From 72e885564ea53b5d7a8e4debea0cfea2af1c1161 Mon Sep 17 00:00:00 2001 From: ynimmaga Date: Thu, 10 Aug 2023 16:51:16 -0700 Subject: [PATCH 01/11] Fixed linter issues --- scripts/openvino_accelerate.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/scripts/openvino_accelerate.py b/scripts/openvino_accelerate.py index 7de7ff0b..14a68c20 100644 --- a/scripts/openvino_accelerate.py +++ b/scripts/openvino_accelerate.py @@ -29,7 +29,7 @@ from pathlib import Path from openvino.frontend.pytorch.torchdynamo import backend, compile # noqa: F401 from openvino.frontend.pytorch.torchdynamo.execute import execute, partitioned_modules, compiled_cache # noqa: F401 from openvino.frontend.pytorch.torchdynamo.partition import Partitioner -from openvino.runtime import Core, Type, PartialShape +from openvino.runtime import Core, Type, PartialShape from torch._dynamo.backends.common import fake_tensor_unsupported from torch._dynamo.backends.registry import register_backend @@ -723,11 +723,11 @@ class Script(scripts.Script): """ ### ### Note: - - First inference involves compilation of the model for best performance. + - First inference involves compilation of the model for best performance. Since compilation happens only on the first run, the first inference (or warm up inference) will be slower than subsequent inferences. - For accurate performance measurements, it is recommended to exclude this slower first inference, as it doesn't reflect normal running time. - - Model is recompiled when resolution, batchsize, device, or samplers like DPM++ or Karras are changed. - After recompiling, later inferences will reuse the newly compiled model and achieve faster running times. + - Model is recompiled when resolution, batchsize, device, or samplers like DPM++ or Karras are changed. + After recompiling, later inferences will reuse the newly compiled model and achieve faster running times. So it's normal for the first inference after a settings change to be slower, while subsequent inferences use the optimized compiled model and run faster. """) From a451dc7432a340c42a519fcf9658f16be7e80bb2 Mon Sep 17 00:00:00 2001 From: Ravi Panchumarthy Date: Fri, 11 Aug 2023 00:42:01 -0700 Subject: [PATCH 02/11] update readme with OpenVINO --- README.md | 10 +++++++--- screenshot_OpenVINO.png | Bin 0 -> 629942 bytes 2 files changed, 7 insertions(+), 3 deletions(-) create mode 100644 screenshot_OpenVINO.png diff --git a/README.md b/README.md index b796d150..3ead77b5 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,11 @@ -# Stable Diffusion web UI -A browser interface based on Gradio library for Stable Diffusion. +# Stable Diffusion web UI with OpenVINO™ Acceleration +A browser interface based on Gradio library for Stable Diffusion with OpenVINO™ Acceleration Script. -![](screenshot.png) +This repo is a fork of [AUTOMATIC1111/stable-diffusion-webui](https://github.com/AUTOMATIC1111/stable-diffusion-webui) which includes OpenVINO support through a [custom script](https://github.com/openvinotoolkit/stable-diffusion-webui/blob/master/scripts/openvino_accelerate.py) to run it on Intel CPUs and Intel GPUs. + +See wiki page for [Installation-on-Intel-Silicon](https://github.com/openvinotoolkit/stable-diffusion-webui/wiki/Installation-on-Intel-Silicon) + +![](screenshot_OpenVINO.png) ## Features [Detailed feature showcase with images](https://github.com/AUTOMATIC1111/stable-diffusion-webui/wiki/Features): diff --git a/screenshot_OpenVINO.png b/screenshot_OpenVINO.png new file mode 100644 index 0000000000000000000000000000000000000000..71611bcdfcf1d044c307040d3dec7483dd2baa05 GIT binary patch literal 629942 zcmdqJbzD^6+Bb}V5+aR3cXxM7cZW1c4nuc?QqnCQ(%mq?kW$jk&>`L3@Ay0CzMu01 z-v7U_=QEqV*4o#~E58?