見出し画像

5D tensor support&α

前述したように、SD1.5時代から超絶安定していたUltimate SD Upscaleですが、さすがに最近は色々出ますね。


# ComfyUI Error Report
## Error Details
- **Node ID:** 162
- **Node Type:** UltimateSDUpscale
- **Exception Type:** ValueError
- **Exception Message:** expected BCHW, got torch.Size([1, 16, 1, 128, 128])

## Stack Trace
```
  File "D:\USERFILES\ComfyUI\ComfyUI\execution.py", line 496, in execute
    output_data, output_ui, has_subgraph, has_pending_tasks = await get_output_data(prompt_id, unique_id, obj, input_data_all, execution_block_cb=execution_block_cb, pre_execute_cb=pre_execute_cb, hidden_inputs=hidden_inputs)
                                                              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

  File "D:\USERFILES\ComfyUI\ComfyUI\execution.py", line 315, in get_output_data
    return_values = await _async_map_node_over_list(prompt_id, unique_id, obj, input_data_all, obj.FUNCTION, allow_interrupt=True, execution_block_cb=execution_block_cb, pre_execute_cb=pre_execute_cb, hidden_inputs=hidden_inputs)
                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

  File "D:\USERFILES\ComfyUI\ComfyUI\execution.py", line 289, in _async_map_node_over_list
    await process_inputs(input_dict, i)

  File "D:\USERFILES\ComfyUI\ComfyUI\execution.py", line 277, in process_inputs
    result = f(**inputs)
             ^^^^^^^^^^^

  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\nodes.py", line 153, in upscale
    processed = script.run(p=sdprocessing, _=None, tile_width=self.tile_width, tile_height=self.tile_height,
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\repositories\ultimate_sd_upscale\scripts\ultimate-upscale.py", line 565, in run
    upscaler.process()

  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\repositories\ultimate_sd_upscale\scripts\ultimate-upscale.py", line 138, in process
    self.image = self.redraw.start(self.p, self.image, self.rows, self.cols)
                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\repositories\ultimate_sd_upscale\scripts\ultimate-upscale.py", line 245, in start
    return self.linear_process(p, image, rows, cols)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\repositories\ultimate_sd_upscale\scripts\ultimate-upscale.py", line 180, in linear_process
    processed = processing.process_images(p)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^

  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\modules\processing.py", line 223, in process_images
    negative_cropped = crop_cond(p.negative, crop_region, p.init_size, init_image.size, tile_size)
                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\utils.py", line 509, in crop_cond
    crop_reference_latents(cond_dict, region, init_size, canvas_size, tile_size, w_pad, h_pad)

  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\utils.py", line 471, in crop_reference_latents
    raise ValueError(f"expected BCHW, got {t.shape}")

```
## System Information
- **ComfyUI Version:** 0.3.51
- **Arguments:** D:\USERFILES\ComfyUI\ComfyUI\run_comfyui_with_patch.py --output-directory D:\USERFILES\A1111\outputs\ComfyUI
- **OS:** nt
- **Python Version:** 3.12.10 (tags/v3.12.10:0cc8128, Apr  8 2025, 12:21:36) [MSC v.1943 64 bit (AMD64)]
- **Embedded Python:** true
- **PyTorch Version:** 2.8.0+cu129
## Devices

- **Name:** cuda:0 NVIDIA GeForce RTX 5060 Ti : cudaMallocAsync
  - **Type:** cuda
  - **VRAM Total:** 17102864384
  - **VRAM Free:** 15802040320
  - **Torch VRAM Total:** 0
  - **Torch VRAM Free:** 0

