vladmandic / automatic

SD.Next: Advanced Implementation of Stable Diffusion and other Diffusion-based generative image models
https://github.com/vladmandic/automatic
GNU Affero General Public License v3.0
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[Issue]: Inpainting on Intel Arc crashes #2736

Open daFritz84 opened 7 months ago

daFritz84 commented 7 months ago

Issue Description

I tried to inpaint a picture using ipex on an Intel Arc 750. However it crashes right in the Intel libs again.

Stack Trace:

                                                Stack trace of thread 24971:
                                                #0  0x00007034a18ac83c n/a (libc.so.6 + 0x8e83c)
                                                #1  0x00007034a185c668 raise (libc.so.6 + 0x3e668)
                                                #2  0x00007034a18444b8 abort (libc.so.6 + 0x264b8)
                                                #3  0x000070337de870a7 n/a (libze_intel_gpu.so.1 + 0x870a7)
                                                #4  0x000070337e362bc9 n/a (libze_intel_gpu.so.1 + 0x562bc9)
                                                #5  0x000070337df5a7a3 n/a (libze_intel_gpu.so.1 + 0x15a7a3)
                                                #6  0x000070338fa1795c n/a (/home/sseifried/vladmandic-webui/venv/lib/libpi_level_zero.so + 0x8995c)
                                                ELF object binary architecture: AMD x86-64

Looking at the log output from webui.sh, I see two suspicious assertions right before the crash (see relevant log output).

I already did disable all extensions, and I can confirm that I can generate images just fine using txt2img.

Thanks for any clues what might be wrong, Stefan

Version Platform Description

19:25:38-240594 INFO     Starting SD.Next                                                                                                                                                                
19:25:38-244377 INFO     Logger: file="/home/sseifried/vladmandic-webui/sdnext.log" level=INFO size=50387 mode=append                                                                                    
19:25:38-245575 INFO     Python 3.10.6 on Linux                                                                                                                                                          
19:25:38-282334 INFO     Version: app=sd.next updated=2023-12-30 hash=ab7b78cc url=https://github.com/vladmandic/automatic.git/tree/master                                                               
19:25:38-587679 INFO     Latest published version: 5fb290f443d5f38a5c9f6e6095aabeab8e3a991d 2024-01-13T13:47:29Z                                                                                         
19:25:38-605954 INFO     Platform: arch=x86_64 cpu= system=Linux release=6.7.0-arch3-1 python=3.10.6                                                                                                     
19:25:38-617660 INFO     Intel OneAPI Toolkit detected                                                                                                                                                   
19:25:38-671633 WARNING  Modified files: ['.python-version']                                                                                                                                             
19:25:38-685402 INFO     Extensions: disabled=['Lora', 'sd-webui-controlnet', 'sd-extension-system-info', 'sd-webui-agent-scheduler', 'sd-extension-chainner', 'stable-diffusion-webui-images-browser',  
                         'sd-extension-rembg']                                                                                                                                                           
19:25:38-687120 INFO     Extensions: enabled=['stable-diffusion-webui-rembg'] extensions-builtin                                                                                                         
19:25:38-688469 INFO     Extensions: enabled=[] extensions
19:25:38-706712 INFO     Command line args: ['--use-ipex'] use_ipex=True                                                                                                                                 
19:25:43-123635 INFO     Load packages: torch=2.1.0a0+cxx11.abi diffusers=0.25.0 gradio=3.43.2                                                                                                           
19:25:43-609095 INFO     Engine: backend=Backend.ORIGINAL compute=ipex mode=no_grad device=xpu cross-optimization="Scaled-Dot-Product"                                                                   
19:25:43-635771 INFO     Device: device=Intel(R) Arc(TM) A750 Graphics n=1 ipex=2.1.10+xpu    

