Why am I not able to increase the speed of z-image turbo by 20% using Patch Sage Attention? It should be giving me generations approximately every 0.76 seconds

RTX 5090, TORCH 2.8.0, CUDA 12.8, python 3.12

i have in ComfyUI

sageattention 2.2.0
sageattn3 1.0.0

I'm getting the following:

**1st test**

without SA: 0.95 seg
SA default: 0.91 seg
SA qk int8 pv fp16 cuda: 0.92 seg
SA qk int8 pv fp16 triton: 0.89 seg
SA qk int8 pv fp8 cuda: 0.89 seg
SA qk int8 pv fp8 cuda++: 0.89 seg

-

**2nd test**

without SA: 0.95 seg
SA default: 0.88 seg
SA qk int8 pv fp16 cuda: 0.96 seg
SA qk int8 pv fp16 triton: 0.88 seg
SA qk int8 pv fp8 cuda: 0.90 seg
SA qk int8 pv fp8 cuda++: 0.87 seg

-

(venv) root@b1001b4a1476:/workspace/ComfyUI# ^C
(venv) root@b1001b4a1476:/workspace/ComfyUI# ^C
(venv) root@b1001b4a1476:/workspace/ComfyUI# ^C
(venv) root@b1001b4a1476:/workspace/ComfyUI# ^C
(venv) root@b1001b4a1476:/workspace/ComfyUI# cd /workspace/ComfyUI
source venv/bin/activate
python main.py --listen 0.0.0.0 --port 9999
[ComfyUI-Manager] Using uv as Python module for pip operations.
Using Python 3.12.3 environment at: venv
[START] Security scan
[DONE] Security scan
## ComfyUI-Manager: installing dependencies done.
** ComfyUI startup time: 2025-11-27 20:57:01.475
** Platform: Linux
** Python version: 3.12.3 (main, Aug 14 2025, 17:47:21) [GCC 13.3.0]
** Python executable: /workspace/ComfyUI/venv/bin/python
** ComfyUI Path: /workspace/ComfyUI
** ComfyUI Base Folder Path: /workspace/ComfyUI
** User directory: /workspace/ComfyUI/user
** ComfyUI-Manager config path: /workspace/ComfyUI/user/default/ComfyUI-Manager/config.ini
** Log path: /workspace/ComfyUI/user/comfyui.log
Using Python 3.12.3 environment at: venv
Using Python 3.12.3 environment at: venv

Prestartup times for custom nodes:
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Easy-Use
0.0 seconds: /workspace/ComfyUI/custom_nodes/rgthree-comfy
4.5 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Manager

Checkpoint files will always be loaded safely.
Total VRAM 32110 MB, total RAM 190812 MB
pytorch version: 2.8.0+cu128
Set vram state to: NORMAL_VRAM
Device: cuda:0 NVIDIA GeForce RTX 5090 : cudaMallocAsync
Enabled pinned memory 181271.0
Using pytorch attention
Python version: 3.12.3 (main, Aug 14 2025, 17:47:21) [GCC 13.3.0]
ComfyUI version: 0.3.75
ComfyUI frontend version: 1.32.9
[Prompt Server] web root: /workspace/ComfyUI/venv/lib/python3.12/site-packages/comfyui_frontend_package/static
Total VRAM 32110 MB, total RAM 190812 MB
pytorch version: 2.8.0+cu128
Set vram state to: NORMAL_VRAM
Device: cuda:0 NVIDIA GeForce RTX 5090 : cudaMallocAsync
Enabled pinned memory 181271.0
### Loading: ComfyUI-Inspire-Pack (V1.23)
**************导入block_sparse_attn失败,调用临时函数;Using wrapper block_sparse_attn ,need to install block_sparse_attn to get better performance*************

[FlashVSR] Loading nodes...
[FlashVSR] ✓ SageAttention detected (~20-30% speedup enabled)
[FlashVSR] ✓ Loaded 2 node(s)

Warning: Could not register custom types for StarNodes settings
Traceback (most recent call last):
File "/workspace/ComfyUI/venv/lib/python3.12/site-packages/wand/api.py", line 159, in
libraries = load_library()
^^^^^^^^^^^^^^
File "/workspace/ComfyUI/venv/lib/python3.12/site-packages/wand/api.py", line 148, in load_library
raise IOError('cannot find library; tried paths: ' + repr(tried_paths))
OSError: cannot find library; tried paths: []