## Logs
```
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\stability-ComfyUI-nodes
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-BRIA_AI-RMBG
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\masquerade-nodes-comfyui
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_ADV_CLIP_emb
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui-show-text
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-mxToolkit
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-VideoUpscale_WithModel
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Miaoshouai-Tagger
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\wanblockswap
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Molmo
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Adaptive-Guidance
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\wlsh_nodes
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyLiterals
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-YOLO
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Detail-Daemon
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-HunyuanVideoMultiLora
2025-08-24T05:59:40.728898 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Logic
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-IC-Light-Native
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-HunyuanVideoImagesGuider
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_HF_Servelress_Inference
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Jjk-Nodes
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_Ib_CustomNodes
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_JPS-Nodes
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui-text-randomizer
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui_ttp_toolset
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_experiments
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-OpenPose-Editor
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\Comfyui-In-Context-Lora-Utils
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui-ollama-describer
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui-inpaint-cropandstitch
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-WD14-Tagger
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_InstantID
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-RBG-ImageStitchPlus
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\LanPaint
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-AutomaticCFG
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\MistoControlNet-Flux-dev
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-TiledDiffusion
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2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-SuperUltimateVaceTools
2025-08-24T05:59:40.729897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui_prnodes
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2025-08-24T05:59:40.730897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-MultiGPU
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2025-08-24T05:59:40.730897 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\cg-use-everywhere
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2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-AutoCropFaces
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui-video-matting
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui-prompt-composer
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyMath
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfy-image-saver
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\efficiency-nodes-comfyui
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\Comfy-WaveSpeed
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-layerdiffuse
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Chibi-Nodes
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Custom-Scripts
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui-tooling-nodes
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui_patches_ll
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_Mira
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\Derfuu_ComfyUI_ModdedNodes
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\OneButtonPrompt
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ControlAltAI-Nodes
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui_lg_tools
2025-08-24T05:59:40.731156 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-ppm
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui-prompt-reader-node
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-KJNodes
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Frame-Interpolation
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\gguf
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui_segment_anything