Relevant log output

19:25:47-976624 INFO     Local URL: http://127.0.0.1:7860/                                                                                                                                               
19:25:47-977896 INFO     Initializing middleware                                                                                                                                                         
19:25:48-101664 INFO     Startup time: 9.38 { torch=3.54 gradio=0.84 libraries=2.91 extensions=0.13 face-restore=0.18 upscalers=0.48 ui-img2img=0.06 ui-extras=0.39 ui-settings=0.21 ui-extensions=0.13  
                         launch=0.15 api=0.12 }                                                                                                                                                          
19:26:12-781513 INFO     MOTD: N/A                                                                                                                                                                       
19:26:15-524562 INFO     Browser session: user=None client=127.0.0.1 agent=Mozilla/5.0 (X11; Linux x86_64; rv:121.0) Gecko/20100101 Firefox/121.0                                                        
19:26:44-732052 INFO     Select: model="dreamshaper_8 [879db523c3]"                                                                                                                                      
Loading model: /home/sseifried/vladmandic-webui/models/Stable-diffusion/dreamshaper_8.safetensors ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/2.1 GB -:--:--
19:26:44-797873 INFO     Setting Torch parameters: device=xpu dtype=torch.bfloat16 vae=torch.bfloat16 unet=torch.bfloat16 context=no_grad fp16=False bf16=True                                           
19:26:50-443233 INFO     LDM: LatentDiffusion: mode=eps                                                                                                                                                  
19:26:50-444645 INFO     LDM: DiffusionWrapper params=859.52M                                                                                                                                            
19:26:50-445948 INFO     Autodetect: model="Stable Diffusion" class=StableDiffusionPipeline file="/home/sseifried/vladmandic-webui/models/Stable-diffusion/dreamshaper_8.safetensors" size=2034MB        
19:26:52-675449 INFO     Applied IPEX Optimize.                                                                                                                                                          
19:26:52-676857 INFO     Cross-attention: optimization=Scaled-Dot-Product options=[]                                                                                                                     
19:26:52-786481 INFO     Load embeddings: loaded=0 skipped=0 time=0.10                                                                                                                                   
19:26:52-787759 INFO     Model loaded in 8.05 { create=5.62 apply=0.50 vae=0.67 move=0.88 hijack=0.18 embeddings=0.11 }                                                                                  
19:26:53-041281 INFO     Model load finished: {'ram': {'used': 7.08, 'total': 31.3}, 'gpu': {'used': 2.03, 'total': 7.94}, 'retries': 0, 'oom': 0} cached=0                                              
/build/intel-pytorch-extension/csrc/gpu/aten/operators/Indexing.h:670: operator(): global id: [0,0,0], local id: [0,0,0] Assertion `index >= -sizes[i] && index < sizes[i] && "index out of bounds"` failed
/build/intel-pytorch-extension/csrc/gpu/aten/operators/Indexing.h:670: operator(): global id: [0,0,0], local id: [0,0,0] Assertion `index >= -sizes[i] && index < sizes[i] && "index out of bounds"` failed

LIBXSMM_VERSION: main_stable-1.17-3651 (25693763)
LIBXSMM_TARGET: hsw [Intel(R) Core(TM) i7-6700 CPU @ 3.40GHz]
Registry and code: 13 MB
Command: /home/sseifried/vladmandic-webui/venv/bin/python3 -u launch.py --use-ipex
Uptime: 75.365912 s

Backend

Original

Branch

Master

Model

SD 1.5

Acknowledgements

Disty0 commented 7 months ago

Upstream IPEX issue: https://github.com/intel/intel-extension-for-pytorch/issues/505

Reproduced in the Docker image: https://github.com/Disty0/docker-sdnext-ipex/

Works fine in native Arch Linux.

Diffusers backend works fine in the Docker image. Use the Diffusers backend until the fix is implemented in IPEX itself.

daFritz84 commented 7 months ago

@Disty0 thanks for your effort I had this issue on arch native using original backend.

I tried to confirm your findings with your docker container, what are your settings? For myself I tried to inpaint on a completely white 512x512 png file and diffusers backend keeps crashing. I keep all my settings on default, except switching from original to diffusers backend

I already disabled controlnet extension because otherwise it wouldn't even try to start.