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
File "/workspace/ComfyUI/nodes.py", line 2136, in load_custom_node
module_spec.loader.exec_module(module)
File "", line 995, in exec_module
File "", line 488, in _call_with_frames_removed
File "/workspace/ComfyUI/custom_nodes/ComfyUI-MagickWand/__init__.py", line 1, in
from .nodes import NODE_CLASS_MAPPINGS
File "/workspace/ComfyUI/custom_nodes/ComfyUI-MagickWand/nodes.py", line 2, in
from wand.image import Image
File "/workspace/ComfyUI/venv/lib/python3.12/site-packages/wand/image.py", line 18, in
from . import assertions
File "/workspace/ComfyUI/venv/lib/python3.12/site-packages/wand/assertions.py", line 156, in
from .color import Color # noqa: E402
^^^^^^^^^^^^^^^^^^^^^^^^
File "/workspace/ComfyUI/venv/lib/python3.12/site-packages/wand/color.py", line 10, in
from .api import library
File "/workspace/ComfyUI/venv/lib/python3.12/site-packages/wand/api.py", line 183, in
raise ImportError('MagickWand shared library not found.\n'
ImportError: MagickWand shared library not found.
You probably had not installed ImageMagick library.
Try to install:
https://docs.wand-py.org/en/latest/guide/install.html

Cannot import /workspace/ComfyUI/custom_nodes/ComfyUI-MagickWand module for custom nodes: MagickWand shared library not found.
You probably had not installed ImageMagick library.
Try to install:
https://docs.wand-py.org/en/latest/guide/install.html
### Loading: ComfyUI-Impact-Subpack (V1.3.5)
[Impact Pack/Subpack] Using folder_paths to determine whitelist path: /workspace/ComfyUI/user/default/ComfyUI-Impact-Subpack/model-whitelist.txt
[Impact Pack/Subpack] Ensured whitelist directory exists: /workspace/ComfyUI/user/default/ComfyUI-Impact-Subpack
[Impact Pack/Subpack] Loaded 0 model(s) from whitelist: /workspace/ComfyUI/user/default/ComfyUI-Impact-Subpack/model-whitelist.txt
[Impact Subpack] ultralytics_bbox: /workspace/ComfyUI/models/ultralytics/bbox
[Impact Subpack] ultralytics_segm: /workspace/ComfyUI/models/ultralytics/segm
Web extensions folder found at /workspace/ComfyUI/web/extensions/ComfyLiterals
WAS Node Suite: OpenCV Python FFMPEG support is enabled
WAS Node Suite: `ffmpeg_bin_path` is set to: /usr/bin/ffmpeg
WAS Node Suite: Finished. Loaded 220 nodes successfully.

"The artist's world is limitless. It can be found anywhere, far from where he lives or a few feet away. It is always on his doorstep." - Paul Strand

__ ______ ____ ____ ____ _ _
\ \ / / _ \ / ___| __ _ _ __ ___ ___| _ \ _____ __/ ___(_)_ __| |
\ \ / /| |_) | | _ / _` | '_ ` _ \ / _ \ | | |/ _ \ \ / / | _| | '__| |
\ V / | _ <| |_| | (_| | | | | | | __/ |_| | __/\ V /| |_| | | | | |
\_/ |_| \_\\____|\__,_|_| |_| |_|\___|____/ \___| \_/ \____|_|_| |_|