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\universaltoolkit
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui_faceanalysis
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-segment-anything-2
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Impact-Pack
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Advanced-ControlNet
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\facerestore_cf
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui_controlnet_aux
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui-dream-project
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-IC-Light
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_BiRefNet_ll
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_Comfyroll_CustomNodes
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Inspire-Pack
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\CharacterFaceSwap
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Crystools
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui-hunyuanvideowrapper
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_tinyterraNodes
2025-08-24T05:59:40.732161 -    0.0 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfy_mtb
2025-08-24T05:59:40.732161 -    0.1 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui-instantId-faceswap
2025-08-24T05:59:40.733160 -    0.1 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_LayerStyle
2025-08-24T05:59:40.733160 -    0.1 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfyui_pulid_flux_ll
2025-08-24T05:59:40.733160 -    0.1 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-PuLID-Flux-Enhanced
2025-08-24T05:59:40.733160 -    0.1 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-VideoHelperSuite
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2025-08-24T05:59:40.734160 -    0.9 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI-Manager
2025-08-24T05:59:40.734160 -    1.1 seconds: D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\RES4LYF
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2025-08-24T05:59:40.734160 - 
2025-08-24T05:59:41.006999 - Context impl SQLiteImpl.
2025-08-24T05:59:41.006999 - Will assume non-transactional DDL.
2025-08-24T05:59:41.008001 - No target revision found.
2025-08-24T05:59:41.044000 - Starting server

2025-08-24T05:59:41.045001 - To see the GUI go to: http://127.0.0.1:8188
2025-08-24T05:59:42.890285 - FETCH ComfyRegistry Data: 15/952025-08-24T05:59:42.890285 - 
2025-08-24T05:59:43.818493 - [33mQualityOfLifeSuit_Omar92:[0m:NSP ready2025-08-24T05:59:43.818493 - 
2025-08-24T05:59:44.073305 - YOUR FOLDER: D:\USERFILES\ComfyUI\ComfyUI2025-08-24T05:59:44.074307 - 
2025-08-24T05:59:44.075305 - YOUR FOLDER: D:\USERFILES\ComfyUI\ComfyUI2025-08-24T05:59:44.075305 - 
2025-08-24T05:59:45.684579 - [36;20m[D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfy_mtb] | INFO -> Found multiple match, we will pick the last D:\USERFILES\A1111\models\SwinIR
['D:\\USERFILES\\ComfyUI\\ComfyUI\\models\\upscale_models', 'D:\\USERFILES\\A1111\\models\\ESRGAN', 'D:\\USERFILES\\A1111\\models\\RealESRGAN', 'D:\\USERFILES\\A1111\\models\\SwinIR'][0m
2025-08-24T05:59:45.684579 - [33;20m[D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\comfy_mtb] | WARNING -> Face restoration models not found.[0m
2025-08-24T05:59:46.875050 - FETCH ComfyRegistry Data: 20/952025-08-24T05:59:46.876049 - 
2025-08-24T05:59:50.608937 - got prompt
2025-08-24T05:59:51.119902 - [Deep Translator] Service: "GoogleTranslator"2025-08-24T05:59:51.119902 - 
2025-08-24T05:59:51.119902 - [Deep Translator] Proxy disabled or input field is empty!2025-08-24T05:59:51.119902 - 
2025-08-24T05:59:51.119902 - Deep Translator] Service detect language disabled! Services support: DeeplTranslator, QcriTranslator, LingueeTranslator, PonsTranslator, PapagoTranslator, BaiduTranslator, MyMemoryTranslator.
The selected service has its own way of detecting the language.
Property "detect_lang_api_key" in Authorization data is empty or incorrect!2025-08-24T05:59:51.119902 - 
2025-08-24T05:59:51.416934 - FETCH ComfyRegistry Data: 25/952025-08-24T05:59:51.416934 - 
2025-08-24T05:59:51.513120 - Using xformers attention in VAE
2025-08-24T05:59:51.514119 - Using xformers attention in VAE
2025-08-24T05:59:51.594861 - VAE load device: cuda:0, offload device: cpu, dtype: torch.bfloat16
2025-08-24T05:59:52.393144 - Requested to load QwenImageTEModel_
2025-08-24T05:59:52.406144 - loaded completely 9.5367431640625e+25 14776.552734375 True
2025-08-24T05:59:52.408708 - CLIP/text encoder model load device: cpu, offload device: cpu, current: cpu, dtype: torch.float16
2025-08-24T05:59:55.804773 - FETCH ComfyRegistry Data: 30/952025-08-24T05:59:55.804773 - 