^N(z#1ka3Y=U|`-zONpz%z`O)OKSYSHpij~qgj``@UZ`1$ zi782oi4iL~06$yWn8CojPXI)B(7`L?_kweA0AX-VhUV5h3@jxH>+__W%x|n{EL~iF z4eTFUe{wqdf&DIj~l>k5eIQ*gPN6A**-O}D; z4fydZ&TvY(NUIEoA#*QW-utTNRhAC5Z6^!rHG+=Bk>G$D!Au|b-?i)~6!yU}GmhO2 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zV1KA=I)UNXrbMPJ_J#!H;V$p7jP<8y#NtCwBRbb}HTM1_)6WC-;i5;SFgWJhJh&VfIyp_Ah(Y<1evJE9Wa}0=ss9Xh`UQyb)f@o_t;ADit0Mwzn>WKJmjkVuK_)+NQNiTlb(AY756?qCV}NJ{7toI|2% zyup$%93LYu{)?1m3-ii}LVo^pAv_2U@2;p4-|CoX^_L+jkK`d%|(l+mhM-_+Y6m+y-bTmmdOSLeO#e#M%0A5T^} zu|Xpe_m4|>rJMfGf~)Pd6VZFxRR)%PS8x31rSGW$v;Kw!>zn`AtmpY-*4x*5=KSCN z{`beDZxBFy1J#fV{|0~jJ0I|`)he%f(6)ZB%NRuHuEP8O^o9M^a3K$7yxu$2%#-5* OFKtadjdC?u*na_BGIT%y literal 0 HcmV?d00001 From 19bd36147a892eb5f03f90b5f660969cdcdb814e Mon Sep 17 00:00:00 2001 From: Li Date: Mon, 14 Aug 2023 01:27:10 -0700 Subject: [PATCH 03/11] added scripts to simplify windows installation --- first-time-runner.bat | 21 ++++++++++++++++++ torch-install.bat | 12 ++++++++++ torch-install.ps1 | 51 +++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 84 insertions(+) create mode 100644 first-time-runner.bat create mode 100644 torch-install.bat create mode 100644 torch-install.ps1 diff --git a/first-time-runner.bat b/first-time-runner.bat new file mode 100644 index 00000000..8782264b --- /dev/null +++ b/first-time-runner.bat @@ -0,0 +1,21 @@ +@echo off + +set "filePath=%cd%\webui-user.bat" + + +( + echo @echo off + echo. + echo set GIT= + echo set VENV_DIR= + echo set COMMANDLINE_ARGS=--skip-torch-cuda-test --precision full --no-half + echo set PYTORCH_TRACING_MODE=TORCHFX + echo. + echo call webui.bat + +) > %filepath% + + +call webui-user.bat + +pause diff --git a/torch-install.bat b/torch-install.bat new file mode 100644 index 00000000..b3e3f6a3 --- /dev/null +++ b/torch-install.bat @@ -0,0 +1,12 @@ +@echo off + + +start /wait cmd /k "%cd%\venv\Scripts\activate && pip install %cd%\torch-2.1.0.dev20230713+cpu-cp310-cp310-win_amd64.whl && exit" + +echo torch 2.1.0 dev installation completed. + +powershell -executionpolicy bypass .\torch-install.ps1 + + +echo eval_frame.py modification completed. press any key to exit +pause diff --git a/torch-install.ps1 b/torch-install.ps1 new file mode 100644 index 00000000..c68e86d3 --- /dev/null +++ b/torch-install.ps1 @@ -0,0 +1,51 @@ +$scriptDirectory = $PSScriptRoot +Set-Location $scriptDirectory + +## modify webui-user.bat +$filePath = $pwd.Path + "\webui-user.bat" + +$newContent = @" + +@echo off + +set PYTHON= +set GIT= +set VENV_DIR= +set COMMANDLINE_ARGS=--skip-torch-cuda-test --precision full --no-half --skip-prepare-environment +set PYTORCH_TRACING_MODE=TORCHFX + +call webui.bat + +"@ +$newContent | Set-Content -Path $filePath + + + + + + + +### modify eval_frame + +$eval_filePath = $pwd.Path + "\venv\Lib\site-packages\torch\_dynamo\eval_frame.py" + + + +#comment out the two lines to test torch.compile on windows +$replacements = @{ + " if sys.platform == `"win32`":" = "# if sys.platform == `"win32`":" + " raise RuntimeError(`"Windows not yet supported for torch.compile`")" = "# raise RuntimeError(`"Windows not yet supported for torch.compile`")" +} + + +$lines = Get-Content -Path $eval_filePath + +foreach ($search_Text