🎮 VRGameDevGirl custom nodes loaded successfully! 🎞️

All packages from requirements.txt are installed and up to date.
llama-cpp installed
All packages from requirements.txt are installed and up to date.
Found NVIDIA GPU: True
LP >>> Your python has the 'onnxruntime' library installed, although your computer supports 'onnxruntime-gpu'.
LP >>> Solution: If other node packages do not use the 'onnxruntime' library, then remove the 'onnxruntime' library for your python.
LP >>> Close ComfyUI and run the script at .\ComfyUI\custom_nodes\ComfyUI-LevelPixel-Advanced\scripts\remove_onnxruntime.bat
[Recognize Anything] RAM models found:
⚡ SeedVR2 optimizations check: Flash Attention ✅ | Triton ✅
📊 Initial CUDA memory: 30.86GB free / 31.36GB total
2025-11-27 20:59:01.938 | INFO | lightx2v.common.ops.attn.flash_attn::15 - flash_attn_varlen_func_v3 not found, please install flash_attn3 first
2025-11-27 20:59:01.988 | INFO | lightx2v.common.ops.attn.flash_attn::21 - torch_mlu_ops not found.
2025-11-27 20:59:02.067 | INFO | lightx2v.common.ops.attn.sage_attn::33 - torch_mlu_ops not found.
W1127 20:59:03.219000 24141 venv/lib/python3.12/site-packages/torch/utils/cpp_extension.py:2425] TORCH_CUDA_ARCH_LIST is not set, all archs for visible cards are included for compilation.
W1127 20:59:03.219000 24141 venv/lib/python3.12/site-packages/torch/utils/cpp_extension.py:2425] If this is not desired, please set os.environ['TORCH_CUDA_ARCH_LIST'] to specific architectures.
INFO 11-27 20:59:04 [__init__.py:216] Automatically detected platform cuda.
Efficiency Nodes: Attempting to add Control Net options to the 'HiRes-Fix Script' Node (comfyui_controlnet_aux add-on)...Success!
WAS Node Suite: OpenCV Python FFMPEG support is enabled
WAS Node Suite: `ffmpeg_bin_path` is set to: /usr/bin/ffmpeg
WAS Node Suite: Finished. Loaded 220 nodes successfully.

"Believe you can and you're halfway there." - Theodore Roosevelt

[/workspace/ComfyUI/custom_nodes/comfyui_controlnet_aux] | INFO -> Using ckpts path: /workspace/ComfyUI/custom_nodes/comfyui_controlnet_aux/ckpts
[/workspace/ComfyUI/custom_nodes/comfyui_controlnet_aux] | INFO -> Using symlinks: False
[/workspace/ComfyUI/custom_nodes/comfyui_controlnet_aux] | INFO -> Using ort providers: ['CUDAExecutionProvider', 'DirectMLExecutionProvider', 'OpenVINOExecutionProvider', 'ROCMExecutionProvider', 'CPUExecutionProvider', 'CoreMLExecutionProvider']
xFormers not available
xFormers not available
xFormers not available
xFormers not available
[ComfyUI-Easy-Use] server: v1.3.4 Loaded
[ComfyUI-Easy-Use] web root: /workspace/ComfyUI/custom_nodes/ComfyUI-Easy-Use/web_version/v2 Loaded