2025-08-24T05:59:57.501319 - Warning: This gguf model file is loaded in compatibility mode 'pig' [arch:transformer_reference]
2025-08-24T05:59:57.520321 - gguf qtypes: F16 (1933)
2025-08-24T05:59:57.561889 - model weight dtype torch.bfloat16, manual cast: None
2025-08-24T05:59:57.562890 - model_type FLUX
2025-08-24T05:59:57.612456 - [DisTorch] Full allocation string: 
2025-08-24T05:59:57.730955 - Requested to load WanVAE
2025-08-24T05:59:57.815269 - loaded completely 2370.0 242.02829551696777 True
2025-08-24T05:59:58.290117 - [xformers] memory_efficient_attention: selected kernel = cutlassF-pt
2025-08-24T05:59:58.435222 - Requested to load QwenImageTEModel_
2025-08-24T05:59:58.450230 - loaded completely 9.5367431640625e+25 14776.552734375 True
2025-08-24T05:59:59.905350 - FETCH ComfyRegistry Data: 35/952025-08-24T05:59:59.905350 - 
2025-08-24T06:00:03.849286 - FETCH ComfyRegistry Data: 40/952025-08-24T06:00:03.850286 - 
2025-08-24T06:00:07.687293 - FETCH ComfyRegistry Data: 45/952025-08-24T06:00:07.687293 - 
2025-08-24T06:00:11.540266 - FETCH ComfyRegistry Data: 50/952025-08-24T06:00:11.540266 - 
2025-08-24T06:00:16.540735 - FETCH ComfyRegistry Data: 55/952025-08-24T06:00:16.540735 - 
2025-08-24T06:00:20.479746 - FETCH ComfyRegistry Data: 60/952025-08-24T06:00:20.479746 - 
2025-08-24T06:00:25.113384 - FETCH ComfyRegistry Data: 65/952025-08-24T06:00:25.114384 - 
2025-08-24T06:00:29.261290 - FETCH ComfyRegistry Data: 70/952025-08-24T06:00:29.261290 - 
2025-08-24T06:00:31.547620 - Florence2 using flash_attention_2 for attention2025-08-24T06:00:31.548620 - 
2025-08-24T06:00:33.507589 - FETCH ComfyRegistry Data: 75/952025-08-24T06:00:33.507589 - 
2025-08-24T06:00:33.794782 - 0 models unloaded.
2025-08-24T06:00:34.491909 - SELECTED: input1
2025-08-24T06:00:37.600528 - FETCH ComfyRegistry Data: 80/952025-08-24T06:00:37.600528 - 
2025-08-24T06:00:42.946387 - FETCH ComfyRegistry Data: 85/952025-08-24T06:00:42.946387 - 
2025-08-24T06:00:46.990086 - FETCH ComfyRegistry Data: 90/952025-08-24T06:00:46.990086 - 
2025-08-24T06:00:54.085123 - FETCH ComfyRegistry Data: 95/952025-08-24T06:00:54.085123 - 
2025-08-24T06:00:54.586599 - FETCH ComfyRegistry Data [DONE]2025-08-24T06:00:54.586599 - 
2025-08-24T06:00:54.724494 - [ComfyUI-Manager] default cache updated: https://api.comfy.org/nodes
2025-08-24T06:00:54.867940 - FETCH DATA from: https://raw.githubusercontent.com/ltdrdata/ComfyUI-Manager/main/custom-node-list.json2025-08-24T06:00:54.867940 - 2025-08-24T06:00:54.928128 -  [DONE]2025-08-24T06:00:54.929128 - 
2025-08-24T06:00:55.013742 - [ComfyUI-Manager] All startup tasks have been completed.
2025-08-24T06:01:07.822121 - CFGGuider outer_sample2025-08-24T06:01:07.822121 - 
2025-08-24T06:01:07.822121 - Requested to load QwenImage
2025-08-24T06:01:16.752039 - loaded partially 12914.431980926514 12914.022583007812 720
2025-08-24T06:01:16.818103 - 
  0%|                                                                                            | 0/4 [00:00<?, ?it/s]2025-08-24T06:01:17.161899 - [xformers] attention_xformers called - kernel selection will be logged
2025-08-24T06:01:17.161899 - [xformers] memory_efficient_attention: selected kernel = fa2F@2.8.2
2025-08-24T06:04:25.780555 - 
100%|████████████████████████████████████████████████████████████████████████████████████| 4/4 [03:08<00:00, 38.33s/it]2025-08-24T06:04:25.782556 - 
100%|████████████████████████████████████████████████████████████████████████████████████| 4/4 [03:08<00:00, 47.24s/it]2025-08-24T06:04:25.782556 - 
2025-08-24T06:04:25.791140 - Requested to load WanVAE
2025-08-24T06:04:28.984003 - 0 models unloaded.
2025-08-24T06:04:29.155148 - loaded partially 128.0 127.9998779296875 0
2025-08-24T06:04:29.248593 - [xformers] memory_efficient_attention: selected kernel = cutlassF-pt
2025-08-24T06:04:40.393312 - </s><s>A photo-realistic shoot from the front about a young woman sitting on a couch in a casual setting, wearing a school uniform with a sailor collar and a short black skirt. the image also shows a well-lit room with wooden walls and a window in the background. on the middle of the image, a 20-year-old japanese woman appears to be sitting with her legs crossed, looking directly at the camera with a neutral expression. she has long, straight black hair and is wearing a white sailor collar with navy blue trim, paired with a black pleated skirt. her body is slim and her breasts are small, with visible nipples. her eyes are green and her expression is neutral. her lips are slightly parted and she has a mole on her cheek.</s>2025-08-24T06:04:40.393971 - 
2025-08-24T06:04:40.393971 - Offloading model...2025-08-24T06:04:40.393971 - 
2025-08-24T06:05:03.181733 - Canva size: 2432x24322025-08-24T06:05:03.181733 - 
2025-08-24T06:05:03.181733 - Image size: 1216x12162025-08-24T06:05:03.182733 - 
