._comfyui_callback, + aggressive_unloading=aggressive_unloading, ) self.__class__._initialised = True From 876745442220c0772c43adf7ca958846b3a34177 Mon Sep 17 00:00:00 2001 From: tazlin Date: Sun, 25 Aug 2024 09:36:26 -0400 Subject: [PATCH 07/11] fix: `aggressive_unloading = True` by default --- hordelib/horde.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/hordelib/horde.py b/hordelib/horde.py index dee75944..cbca0403 100644 --- a/hordelib/horde.py +++ b/hordelib/horde.py @@ -352,7 +352,7 @@ def __init__( self, *, comfyui_callback: Callable[[str, dict, str], None] | None = None, - aggressive_unloading: bool = False, + aggressive_unloading: bool = True, ): if not self._initialised: self.generator = Comfy_Horde( From 44e39816751b51ab8d5df49fa5d2f753b68671d2 Mon Sep 17 00:00:00 2001 From: tazlin Date: Sun, 25 Aug 2024 11:49:06 -0400 Subject: [PATCH 08/11] fix: rely on comfyui internals for loading cascade series models This is a patent "temporary" fix to prevent extremely large models, such as cascade models, from being forced to fully load. I will track the resolution of this in an issue: https://github.com/Haidra-Org/hordelib/issues/312 --- hordelib/comfy_horde.py | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) diff --git a/hordelib/comfy_horde.py b/hordelib/comfy_horde.py index 6c913a35..ea80b238 100644 --- a/hordelib/comfy_horde.py +++ b/hordelib/comfy_horde.py @@ -240,6 +240,10 @@ def do_comfy_import( # isort: on +def _model_patcher_has_cascade(model_patcher): + return "cascade" in str(type(model_patcher.model)).lower() + + def _load_models_gpu_hijack(*args, **kwargs): """Intercepts the comfy load_models_gpu function to force full load. @@ -248,7 +252,18 @@ def _load_models_gpu_hijack(*args, **kwargs): and the worker/horde-engine takes responsibility for managing the memory or the problems this may cause. """ + found_cascade = False + for model_patcher in args[0]: + found_cascade = _model_patcher_has_cascade(model_patcher) + if found_cascade: + break + global _comfy_current_loaded_models + if found_cascade: + logger.debug("Not overriding cascade model load") + _comfy_load_models_gpu(*args, **kwargs) + return + if "force_full_load" in kwargs: kwargs.pop("force_full_load") @@ -262,6 +277,13 @@ def _model_patcher_load_hijack(*args, **kwargs): See _load_models_gpu_hijack for more information """ global _comfy_model_patcher_load + + model_patcher = args[0] + if _model_patcher_has_cascade(model_patcher): + logger.debug("Not overriding cascade model load") + _comfy_model_patcher_load(*args, **kwargs) + return + if "full_load" in kwargs: kwargs.pop("full_load") From 18881b18af1067e27aec04989de4b47b75b361e3 Mon Sep 17 00:00:00 2001 From: tazlin Date: Sun, 25 Aug 2024 16:15:46 -0400 Subject: [PATCH 09/11] fix: configurable `models_not_to_force_load` --- hordelib/comfy_horde.py | 30 +++++++++++++++++++++--------- hordelib/initialisation.py | 6 ++++++ tests/conftest.py | 5 +++++ 3 files changed, 32 insertions(+), 9 deletions(-) diff --git a/hordelib/comfy_horde.py b/hordelib/comfy_horde.py index ea80b238..b70535fd 100644 --- a/hordelib/comfy_horde.py +++ b/hordelib/comfy_horde.py @@ -238,10 +238,22 @@ def do_comfy_import( # isort: on +models_not_to_force_load: list = ["cascade", "sdxl"] # other possible values could be `basemodel` or `sd1` +"""Models which should not be forced to load in the comfy model loading hijack. +Possible values include `cascade`, `sdxl`, `basemodel`, `sd1` or any other comfyui classname +which can be passed to comfyui's `load_models_gpu` function (as a `ModelPatcher.model`). +""" -def _model_patcher_has_cascade(model_patcher): - return "cascade" in str(type(model_patcher.model)).lower() +disable_force_loading: bool = False + + +def _do_not_force_load_model_in_patcher(model_patcher): + for model in models_not_to_force_load: + if model in str(type(model_patcher.model)).lower(): + return True + + return False def _load_models_gpu_hijack(*args, **kwargs): @@ -252,15 +264,15 @@ def _load_models_gpu_hijack(*args, **kwargs): and the worker/horde-engine takes responsibility for managing the memory or the problems this may cause. """ - found_cascade = False + found_model_to_skip = False for model_patcher in args[0]: - found_cascade = _model_patcher_has_cascade(model_patcher) - if found_cascade: + found_model_to_skip = _do_not_force_load_model_in_patcher(model_patcher) + if found_model_to_skip: break global _comfy_current_loaded_models - if found_cascade: - logger.debug("Not overriding cascade model load") + if found_model_to_skip: + logger.debug("Not overriding model load") _comfy_load_models_gpu(*args, **kwargs) return @@ -279,8 +291,8 @@ def _model_patcher_load_hijack(*args, **kwargs): global _comfy_model_patcher_load model_patcher = args[0] - if _model_patcher_has_cascade(model_patcher): - logger.debug("Not overriding cascade model load") + if _do_not_force_load_model_in_patcher(model_patcher): + logger.debug("Not overriding model load") _comfy_model_patcher_load(*args, **kwargs) return diff --git a/hordelib/initialisation.py b/hordelib/initialisation.py index 014d8e4c..1332e315 100644 --- a/hordelib/initialisation.py +++ b/hordelib/initialisation.py @@ -28,6 +28,7 @@ def initialise( extra_comfyui_args: list[str] | None = None, disable_smart_memory: bool = False, do_not_load_model_mangers: bool = False, + models_not_to_force_load: list[str] | None = None, ): """Initialise hordelib. This is required before using any other hordelib functions. @@ -40,6 +41,9 @@ def initialise( force_low_vram (bool, optional): Whether to forcibly disable ComfyUI's high/med vram modes. Defaults to False. extra_comfyui_args (list[str] | None, optional): Any additional CLI args for comfyui that should be used. \ Defaults to None. + models_not_to_force_load (list[str] | None, optional): A list of baselines that should not be force loaded.\ + **If this is `None`, the defaults are used.** If you wish to override the defaults, pass an empty list. \ + Defaults to None. """ global _is_initialised @@ -79,6 +83,8 @@ def initialise( extra_comfyui_args=extra_comfyui_args, disable_smart_memory=disable_smart_memory, ) + if models_not_to_force_load is not None: + hordelib.comfy_horde.models_not_to_force_load = models_not_to_force_load.copy() vram_on_start_free = hordelib.comfy_horde.get_torch_free_vram_mb() vram_total = hordelib.comfy_horde.get_torch_total_vram_mb() diff --git a/tests/conftest.py b/tests/conftest.py index 89a007d0..4f50aa74 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -93,7 +93,12 @@ def init_horde( setup_logging=True, logging_verbosity=5, disable_smart_memory=False, + force_normal_vram_mode=True, do_not_load_model_mangers=True, + models_not_to_force_load=[ + "sdxl", + "cascade", + ], ) from hordelib.settings import UserSettings From 1ff7fe8a74397ab44c6ecf3148913974b52d01bb Mon Sep 17 00:00:00 2001 From: tazlin Date: Sun, 25 Aug 2024 16:16:21 -0400 Subject: [PATCH 10/11] tests: run a sd15 job at 2048x during tests --- 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