Formatting/cleanup

.github/workflows/pullrequest-ci-run.yml

@@ -1,9 +1,10 @@
 # This is the GitHub Workflow that drives full-GPU-enabled tests of pull requests to ComfyUI, when the 'Run-CI-Test' label is added
 # Results are reported as checkmarks on the commits, as well as onto https://ci.comfy.org/
 name: Pull Request CI Workflow Runs
+
 on:
   pull_request_target:
-    types: [labeled]
+    types: labeled
 
 jobs:
   pr-test-stable:
@@ -12,19 +13,19 @@ jobs:
       fail-fast: false
       matrix:
         os: [macos, linux, windows]
-        python_version: ["3.9", "3.10", "3.11", "3.12"]
-        cuda_version: ["12.1"]
-        torch_version: ["stable"]
+        python_version: ['3.9', '3.10', '3.11', '3.12', '3.13']
+        cuda_version: ['12.1']
+        torch_version: ['stable']
         include:
           - os: macos
             runner_label: [self-hosted, macOS]
-            flags: "--use-pytorch-cross-attention"
+            flags: '--use-pytorch-cross-attention'
           - os: linux
             runner_label: [self-hosted, Linux]
-            flags: ""
+            flags: ''
           - os: windows
             runner_label: [self-hosted, Windows]
-            flags: ""
+            flags: ''
     runs-on: ${{ matrix.runner_label }}
     steps:
       - name: Test Workflows
@@ -35,7 +36,8 @@ jobs:
           torch_version: ${{ matrix.torch_version }}
           google_credentials: ${{ secrets.GCS_SERVICE_ACCOUNT_JSON }}
           comfyui_flags: ${{ matrix.flags }}
-          use_prior_commit: 'true'
+          use_prior_commit: true
+
   comment:
     if: ${{ github.event.label.name == 'Run-CI-Test' }}
     runs-on: ubuntu-latest

.github/workflows/ruff.yml

@@ -6,18 +6,14 @@ jobs:
   ruff:
     name: Run Ruff
     runs-on: ubuntu-latest
-
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4
-
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: 3.x
-
+          python-version: '3.x'
       - name: Install Ruff
         run: pip install ruff
-
       - name: Run Ruff
         run: ruff check .

.github/workflows/stable-release.yml

@@ -1,4 +1,4 @@
-name: "Release Stable Version"
+name: Release Stable Version
 
 on:
   workflow_dispatch:
@@ -11,25 +11,28 @@ on:
         description: 'CUDA version'
         required: true
         type: string
-        default: "126"
+        default: '126'
       python_minor:
         description: 'Python minor version'
         required: true
         type: string
-        default: "12"
+        default: '12'
       python_patch:
         description: 'Python patch version'
         required: true
         type: string
-        default: "8"
+        default: '8'
 
+defaults:
+  run:
+    shell: bash
 
 jobs:
   package_comfy_windows:
     permissions:
-      contents: "write"
-      packages: "write"
-      pull-requests: "read"
+      contents: write
+      packages: write
+      pull-requests: read
     runs-on: windows-latest
     steps:
       - uses: actions/checkout@v4
@@ -44,29 +47,26 @@ jobs:
             cu${{ inputs.cu }}_python_deps.tar
             update_comfyui_and_python_dependencies.bat
           key: ${{ runner.os }}-build-cu${{ inputs.cu }}-${{ inputs.python_minor }}
-      - shell: bash
-        run: |
+      - run: |
           mv cu${{ inputs.cu }}_python_deps.tar ../
           mv update_comfyui_and_python_dependencies.bat ../
           cd ..
           tar xf cu${{ inputs.cu }}_python_deps.tar
           pwd
           ls
-
-      - shell: bash
-        run: |
+      - run: |
           cd ..
           cp -r ComfyUI ComfyUI_copy
           curl https://www.python.org/ftp/python/3.${{ inputs.python_minor }}.${{ inputs.python_patch }}/python-3.${{ inputs.python_minor }}.${{ inputs.python_patch }}-embed-amd64.zip -o python_embedded.zip
           unzip python_embedded.zip -d python_embedded
           cd python_embedded
-          echo ${{ env.MINOR_VERSION }}
+          echo ${{ inputs.python_minor }}
           echo 'import site' >> ./python3${{ inputs.python_minor }}._pth
-          curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py
+          curl -fLO https://bootstrap.pypa.io/get-pip.py
           ./python.exe get-pip.py
           ./python.exe -s -m pip install ../cu${{ inputs.cu }}_python_deps/*
-            sed -i '1i../ComfyUI' ./python3${{ inputs.python_minor }}._pth
-            cd ..
+          sed -i '1i../ComfyUI' ./python3${{ inputs.python_minor }}._pth
+          cd ..
 
           git clone --depth 1 https://github.com/comfyanonymous/taesd
           cp taesd/*.pth ./ComfyUI_copy/models/vae_approx/
@@ -84,14 +84,13 @@ jobs:
 
           cd ..
 