Launching ipexrun launch.py...
/python/venv/lib/python3.10/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: ''If you don't plan on using image functionality from `torchvision.io`, you can ignore this warning. Otherwise, there might be something wrong with your environment. Did you have `libjpeg` or `libpng` installed before building `torchvision` from source?
  warn(
/python/venv/lib/python3.10/site-packages/intel_extension_for_pytorch/launcher.py:102: UserWarning: Backend is not specified, it will automatically default to cpu.
  warnings.warn(
2024-01-20 09:23:54,133 - intel_extension_for_pytorch.cpu.launch.launch - INFO - Use 'jemalloc' memory allocator.
2024-01-20 09:23:54,133 - intel_extension_for_pytorch.cpu.launch.launch - INFO - Use 'auto' => 'intel' OpenMP runtime.
2024-01-20 09:23:54,134 - intel_extension_for_pytorch.cpu.launch.launch - INFO - Use 'taskset' multi-task manager.
2024-01-20 09:23:54,134 - intel_extension_for_pytorch.cpu.launch.launch - INFO - env: Untouched preset environment variables are not displayed.
2024-01-20 09:23:54,135 - intel_extension_for_pytorch.cpu.launch.launch - INFO - env: LD_PRELOAD=/usr/lib/x86_64-linux-gnu/libjemalloc.so:/python/venv/lib/libiomp5.so
2024-01-20 09:23:54,135 - intel_extension_for_pytorch.cpu.launch.launch - INFO - env: MALLOC_CONF=oversize_threshold:1,background_thread:true,metadata_thp:auto
2024-01-20 09:23:54,135 - intel_extension_for_pytorch.cpu.launch.launch - INFO - env: KMP_AFFINITY=granularity=fine,compact,1,0
2024-01-20 09:23:54,135 - intel_extension_for_pytorch.cpu.launch.launch - INFO - env: KMP_BLOCKTIME=1
2024-01-20 09:23:54,135 - intel_extension_for_pytorch.cpu.launch.launch - INFO - env: OMP_NUM_THREADS=4
2024-01-20 09:23:54,135 - intel_extension_for_pytorch.cpu.launch.launch - INFO - cmd: taskset -c 0-3 /python/venv/bin/python3 -u launch.py -f --use-ipex --listen
09:23:54-344104 INFO     Starting SD.Next                                                                                                                                                                
09:23:54-347766 INFO     Logger: file="/sdnext/sdnext.log" level=INFO size=164782 mode=append                                                                                                            
09:23:54-348989 INFO     Python 3.10.12 on Linux                                                                                                                                                         
09:23:54-377820 INFO     Version: app=sd.next updated=2024-01-13 hash=5fb290f4 url=https://github.com/vladmandic/automatic.git/tree/master                                                               
09:23:54-565654 INFO     Platform: arch=x86_64 cpu=x86_64 system=Linux release=6.7.0-arch3-1 python=3.10.12                                                                                              
09:23:54-573631 INFO     Intel OneAPI Toolkit detected                                                                                                                                                   
09:23:54-637763 INFO     Extensions: disabled=[]                                                                                                                                                         
09:23:54-639562 INFO     Extensions: enabled=['Lora', 'sd-webui-agent-scheduler', 'sd-extension-chainner', 'stable-diffusion-webui-images-browser', 'sd-extension-system-info',                          
                         'stable-diffusion-webui-rembg', 'sd-webui-controlnet'] extensions-builtin                                                                                                       
09:23:54-642838 INFO     Extensions: enabled=[] extensions                                                                                                                                               
09:23:54-644883 INFO     Startup: quick launch                                                                                                                                                           
09:23:54-646622 INFO     Verifying requirements                                                                                                                                                          
09:23:54-665184 INFO     Verifying packages                                                                                                                                                              
09:23:54-667280 INFO     Extensions: disabled=[]                                                                                                                                                         
09:23:54-668146 INFO     Extensions: enabled=['Lora', 'sd-webui-agent-scheduler', 'sd-extension-chainner', 'stable-diffusion-webui-images-browser', 'sd-extension-system-info',                          
                         'stable-diffusion-webui-rembg', 'sd-webui-controlnet'] extensions-builtin                                                                                                       
09:23:54-669682 INFO     Extensions: enabled=[] extensions                                                                                                                                               
09:23:54-672170 INFO     Extension preload: {'extensions-builtin': 0.0, 'extensions': 0.0}                                                                                                               
09:23:54-673575 INFO     Command line args: ['-f', '--use-ipex', '--listen'] listen=True f=True use_ipex=True                                                                                            
09:23:58-715301 INFO     Load packages: torch=2.1.0a0+cxx11.abi diffusers=0.25.0 gradio=3.43.2                                                                                                           
09:23:59-139799 INFO     Engine: backend=Backend.DIFFUSERS compute=ipex mode=no_grad device=xpu cross-optimization="Scaled-Dot-Product"                                                                  