in $replacements.Keys){ + $replaceText = $replacements[$search_text] + $lines = $lines.Replace($search_Text , $replaceText) +} + + +#write content back to file +$lines | Set-Content -Path $eval_filePath + From e2eac53651cf7c45c33037f9966c92d796915c73 Mon Sep 17 00:00:00 2001 From: ynimmaga Date: Mon, 14 Aug 2023 11:20:25 -0700 Subject: [PATCH 04/11] Added refresh button for config files --- scripts/openvino_accelerate.py | 43 +++++++++++++++++----------------- 1 file changed, 21 insertions(+), 22 deletions(-) diff --git a/scripts/openvino_accelerate.py b/scripts/openvino_accelerate.py index 14a68c20..4d5d0bde 100644 --- a/scripts/openvino_accelerate.py +++ b/scripts/openvino_accelerate.py @@ -22,6 +22,7 @@ from modules.processing import ( ) from modules.sd_models import CheckpointInfo from modules.shared import opts, state +from modules.ui_common import create_refresh_button from PIL import Image, ImageOps from pathlib import Path @@ -310,14 +311,14 @@ def set_scheduler(sd_model, sampler_name): return sd_model.scheduler -def get_diffusers_sd_model(local_config, model_config, sampler_name, enable_caching, openvino_device, mode): +def get_diffusers_sd_model(model_config, sampler_name, enable_caching, openvino_device, mode): if (model_state.recompile == 1): torch._dynamo.reset() openvino_clear_caches() curr_dir_path = os.getcwd() checkpoint_name = shared.opts.sd_model_checkpoint.split(" ")[0] checkpoint_path = os.path.join(curr_dir_path, 'models', 'Stable-diffusion', checkpoint_name) - if local_config: + if model_config != "None": local_config_file = os.path.join(curr_dir_path, 'configs', model_config) sd_model = StableDiffusionPipeline.from_single_file(checkpoint_path, local_config_file=local_config_file, load_safety_checker=False) else: @@ -434,7 +435,7 @@ def init_new(self, all_prompts, all_seeds, all_subseeds): raise RuntimeError(f"bad number of images passed: {len(imgs)}; expecting {self.batch_size} or less") -def process_images_openvino(p: StableDiffusionProcessing, local_config, model_config, sampler_name, enable_caching, openvino_device, mode) -> Processed: +def process_images_openvino(p: StableDiffusionProcessing, model_config, sampler_name, enable_caching, openvino_device, mode) -> Processed: """this is the main loop that both txt2img and img2img use; it calls func_init once inside all the scopes and func_sample once per batch""" if (mode == 0 and p.enable_hr): @@ -514,7 +515,7 @@ def process_images_openvino(p: StableDiffusionProcessing, local_config, model_co model_state.mode = mode model_state.model_hash = shared.sd_model.sd_model_hash - shared.sd_diffusers_model = get_diffusers_sd_model(local_config, model_config, sampler_name, enable_caching, openvino_device, mode) + shared.sd_diffusers_model = get_diffusers_sd_model(model_config, sampler_name, enable_caching, openvino_device, mode) shared.sd_diffusers_model.scheduler = set_scheduler(shared.sd_diffusers_model, sampler_name) extra_network_data = p.parse_extra_network_prompts() @@ -705,15 +706,20 @@ class Script(scripts.Script): def ui(self, is_img2img): core = Core() - config_dir_list = os.listdir(os.path.join(os.getcwd(), 'configs')) - config_list = [] - for file in config_dir_list: - if file.endswith('.yaml'): - config_list.append(file) + def get_config_list(): + config_dir_list = os.listdir(os.path.join(os.getcwd(), 'configs')) + config_list = [] + config_list.append("None") + for file in config_dir_list: + if