[rgthree-comfy] Loaded 48 extraordinary nodes. 🎉

[CRT-Nodes __init__] Importing node classes...
Loading crt-nodes module
✅ ControlNet Aux loaded from 'comfyui_controlnet_aux' with 47 preprocessors
[CRT-Nodes __init__] Registering custom model paths...
... 'ultralytics_bbox' path registered.
... 'ultralytics_segm' path registered.
[CRT-Nodes __init__] INITIALIZATION COMPLETE.
### Loading: ComfyUI-Impact-Pack (V8.28)
[Impact Pack] Wildcard total size (0.00 MB) is within cache limit (50.00 MB). Using full cache mode.
[Impact Pack] Wildcards loading done.
✅ 成功加载模块: banana imagesize by ratio.py
✅ 成功加载模块: TEXTSAVE_PATH_v3.py
✅ 成功加载模块: Mask_selector.py
✅ 成功加载模块: txt.py
✅ 成功加载模块: string_empty_word.py
✅ 成功加载模块: string_del_word.py
✅ 成功加载模块: show.py
✅ 成功加载模块: random prompt_v1.py
✅ 成功加载模块: png.py
✅ 成功加载模块: mask.py
✅ 成功加载模块: logic.py
✅ 成功加载模块: imageconcante_V1.py
✅ 成功加载模块: imageblend_v1.py
✅ 成功加载模块: imagebach.py
✅ 成功加载模块: image_text_V1.py
✅ 成功加载模块: image_resize_v3.py
✅ 成功加载模块: image_resize_v2.py
✅ 成功加载模块: image_resize_v1.py
✅ 成功加载模块: image_ratio_V1.py
✅ 成功加载模块: add_label.py
✅ 成功加载模块: Textsave_PATH_v2.py
✅ 成功加载模块: TEXTSAVE_PATH_v1.py
✅ 成功加载模块: PDimage_corp_v2.py
✅ 成功加载模块: PDimage_corp_v1.py
✅ 成功加载模块: PDimage.py
✅ 成功加载模块: PD_image_ratiosize.py
✅ 成功加载模块: PD_image_crop_v2.py
✅ 成功加载模块: PD_Text Overlay Node.py
✅ 成功加载模块: PD_RemoveWhiteBorder.py
✅ 成功加载模块: PD_Image_Rotate_v1.py
✅ 成功加载模块: PD_ImageListForSort.py
✅ 成功加载模块: PD_CropBorder.py
✅ 成功加载模块: PDMaskSelection.py
✅ 成功加载模块: Image Blend and White.py
✅ 成功加载模块: IMAGESAVE_PATH_v3.py
✅ 成功加载模块: IMAGESAVE_PATH_v2.py
✅ 成功加载模块: IMAGESAVE_PATH_v1.py
✅ 成功加载模块: Fill_mask.py
==================================================
🎨 Comfyui_PDuse 节点套件加载完成
==================================================
📦 总计加载节点数量: 47
📋 已加载的节点:
• PD：banana imagesize by ratio
• PDTEXT:SAVE_PATH_V3
• PD_Mask Selector
• PDstring:removecolorwords
• PDstring:del_EmptyLine
• PD_empty_word
• PD_del_word
• PD Show Text
• PD: Random Prompt
• PD:remove_background
• PD:Select_Mask
• PD:String
• PD:stringconcate
• PD:imageconcante_V1
• PD:Image Blend V1
• PDIMAGE:ImageCombine
• PD:Image_and_Text
• PD:image_resize_V3
• PD:image_resize_V2
• PD:image_resize_v1
• PD:Image Ratio Crop
• PD_Add Label
• PDTEXT:SAVE_PATH_V2
• PDTEXT:SAVE_PATH_V1
• PD:Image Crop V2
• PD:Image Crop V1
• PD:Image Crop Location
• PD:Image centerCrop
• PD:GetImageSize
• PD:GetImageRatio
• PDIMAGE:LongerSize
• PD_image ratiosize
• PD Image Crop Location_V2
• PD_Text Overlay Node
• PD_RemoveWhiteBorder
• PD:Image Rotate
• PD Image List Sort
• PD Image List Sort (With Metadata)
• PD_BatchCropBlackBorder
• PD_CropBorder
• PD:MASK SELECTION
• PD:Add White Background
• PDIMAGE:SAVE_PATH_V3
• PDIMAGE:SAVE_PATH_V2
• PDIMAGE:SAVE_PATH
• PD:Mask Fill Holes
• PD:Mask Remove Small Objects
==================================================
------------------------------------------
Comfyroll Studio v1.76 : 175 Nodes Loaded
------------------------------------------
** For changes, please see patch notes at https://github.com/Suzie1/ComfyUI_Comfyroll_CustomNodes/blob/main/Patch_Notes.md
** For help, please see the wiki at https://github.com/Suzie1/ComfyUI_Comfyroll_CustomNodes/wiki
------------------------------------------