2025-08-24T06:05:03.182733 - Scale factor: 22025-08-24T06:05:03.182733 - 
2025-08-24T06:05:03.182733 - Upscaling iteration 1 with scale factor 22025-08-24T06:05:03.182733 - 
2025-08-24T06:05:13.609022 - Tile size: 1024x10242025-08-24T06:05:13.609022 - 
2025-08-24T06:05:13.609022 - Tiles amount: 92025-08-24T06:05:13.609022 - 
2025-08-24T06:05:13.610023 - Grid: 3x32025-08-24T06:05:13.610023 - 
2025-08-24T06:05:13.610023 - Redraw enabled: True2025-08-24T06:05:13.610023 - 
2025-08-24T06:05:13.610023 - Seams fix mode: NONE2025-08-24T06:05:13.611024 - 
2025-08-24T06:05:13.749867 - 
USDU:   0%|                                                                                    | 0/9 [00:00<?, ?tile/s]2025-08-24T06:05:13.851758 - !!! Exception during processing !!! expected BCHW, got torch.Size([1, 16, 1, 128, 128])
2025-08-24T06:05:13.893660 - Traceback (most recent call last):
  File "D:\USERFILES\ComfyUI\ComfyUI\execution.py", line 496, in execute
    output_data, output_ui, has_subgraph, has_pending_tasks = await get_output_data(prompt_id, unique_id, obj, input_data_all, execution_block_cb=execution_block_cb, pre_execute_cb=pre_execute_cb, hidden_inputs=hidden_inputs)
                                                              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\execution.py", line 315, in get_output_data
    return_values = await _async_map_node_over_list(prompt_id, unique_id, obj, input_data_all, obj.FUNCTION, allow_interrupt=True, execution_block_cb=execution_block_cb, pre_execute_cb=pre_execute_cb, hidden_inputs=hidden_inputs)
                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\execution.py", line 289, in _async_map_node_over_list
    await process_inputs(input_dict, i)
  File "D:\USERFILES\ComfyUI\ComfyUI\execution.py", line 277, in process_inputs
    result = f(**inputs)
             ^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\nodes.py", line 153, in upscale
    processed = script.run(p=sdprocessing, _=None, tile_width=self.tile_width, tile_height=self.tile_height,
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\repositories\ultimate_sd_upscale\scripts\ultimate-upscale.py", line 565, in run
    upscaler.process()
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\repositories\ultimate_sd_upscale\scripts\ultimate-upscale.py", line 138, in process
    self.image = self.redraw.start(self.p, self.image, self.rows, self.cols)
                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\repositories\ultimate_sd_upscale\scripts\ultimate-upscale.py", line 245, in start
    return self.linear_process(p, image, rows, cols)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\repositories\ultimate_sd_upscale\scripts\ultimate-upscale.py", line 180, in linear_process
    processed = processing.process_images(p)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\modules\processing.py", line 223, in process_images
    negative_cropped = crop_cond(p.negative, crop_region, p.init_size, init_image.size, tile_size)
                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\utils.py", line 509, in crop_cond
    crop_reference_latents(cond_dict, region, init_size, canvas_size, tile_size, w_pad, h_pad)
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\utils.py", line 471, in crop_reference_latents
    raise ValueError(f"expected BCHW, got {t.shape}")
ValueError: expected BCHW, got torch.Size([1, 16, 1, 128, 128])

2025-08-24T06:05:13.904678 - Prompt executed in 323.11 seconds
2025-08-24T06:05:16.203198 - 
USDU:   0%|                                                                                    | 0/9 [00:02<?, ?tile/s]2025-08-24T06:05:16.204200 - 
2025-08-24T06:11:17.197473 - got prompt
2025-08-24T06:11:17.675682 - CFGGuider outer_sample2025-08-24T06:11:17.676681 - 
2025-08-24T06:11:17.676681 - Requested to load QwenImage
2025-08-24T06:11:38.887164 - loaded partially 12894.306980926514 12894.1474609375 720
2025-08-24T06:11:38.935727 - 
  0%|                                                                                            | 0/4 [00:00<?, ?it/s]2025-08-24T06:11:39.381799 - [xformers] memory_efficient_attention: selected kernel = fa2F@2.8.2
2025-08-24T06:14:33.484412 - 
100%|████████████████████████████████████████████████████████████████████████████████████| 4/4 [02:54<00:00, 36.00s/it]2025-08-24T06:14:33.484412 - 
100%|████████████████████████████████████████████████████████████████████████████████████| 4/4 [02:54<00:00, 43.64s/it]2025-08-24T06:14:33.484412 - 
2025-08-24T06:14:33.489412 - Requested to load WanVAE
2025-08-24T06:14:36.238974 - 0 models unloaded.
2025-08-24T06:14:36.261974 - loaded partially 128.0 127.9998779296875 0