file.endswith('.yaml'): + config_list.append(file) + return config_list + + with gr.Row(): + model_config = gr.Dropdown(label="Select a local config for the model from the configs directory of the webui root", choices=get_config_list(), value="None", visible=True) + create_refresh_button(model_config, get_config_list, lambda: {"choices": get_config_list()},"refresh_model_config") - local_config = gr.Checkbox(label="Use a local inference config file", value=False) - model_config = gr.Dropdown(label="Select a config for the model (Below config files are listed from the configs directory of the WebUI root)", choices=config_list, value="v1-inference.yaml", visible=False) openvino_device = gr.Dropdown(label="Select a device", choices=list(core.available_devices), value=model_state.device) override_sampler = gr.Checkbox(label="Override the sampling selection from the main UI (Recommended as only below sampling methods have been validated for OpenVINO)", value=True) sampler_name = gr.Radio(label="Select a sampling method", choices=["Euler a", "Euler", "LMS", "Heun", "DPM++ 2M", "LMS Karras", "DPM++ 2M Karras", "DDIM", "PLMS"], value="Euler a") @@ -731,13 +737,6 @@ class Script(scripts.Script): So it's normal for the first inference after a settings change to be slower, while subsequent inferences use the optimized compiled model and run faster. """) - def local_config_change(choice): - if choice: - return gr.update(visible=True) - else: - return gr.update(visible=False) - local_config.change(local_config_change, local_config, model_config) - def device_change(choice): if (model_state.device == choice): return gr.update(value="Device selected is " + choice, visible=True) @@ -747,9 +746,9 @@ class Script(scripts.Script): return gr.update(value="Device changed to " + choice + ". Model will be re-compiled", visible=True) openvino_device.change(device_change, openvino_device, warmup_status) - return [local_config, model_config, openvino_device, override_sampler, sampler_name, enable_caching] + return [model_config, openvino_device, override_sampler, sampler_name, enable_caching] - def run(self, p, local_config, model_config, openvino_device, override_sampler, sampler_name, enable_caching): + def run(self, p, model_config, openvino_device, override_sampler, sampler_name, enable_caching): model_state.partition_id = 0 os.environ["OPENVINO_TORCH_BACKEND_DEVICE"] = str(openvino_device) @@ -767,14 +766,14 @@ class Script(scripts.Script): mode = 0 if self.is_txt2img: mode = 0 - processed = process_images_openvino(p, local_config, model_config, p.sampler_name, enable_caching, openvino_device, mode) + processed = process_images_openvino(p, model_config, p.sampler_name, enable_caching, openvino_device, mode) else: if p.image_mask is None: mode = 1 else: mode = 2 p.init = functools.partial(init_new, p) - processed = process_images_openvino(p, local_config, model_config, p.sampler_name, enable_caching, openvino_device, mode) + processed = process_images_openvino(p, model_config, p.sampler_name, enable_caching, openvino_device, mode) return processed From 130024b6ce45599c6fca5d6f1a03517638a52244 Mon Sep 17 00:00:00 2001 From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com> Date: Wed, 16 Aug 2023 15:10:17 +0000 Subject: [PATCH 05/11] Bump gitpython from 3.1.30 to 3.1.32 Bumps [gitpython](https://github.com/gitpython-developers/GitPython) from 3.1.30 to 3.1.32. - [Release notes](https://github.com/gitpython-developers/GitPython/releases) - [Changelog](https://github.com/gitpython-developers/GitPython/blob/main/CHANGES) - [Commits](https://github.com/gitpython-developers/GitPython/compare/3.1.30...3.1.32) --- updated-dependencies: - dependency-name: gitpython dependency-type: direct:production ... Signed-off-by: dependabot[bot] --- requirements_versions.