Initializing ControlAltAI Nodes
[MultiGPU Core Patching] Patching mm.soft_empty_cache for Comprehensive Memory Management (VRAM + CPU + Store Pruning)
[MultiGPU Core Patching] Patching mm.get_torch_device, mm.text_encoder_device, mm.unet_offload_device
[MultiGPU DEBUG] Initial current_device: cuda:0
[MultiGPU DEBUG] Initial current_text_encoder_device: cuda:0
[MultiGPU DEBUG] Initial current_unet_offload_device: cpu
[MultiGPU] Initiating custom_node Registration. . .
-----------------------------------------------
custom_node Found Nodes
-----------------------------------------------
ComfyUI-LTXVideo N 0
ComfyUI-Florence2 Y 2
ComfyUI_bitsandbytes_NF4 N 0
x-flux-comfyui N 0
ComfyUI-MMAudio Y 3
ComfyUI-GGUF Y 18
PuLID_ComfyUI N 0
ComfyUI-WanVideoWrapper Y 20
-----------------------------------------------
[MultiGPU] Registration complete. Final mappings: CheckpointLoaderAdvancedMultiGPU, CheckpointLoaderAdvancedDisTorch2MultiGPU, UNetLoaderLP, UNETLoaderMultiGPU, VAELoaderMultiGPU, CLIPLoaderMultiGPU, DualCLIPLoaderMultiGPU, TripleCLIPLoaderMultiGPU, QuadrupleCLIPLoaderMultiGPU, CLIPVisionLoaderMultiGPU, CheckpointLoaderSimpleMultiGPU, ControlNetLoaderMultiGPU, DiffusersLoaderMultiGPU, DiffControlNetLoaderMultiGPU, UNETLoaderDisTorch2MultiGPU, VAELoaderDisTorch2MultiGPU, CLIPLoaderDisTorch2MultiGPU, DualCLIPLoaderDisTorch2MultiGPU, TripleCLIPLoaderDisTorch2MultiGPU, QuadrupleCLIPLoaderDisTorch2MultiGPU, CLIPVisionLoaderDisTorch2MultiGPU, CheckpointLoaderSimpleDisTorch2MultiGPU, ControlNetLoaderDisTorch2MultiGPU, DiffusersLoaderDisTorch2MultiGPU, DiffControlNetLoaderDisTorch2MultiGPU, Florence2ModelLoaderMultiGPU, DownloadAndLoadFlorence2ModelMultiGPU, MMAudioModelLoaderMultiGPU, MMAudioFeatureUtilsLoaderMultiGPU, MMAudioSamplerMultiGPU, UnetLoaderGGUFDisTorchMultiGPU, UnetLoaderGGUFAdvancedDisTorchMultiGPU, CLIPLoaderGGUFDisTorchMultiGPU, DualCLIPLoaderGGUFDisTorchMultiGPU, TripleCLIPLoaderGGUFDisTorchMultiGPU, QuadrupleCLIPLoaderGGUFDisTorchMultiGPU, UnetLoaderGGUFDisTorch2MultiGPU, UnetLoaderGGUFAdvancedDisTorch2MultiGPU, CLIPLoaderGGUFDisTorch2MultiGPU, DualCLIPLoaderGGUFDisTorch2MultiGPU, TripleCLIPLoaderGGUFDisTorch2MultiGPU, QuadrupleCLIPLoaderGGUFDisTorch2MultiGPU, UnetLoaderGGUFMultiGPU, UnetLoaderGGUFAdvancedMultiGPU, CLIPLoaderGGUFMultiGPU, DualCLIPLoaderGGUFMultiGPU, TripleCLIPLoaderGGUFMultiGPU, QuadrupleCLIPLoaderGGUFMultiGPU, LoadWanVideoT5TextEncoderMultiGPU, WanVideoTextEncodeMultiGPU, WanVideoTextEncodeCachedMultiGPU, WanVideoTextEncodeSingleMultiGPU, WanVideoVAELoaderMultiGPU, WanVideoTinyVAELoaderMultiGPU, WanVideoBlockSwapMultiGPU, WanVideoImageToVideoEncodeMultiGPU, WanVideoDecodeMultiGPU, WanVideoModelLoaderMultiGPU, WanVideoSamplerMultiGPU, WanVideoVACEEncodeMultiGPU, WanVideoEncodeMultiGPU, LoadWanVideoClipTextEncoderMultiGPU, WanVideoClipVisionEncodeMultiGPU, WanVideoControlnetLoaderMultiGPU, FantasyTalkingModelLoaderMultiGPU, Wav2VecModelLoaderMultiGPU, WanVideoUni3C_ControlnetLoaderMultiGPU, DownloadAndLoadWav2VecModelMultiGPU
xFormers not available
xFormers not available
[Crystools INFO] Crystools version: 1.27.4
[Crystools INFO] Platform release: 6.8.0-71-generic
[Crystools INFO] JETSON: Not detected.
[Crystools INFO] CPU: AMD Ryzen 9 9950X 16-Core Processor - Arch: x86_64 - OS: Linux 6.8.0-71-generic
[Crystools INFO] pynvml (NVIDIA) initialized.
[Crystools INFO] GPU/s:
[Crystools INFO] 0) NVIDIA GeForce RTX 5090
[Crystools INFO] NVIDIA Driver: 575.57.08
Using pytorch attention
(RES4LYF) Init
(RES4LYF) Importing beta samplers.
(RES4LYF) Importing legacy samplers.
# 😺dzNodes: LayerStyle -> Cannot import name 'guidedFilter' from 'cv2.ximgproc'
A few nodes cannot works properly, while most nodes are not affected. Please REINSTALL package 'opencv-contrib-python'.
For detail refer to https://github.com/chflame163/ComfyUI_LayerStyle/issues/5
Ib Custom Nodes: Loaded
ComfyUI-GGUF: Allowing full torch compile
[MultiGPU Core Patching] text_encoder_device_patched returning device: cuda:0 (current_text_encoder_device=cuda:0)
[MultiGPU Core Patching] text_encoder_device_patched returning device: cuda:0 (current_text_encoder_device=cuda:0)
Efficiency Nodes: Attempting to add Control Net options to the 'HiRes-Fix Script' Node (comfyui_controlnet_aux add-on)...Success!
Loaded Efficiency nodes from /workspace/ComfyUI/custom_nodes/efficiency-nodes-comfyui
Loaded comfyui_controlnet_aux nodes from /workspace/ComfyUI/custom_nodes/comfyui_controlnet_aux
Could not find AdvancedControlNet nodes
Could not find AnimateDiff nodes
Could not find IPAdapter nodes
Loaded VideoHelperSuite from /workspace/ComfyUI/custom_nodes/ComfyUI-VideoHelperSuite
### Loading: ComfyUI-Impact-Pack (V8.28)
### Loading: ComfyUI-Impact-Pack (V8.28)
Loaded ImpactPack nodes from /workspace/ComfyUI/custom_nodes/ComfyUI-Impact-Pack
[Impact Pack] Wildcard total size (0.00 MB) is within cache limit (50.00 MB). Using full cache mode.
[Impact Pack] Wildcards loading done.
[Impact Pack] Wildcard total size (0.00 MB) is within cache limit (50.00 MB). Using full cache mode.
[Impact Pack] Wildcards loading done.
### Loading: ComfyUI-Manager (V3.37.2)
[ComfyUI-Manager] network_mode: public
### ComfyUI Version: v0.3.75-10-ga2d60aad | Released on '2025-11-26'