09:23:59-170120 INFO     Device: device=Intel(R) Arc(TM) A750 Graphics n=1 ipex=2.1.10+xpu                                                                                                               
2024-01-20 09:23:59.687105: E tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:9342] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
2024-01-20 09:23:59.687139: E tensorflow/compiler/xla/stream_executor/cuda/cuda_fft.cc:609] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
2024-01-20 09:23:59.687169: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:1518] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
2024-01-20 09:24:00.768020: I itex/core/wrapper/itex_cpu_wrapper.cc:70] Intel Extension for Tensorflow* AVX2 CPU backend is loaded.
2024-01-20 09:24:01.003427: I itex/core/wrapper/itex_gpu_wrapper.cc:35] Intel Extension for Tensorflow* GPU backend is loaded.
2024-01-20 09:24:01.040545: I itex/core/graph/xpu_graph.cc:130] Please enable TF_ENABLE_ONEDNN_OPTS.So can benefit from the optimization of the MklCPUAllocator memory allocation.
2024-01-20 09:24:01.056139: I itex/core/devices/gpu/itex_gpu_runtime.cc:129] Selected platform: Intel(R) Level-Zero
2024-01-20 09:24:01.056173: I itex/core/devices/gpu/itex_gpu_runtime.cc:154] number of sub-devices is zero, expose root device.
09:24:01-372151 INFO     Available VAEs: path="models/VAE" items=0                                                                                                                                       
09:24:01-373452 INFO     Disabled extensions: ['sd-webui-controlnet']                                                                                                                                    
09:24:01-375418 INFO     Available models: path="models/Stable-diffusion" items=1 time=0.00                                                                                                              
09:24:01-557847 INFO     Extension: script='scripts/faceid.py' [2;36m09:24:01-556285[0m[2;36m [0m[1;31mERROR   [0m FaceID: No module named [32m'insightface'[0m                                          
09:24:02-487770 INFO     Extension: script='extensions-builtin/sd-webui-agent-scheduler/scripts/task_scheduler.py' Using sqlite file: extensions-builtin/sd-webui-agent-scheduler/task_scheduler.sqlite3 
09:24:02-668395 INFO     Extensions time: 1.14 { Lora=0.37 sd-webui-agent-scheduler=0.50 stable-diffusion-webui-images-browser=0.18 }                                                                    
09:24:02-727770 INFO     Load UI theme: name="black-teal" style=Auto base=sdnext.css                                                                                                                     
09:24:04-237446 INFO     Local URL: http://localhost:7860/                                                                                                                                               
09:24:04-238687 INFO     Initializing middleware                                                                                                                                                         
09:24:04-420810 INFO     [AgentScheduler] Task queue is empty                                                                                                                                            
09:24:04-421935 INFO     [AgentScheduler] Registering APIs                                                                                                                                               
09:24:04-555356 INFO     Startup time: 9.86 { torch=3.14 gradio=0.86 libraries=2.66 extensions=1.14 face-restore=0.15 upscalers=0.05 ui-extra-networks=0.08 ui-img2img=0.06 ui-control=0.05              
                         ui-settings=0.18 ui-extensions=0.65 ui-defaults=0.09 launch=0.26 api=0.10 app-started=0.21 }                                                                                    
09:27:44-800417 INFO     Select: model="dreamshaper_8 [879db523c3]"                                                                                                                                      
Loading model: /sdnext/models/Stable-diffusion/dreamshaper_8.safetensors ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/2.1 GB -:--:--
09:27:44-878954 INFO     Setting Torch parameters: device=xpu dtype=torch.bfloat16 vae=torch.bfloat16 unet=torch.bfloat16 context=no_grad fp16=False bf16=True                                           
09:27:44-881047 INFO     Autodetect: model="Stable Diffusion" class=StableDiffusionPipeline file="/sdnext/models/Stable-diffusion/dreamshaper_8.safetensors" size=2034MB                                 
09:27:47-904247 INFO     IPEX Optimize: time=0.16                                                                                                                                                        
09:27:47-916525 INFO     Load embeddings: loaded=0 skipped=0 time=0.00                                                                                                                                   
09:27:48-223151 INFO     Load model: time=3.11 { load=3.11 } native=512 {'ram': {'used': 6.58, 'total': 31.3}, 'gpu': {'used': 2.06, 'total': 7.94}, 'retries': 0, 'oom': 0}                             

LIBXSMM_VERSION: main_stable-1.17-3651 (25693763)
LIBXSMM_TARGET: hsw [Intel(R) Core(TM) i7-6700 CPU @ 3.40GHz]
Registry and code: 13 MB
Command: /python/venv/bin/python3 -u launch.py -f --use-ipex --listen
Uptime: 234.754138 s
Disty0 commented 7 months ago

Reproduced it with UniPC Sampler + Original Backend on native Arch Linux too. Diffusers is still working fine. Try starting the webui like this:

DISABLE_IPEXRUN=1 ./webui.sh --use-ipex

Also try switching to dev branch and try with using the system OneAPI. Install OneAPI basekit with your package manager and activate it, then start the webui like this:

DISABLE_VENV_LIBS=1 ./webui.sh --use-ipex

My settings for the Docker image is a brand new install with default settings but using Euler a sampler.

daFritz84 commented 7 months ago

@Disty0 Forgot to mention, that it works on Arch native. It just doesn't work in docker for some reason.