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements_versions.txt b/requirements_versions.txt index 77cedb4f..c8415715 100644 --- a/requirements_versions.txt +++ b/requirements_versions.txt @@ -1,4 +1,4 @@ -GitPython==3.1.30 +GitPython==3.1.32 Pillow==9.5.0 accelerate==0.18.0 basicsr==1.4.2 From 2a7e8e0dbc8163945a4bc01cf7be34c7a1795db7 Mon Sep 17 00:00:00 2001 From: Cavus Mustafa Date: Wed, 16 Aug 2023 11:06:55 -0700 Subject: [PATCH 06/11] Remote install PyTorch nightly from the repo --- torch-install.bat | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/torch-install.bat b/torch-install.bat index b3e3f6a3..080ed2d4 100644 --- a/torch-install.bat +++ b/torch-install.bat @@ -1,7 +1,7 @@ @echo off -start /wait cmd /k "%cd%\venv\Scripts\activate && pip install %cd%\torch-2.1.0.dev20230713+cpu-cp310-cp310-win_amd64.whl && exit" +start /wait cmd /k "%cd%\venv\Scripts\activate && pip install torch==2.1.0.dev20230713+cpu -f https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html && exit" echo torch 2.1.0 dev installation completed. From 5c3f296934aa25289e4c7f13100d728a1bb2e0d3 Mon Sep 17 00:00:00 2001 From: Qiacheng Li Date: Wed, 16 Aug 2023 12:43:48 -0700 Subject: [PATCH 07/11] Update torch-install.bat to remote install torch and torchvision nightly --- torch-install.bat | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/torch-install.bat b/torch-install.bat index 080ed2d4..2c5f3644 100644 --- a/torch-install.bat +++ b/torch-install.bat @@ -1,7 +1,7 @@ @echo off -start /wait cmd /k "%cd%\venv\Scripts\activate && pip install torch==2.1.0.dev20230713+cpu -f https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html && exit" +start /wait cmd /k "%cd%\venv\Scripts\activate && pip --pre install torch==2.1.0.dev20230713+cpu torchvision==0.16.0.dev20230713+cpu -f https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html && exit" echo torch 2.1.0 dev installation completed. From 89bdaa996cb841296e54ff675182220171c7a880 Mon Sep 17 00:00:00 2001 From: Qiacheng Li Date: Wed, 16 Aug 2023 12:46:03 -0700 Subject: [PATCH 08/11] Update torch-install.bat --- torch-install.bat | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/torch-install.bat b/torch-install.bat index 2c5f3644..56d0de45 100644 --- a/torch-install.bat +++ b/torch-install.bat @@ -1,7 +1,7 @@ @echo off -start /wait cmd /k "%cd%\venv\Scripts\activate && pip --pre install torch==2.1.0.dev20230713+cpu torchvision==0.16.0.dev20230713+cpu -f https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html && exit" +start /wait cmd /k "%cd%\venv\Scripts\activate && pip install --pre torch==2.1.0.dev20230713+cpu torchvision==0.16.0.dev20230713+cpu -f https://download.pytorch.org/whl/nightly/cpu/torch_nightly.html && exit" echo torch 2.1.0 dev installation completed. From bc63b2c2fc00779ea9a5c7c21fc8b79201dba586 Mon Sep 17 00:00:00 2001 From: Qiacheng Li Date: Thu, 17 Aug 2023 11:38:27 -0700 Subject: [PATCH 09/11] Update requirements.txt to include openvino prerelease 0811 --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 0a4aaf1c..4e8bb178 100644 --- a/requirements.txt +++ b/requirements.txt @@ -32,4 +32,4 @@ torchdiffeq torchsde transformers==4.30.0 diffusers==0.18.2 -openvino==2023.1.0.dev20230728 +openvino==2023.1.0.dev20230811 From 61f5b61255ebe7d25643a6eeccdc50d72a524da2 Mon Sep 17 00:00:00 2001 From: Qiacheng Li Date: Thu, 17 Aug 2023 11:53:09 -0700 Subject: [PATCH 10/11] Update requirements_versions.txt --- requirements_versions.