Import times for custom nodes:
0.0 seconds: /workspace/ComfyUI/custom_nodes/websocket_image_save.py
0.0 seconds: /workspace/ComfyUI/custom_nodes/comfyui-imageautotone
0.0 seconds: /workspace/ComfyUI/custom_nodes/comfy-image-saver
0.0 seconds: /workspace/ComfyUI/custom_nodes/masquerade-nodes-comfyui
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-mxToolkit
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-WanMoeKSampler
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI_Ib_CustomNodes
0.0 seconds: /workspace/ComfyUI/custom_nodes/wanblockswap
0.0 seconds: /workspace/ComfyUI/custom_nodes/comfyui-saveimage-plus
0.0 seconds: /workspace/ComfyUI/custom_nodes/cg-use-everywhere
0.0 seconds: /workspace/ComfyUI/custom_nodes/comfyui_ttp_toolset
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Image-Size-Tools
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Inpaint-CropAndStitch
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-SoundFlow
0.0 seconds: /workspace/ComfyUI/custom_nodes/soundflow
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Basic-Math
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyLiterals
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-VAE-Utils
0.0 seconds: /workspace/ComfyUI/custom_nodes/comfyui-detail-daemon
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-MelBandRoFormer
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-GGUF
0.0 seconds: /workspace/ComfyUI/custom_nodes/LanPaint
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Unusual-Tools
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-MagCache
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Florence2
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI_essentials
0.0 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-WanAnimatePreprocess
0.1 seconds: /workspace/ComfyUI/custom_nodes/comfyui-various
0.1 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-RadialAttn
0.1 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Image-Saver
0.1 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-MultiGPU
0.1 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-DepthAnythingV2
0.1 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-KJNodes
0.1 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Custom-Scripts
0.1 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Chibi-Nodes
0.1 seconds: /workspace/ComfyUI/custom_nodes/derfuu_comfyui_moddednodes
0.1 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Frame-Interpolation
0.1 seconds: /workspace/ComfyUI/custom_nodes/ControlAltAI-Nodes
0.1 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-FlashVSR
0.1 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Video-Depth-Anything
0.1 seconds: /workspace/ComfyUI/custom_nodes/comfyui-dream-video-batches
0.1 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-segment-anything-2
0.2 seconds: /workspace/ComfyUI/custom_nodes/comfyui_controlnet_aux
0.2 seconds: /workspace/ComfyUI/custom_nodes/rgthree-comfy
0.2 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI_Comfyroll_CustomNodes
0.2 seconds: /workspace/ComfyUI/custom_nodes/Comfyui_PDuse
0.3 seconds: /workspace/ComfyUI/custom_nodes/comfyui-vrgamedevgirl
0.3 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-VideoHelperSuite
0.4 seconds: /workspace/ComfyUI/custom_nodes/comfyui-art-venture
0.5 seconds: /workspace/ComfyUI/custom_nodes/audio-separation-nodes-comfyui
0.5 seconds: /workspace/ComfyUI/custom_nodes/efficiency-nodes-comfyui
0.5 seconds: /workspace/ComfyUI/custom_nodes/comfyui-dynamicprompts
0.6 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-WanVideoWrapper
0.6 seconds: /workspace/ComfyUI/custom_nodes/comfyui-impact-subpack
0.7 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Inspire-Pack
0.7 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI_LayerStyle
0.7 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Impact-Pack
0.8 seconds: /workspace/ComfyUI/custom_nodes/CRT-Nodes
0.9 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Easy-Use
0.9 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-SeedVR2_VideoUpscaler
1.0 seconds (IMPORT FAILED): /workspace/ComfyUI/custom_nodes/ComfyUI-MagickWand
1.1 seconds: /workspace/ComfyUI/custom_nodes/kaytool
1.3 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-MMAudio
1.4 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Crystools
1.7 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Manager
2.0 seconds: /workspace/ComfyUI/custom_nodes/RES4LYF
2.1 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-Inspyrenet-Rembg
2.2 seconds: /workspace/ComfyUI/custom_nodes/comfyui-propost
3.3 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-GIMM-VFI
3.5 seconds: /workspace/ComfyUI/custom_nodes/comfyui-levelpixel-advanced
4.2 seconds: /workspace/ComfyUI/custom_nodes/was-node-suite-comfyui
4.8 seconds: /workspace/ComfyUI/custom_nodes/rembg-comfyui-node
5.0 seconds: /workspace/ComfyUI/custom_nodes/was-ns
8.2 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI-LightVAE
21.5 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI_StarNodes
28.2 seconds: /workspace/ComfyUI/custom_nodes/ComfyUI_FlashVSR