2025-08-24T06:14:36.336023 - [xformers] memory_efficient_attention: selected kernel = cutlassF-pt
2025-08-24T06:14:43.031014 - </s><s>A photo-realistic shoot from the front about a young woman sitting on a couch in a casual setting, wearing a school uniform with a sailor collar. the image also shows a wicker chair and a window in the background. on the middle of the image, a 16-year-old asian woman with long, straight black hair and bangs appears to be looking directly at the camera with a serious expression. she has a pale complexion and is wearing a white sailor collar with navy blue trim, paired with a short black pleated skirt. her body is slim and her expression is neutral. she is sitting with her legs crossed and her hands resting on the armrests of the chair. her breasts are small and her nipples are visible.</s>2025-08-24T06:14:43.031014 - 
2025-08-24T06:14:43.032014 - Offloading model...2025-08-24T06:14:43.032014 - 
2025-08-24T06:15:03.486058 - Canva size: 2432x24322025-08-24T06:15:03.487058 - 
2025-08-24T06:15:03.487058 - Image size: 1216x12162025-08-24T06:15:03.487058 - 
2025-08-24T06:15:03.487058 - Scale factor: 22025-08-24T06:15:03.487058 - 
2025-08-24T06:15:03.487058 - Upscaling iteration 1 with scale factor 22025-08-24T06:15:03.487058 - 
2025-08-24T06:15:12.950336 - Tile size: 1024x10242025-08-24T06:15:12.950336 - 
2025-08-24T06:15:12.950336 - Tiles amount: 92025-08-24T06:15:12.950336 - 
2025-08-24T06:15:12.950336 - Grid: 3x32025-08-24T06:15:12.950336 - 
2025-08-24T06:15:12.950336 - Redraw enabled: True2025-08-24T06:15:12.950336 - 
2025-08-24T06:15:12.950336 - Seams fix mode: NONE2025-08-24T06:15:12.950336 - 
2025-08-24T06:15:12.957844 - 
USDU:   0%|                                                                                    | 0/9 [00:00<?, ?tile/s]2025-08-24T06:15:13.006424 - !!! Exception during processing !!! expected BCHW, got torch.Size([1, 16, 1, 128, 128])
2025-08-24T06:15:13.012929 - Traceback (most recent call last):
  File "D:\USERFILES\ComfyUI\ComfyUI\execution.py", line 496, in execute
    output_data, output_ui, has_subgraph, has_pending_tasks = await get_output_data(prompt_id, unique_id, obj, input_data_all, execution_block_cb=execution_block_cb, pre_execute_cb=pre_execute_cb, hidden_inputs=hidden_inputs)
                                                              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\execution.py", line 315, in get_output_data
    return_values = await _async_map_node_over_list(prompt_id, unique_id, obj, input_data_all, obj.FUNCTION, allow_interrupt=True, execution_block_cb=execution_block_cb, pre_execute_cb=pre_execute_cb, hidden_inputs=hidden_inputs)
                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\execution.py", line 289, in _async_map_node_over_list
    await process_inputs(input_dict, i)
  File "D:\USERFILES\ComfyUI\ComfyUI\execution.py", line 277, in process_inputs
    result = f(**inputs)
             ^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\nodes.py", line 153, in upscale
    processed = script.run(p=sdprocessing, _=None, tile_width=self.tile_width, tile_height=self.tile_height,
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\repositories\ultimate_sd_upscale\scripts\ultimate-upscale.py", line 565, in run
    upscaler.process()
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\repositories\ultimate_sd_upscale\scripts\ultimate-upscale.py", line 138, in process
    self.image = self.redraw.start(self.p, self.image, self.rows, self.cols)
                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\repositories\ultimate_sd_upscale\scripts\ultimate-upscale.py", line 245, in start
    return self.linear_process(p, image, rows, cols)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\repositories\ultimate_sd_upscale\scripts\ultimate-upscale.py", line 180, in linear_process
    processed = processing.process_images(p)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\modules\processing.py", line 223, in process_images
    negative_cropped = crop_cond(p.negative, crop_region, p.init_size, init_image.size, tile_size)
                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\utils.py", line 509, in crop_cond
    crop_reference_latents(cond_dict, region, init_size, canvas_size, tile_size, w_pad, h_pad)
  File "D:\USERFILES\ComfyUI\ComfyUI\custom_nodes\ComfyUI_UltimateSDUpscale\utils.py", line 471, in crop_reference_latents
    raise ValueError(f"expected BCHW, got {t.shape}")
ValueError: expected BCHW, got torch.Size([1, 16, 1, 128, 128])

2025-08-24T06:15:13.019490 - Prompt executed in 235.44 seconds
2025-08-24T06:15:13.774008 - 
USDU:   0%|                                                                                    | 0/9 [00:00<?, ?tile/s]2025-08-24T06:15:13.774008 - 