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements_versions.txt b/requirements_versions.txt index c8415715..24af736f 100644 --- a/requirements_versions.txt +++ b/requirements_versions.txt @@ -30,5 +30,5 @@ torchdiffeq==0.2.3 torchsde==0.2.5 transformers==4.30.0 diffusers==0.18.2 -openvino==2023.1.0.dev20230728 +openvino==2023.1.0.dev20230811 From cc849e17234ac14530b03726b5a7d0266df0a54f Mon Sep 17 00:00:00 2001 From: Qiacheng Li Date: Fri, 18 Aug 2023 00:16:35 -0700 Subject: [PATCH 11/11] Added fixes for loading checkpoint config and checkpoint switching --- scripts/openvino_accelerate.py | 13 +++++++++---- 1 file changed, 9 insertions(+), 4 deletions(-) diff --git a/scripts/openvino_accelerate.py b/scripts/openvino_accelerate.py index 4d5d0bde..09e6caf0 100644 --- a/scripts/openvino_accelerate.py +++ b/scripts/openvino_accelerate.py @@ -14,15 +14,16 @@ import modules import modules.paths as paths import modules.scripts as scripts -from modules import images, devices, extra_networks, masking, shared +from modules import images, devices, extra_networks, masking, shared, sd_models_config from modules.processing import ( StableDiffusionProcessing, Processed, apply_overlay, apply_color_correction, get_fixed_seed, create_infotext, setup_color_correction, process_images ) -from modules.sd_models import CheckpointInfo +from modules.sd_models import CheckpointInfo, get_checkpoint_state_dict from modules.shared import opts, state from modules.ui_common import create_refresh_button +from modules.timer import Timer from PIL import Image, ImageOps from pathlib import Path @@ -318,16 +319,20 @@ def get_diffusers_sd_model(model_config, sampler_name, enable_caching, openvino_ curr_dir_path = os.getcwd() checkpoint_name = shared.opts.sd_model_checkpoint.split(" ")[0] checkpoint_path = os.path.join(curr_dir_path, 'models', 'Stable-diffusion', checkpoint_name) + checkpoint_info = CheckpointInfo(checkpoint_path) + timer = Timer() + state_dict = get_checkpoint_state_dict(checkpoint_info, timer) + checkpoint_config = sd_models_config.find_checkpoint_config(state_dict, checkpoint_info) + print("OpenVINO Script: created model from config : " + checkpoint_config) if model_config != "None": local_config_file = os.path.join(curr_dir_path, 'configs', model_config) sd_model = StableDiffusionPipeline.from_single_file(checkpoint_path, local_config_file=local_config_file, load_safety_checker=False) else: - sd_model = StableDiffusionPipeline.from_single_file(checkpoint_path, load_safety_checker=False, torch_dtype=torch.float32) + sd_model = StableDiffusionPipeline.from_single_file(checkpoint_path, local_config_file=checkpoint_config, load_safety_checker=False, torch_dtype=torch.float32) if (mode == 1): sd_model = StableDiffusionImg2ImgPipeline(**sd_model.components) elif (mode == 2): sd_model = StableDiffusionInpaintPipeline(**sd_model.components) - checkpoint_info = CheckpointInfo(checkpoint_path) sd_model.sd_checkpoint_info = checkpoint_info sd_model.sd_model_hash = checkpoint_info.calculate_shorthash() sd_model.safety_checker = None

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