[ComfyUI-Manager] default cache updated: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/alter-list.json
[ComfyUI-Manager] default cache updated: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/model-list.json
[ComfyUI-Manager] default cache updated: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/github-stats.json
[ComfyUI-Manager] default cache updated: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/extension-node-map.json
[ComfyUI-Manager] default cache updated: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/custom-node-list.json
Context impl SQLiteImpl.
Will assume non-transactional DDL.
No target revision found.
Starting server

To see the GUI go to: http://0.0.0.0:9999
FETCH ComfyRegistry Data: 5/108
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got prompt
Using pytorch attention in VAE
Using pytorch attention in VAE
got prompt
got prompt
got prompt
got prompt
got prompt
got prompt
VAE load device: cuda:0, offload device: cpu, dtype: torch.bfloat16
FETCH ComfyRegistry Data: 45/108
got prompt
[MultiGPU Core Patching] text_encoder_device_patched returning device: cuda:0 (current_text_encoder_device=cuda:0)
CLIP/text encoder model load device: cuda:0, offload device: cpu, current: cpu, dtype: torch.float16
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Requested to load ZImageTEModel_
FETCH ComfyRegistry Data: 90/108
loaded completely; 30385.11 MB usable, 7672.25 MB loaded, full load: True
model weight dtype torch.float8_e4m3fn, manual cast: torch.bfloat16
model_type FLOW
FETCH ComfyRegistry Data: 95/108
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FETCH ComfyRegistry Data [DONE]
[ComfyUI-Manager] default cache updated: https://api.comfy.org/nodes
FETCH DATA from: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/custom-node-list.json [DONE]
[ComfyUI-Manager] All startup tasks have been completed.
unet missing: ['norm_final.weight']
Requested to load Lumina2
loaded completely; 22526.74 MB usable, 5869.77 MB loaded, full load: True
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Requested to load AutoencodingEngine
loaded completely; 13998.71 MB usable, 159.87 MB loaded, full load: True
Prompt executed in 83.42 seconds
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got prompt
Using sage attention mode: auto
Requested to load Lumina2
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got prompt
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