```
## Attached Workflow
Please make sure that workflow does not contain any sensitive information such as API keys or passwords.
```
Workflow too large. Please manually upload the workflow from local file system.
```

## Additional Context
(Please add any additional context or steps to reproduce the error here)


このエラーはわかるか

\custom_nodes\ComfyUI_UltimateSDUpscale\utils.py

この改造が必要になる背景は以下ですが、元々WAN2.2でぶち当たってたエラーなんですよね。

だけど、Qwern image Editでも出ましたね。

UltimateSDUpscale 5D Tensor Support 解説

問題の背景

エラーの詳細

ValueError: expected BCHW, got torch.Size([1, 16, 1, 128, 128])

原因

  • WAN21モデル: `reference_latents`を5次元テンソル(`[B, C, T, H, W]`)で提供

  • UltimateSDUpscale: 4次元テンソル(`[B, C, H, W]`)のみを想定

  • 次元の違い: 時間次元(T)が追加されている

修正内容

関数の更新

def crop_reference_latents(cond_dict, region, init_size, canvas_size, tile_size, w_pad, h_pad):
    """
    1. Resize each latent to `canvas_size` in latent units.
    2. Crop the rectangle `region` (pixel coordinates).
    3. Down-sample the crop to latent-space `tile_size`.
    Expects a list of BCHW tensors under "reference_latents".
    Also supports 5D tensors (BCTHW) for WAN21 models.
    """

5次元テンソル処理の追加

elif t.ndim == 5:
    # 5D tensor (BCTHW) for WAN21 models
    if t.shape[-2:] != (H_can_lat, W_can_lat):
        t = F.interpolate(t,
                          size=(t.shape[2], H_can_lat, W_can_lat),
                          mode="trilinear",
                          align_corners=False)

    # Convert pixel crop → latent slice
    w0_lat = int(round(x1_px / k))
    w1_lat = int(round(x2_px / k))
    h0_lat = int(round(y1_px / k))
    h1_lat = int(round(y2_px / k))

    cropped = t[:, :, :, h0_lat:h1_lat, w0_lat:w1_lat]  # view

    # Down-sample to latent-tile size
    cropped = F.interpolate(cropped,
                            size=(cropped.shape[2], H_tile_lat, W_tile_lat),
                            mode="trilinear",
                            align_corners=False)

技術的なポイント

1. 次元の違い

  • 4次元テンソル: `[B, C, H, W]` (バッチ、チャンネル、高さ、幅)

  • 5次元テンソル: `[B, C, T, H, W]` (バッチ、チャンネル、時間、高さ、幅)

2. 補間方法の選択

  • 4次元: `bilinear`補間

  • 5次元: `trilinear`補間(時間次元も含む)

3. 処理の流れ

  1. サイズ調整: キャンバスサイズに合わせてリサイズ

  2. クロップ: 指定領域を切り出し

  3. ダウンサンプリング: タイルサイズに調整

効果

解決される問題

  • WAN21モデルでのUltimateSDUpscale使用が可能

  • 5次元テンソルの正しい処理

  • エラーの完全な回避

互換性

  • 後方互換性: 従来の4次元テンソルも引き続きサポート

  • 前方互換性: 新しい5次元テンソルに対応

使用例

ワークフロー構成

WAN21モデル → UltimateSDUpscale

(追加のノードは不要)

テンソル形状の例

  • 入力: `torch.Size([1, 16, 1, 128, 128])`

  • 処理: 時間次元(T=1)を保持しながら空間次元を処理

  • 出力: 適切にクロップ・リサイズされた5次元テンソル

この修正により、WAN21モデルの動画生成機能を活用しながら、UltimateSDUpscaleで高解像度アップスケールが可能になりました。

jsons程リスト化できていませんが、1年以上蓄積してきたComfyUI Custom Nodesに関する各種エラー、不具合に関する対処は以下にリスト化しています。完全にリストアップ出来ていないので、漏れている分も順次リスト化していきます。

How to fix custom nodes on ComfyUI

固定記事にも、上を追加しました。漸次目次化していきます。

Fixing LoRa Stacker&Anything Everywhere&All lists of jsons&α


いいなと思ったら応援しよう!