-          "C:\Program Files\7-Zip\7z.exe" a -t7z -m0=lzma2 -mx=8 -mfb=64 -md=32m -ms=on -mf=BCJ2 ComfyUI_windows_portable.7z ComfyUI_windows_portable
+          7z a -t7z -m0=lzma2 -mx=8 -mfb=64 -md=32m -ms=on -mf=BCJ2 ComfyUI_windows_portable.7z ComfyUI_windows_portable
           mv ComfyUI_windows_portable.7z ComfyUI/ComfyUI_windows_portable_nvidia.7z
 
           cd ComfyUI_windows_portable
           python_embedded/python.exe -s ComfyUI/main.py --quick-test-for-ci --cpu
 
           ls
-
       - name: Upload binaries to release
         uses: svenstaro/upload-release-action@v2
         with:

.github/workflows/stale-issues.yml

@@ -1,4 +1,5 @@
-name: 'Close stale issues'
+name: Close stale issues
+
 on:
   schedule:
     # Run daily at 430 am PT
@@ -12,7 +13,7 @@ jobs:
     steps:
       - uses: actions/stale@v9
         with:
-          stale-issue-message: "This issue is being marked stale because it has not had any activity for 30 days. Reply below within 7 days if your issue still isn't solved, and it will be left open. Otherwise, the issue will be closed automatically."
+          stale-issue-message: 'This issue is being marked stale because it has not had any activity for 30 days. Reply below within 7 days if your issue still isn't solved, and it will be left open. Otherwise, the issue will be closed automatically.'
           days-before-stale: 30
           days-before-close: 7
           stale-issue-label: 'Stale'

.github/workflows/test-build.yml

@@ -1,15 +1,13 @@
 name: Build package
-
 #
 # This workflow is a test of the python package build.
 # Install Python dependencies across different Python versions.
 #
-
 on:
   push:
     paths:
-      - "requirements.txt"
-      - ".github/workflows/test-build.yml"
+      - 'requirements.txt'
+      - '.github/workflows/test-build.yml'
 
 jobs:
   build:
@@ -18,7 +16,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
+        python-version: ['3.9', '3.10', '3.11', '3.12', '3.13']
     steps:
       - uses: actions/checkout@v4
       - name: Set up Python ${{ matrix.python-version }}

.github/workflows/test-ci.yml

@@ -1,6 +1,7 @@
 # This is the GitHub Workflow that drives automatic full-GPU-enabled tests of all new commits to the master branch of ComfyUI
 # Results are reported as checkmarks on the commits, as well as onto https://ci.comfy.org/
 name: Full Comfy CI Workflow Runs
+
 on:
   push:
     branches:
@@ -22,19 +23,19 @@ jobs:
       matrix:
         # os: [macos, linux, windows]
         os: [macos, linux]
-        python_version: ["3.9", "3.10", "3.11", "3.12"]
-        cuda_version: ["12.1"]
-        torch_version: ["stable"]
+        python_version: ['3.9', '3.10', '3.11', '3.12', '3.13']
+        cuda_version: ['12.1']
+        torch_version: ['stable']
         include:
           - os: macos
             runner_label: [self-hosted, macOS]
-            flags: "--use-pytorch-cross-attention"
+            flags: '--use-pytorch-cross-attention'
           - os: linux
             runner_label: [self-hosted, Linux]
-            flags: ""
+            flags: ''
           # - os: windows
           #   runner_label: [self-hosted, Windows]
-          #   flags: ""
+          #   flags: ''
     runs-on: ${{ matrix.runner_label }}
     steps:
       - name: Test Workflows
@@ -51,13 +52,13 @@ jobs:
   #     fail-fast: true
   #     matrix:
   #       os: [windows]
-  #       python_version: ["3.9", "3.10", "3.11", "3.12"]
-  #       cuda_version: ["12.1"]
-  #       torch_version: ["nightly"]
+  #       python_version: ['3.9', '3.10', '3.11', '3.12', '3.13']
+  #       cuda_version: ['12.1']
+  #       torch_version: ['nightly']
   #       include:
   #         - os: windows
   #           runner_label: [self-hosted, Windows]
-  #           flags: ""
+  #           flags: ''
   #   runs-on: ${{ matrix.runner_label }}
   #   steps:
   #     - name: Test Workflows
@@ -74,16 +75,16 @@ jobs:
       fail-fast: false
       matrix:
         os: [macos, linux]
-        python_version: ["3.11"]
-        cuda_version: ["12.1"]
-        torch_version: ["nightly"]
+        python_version: ['3.11']
+        cuda_version: ['12.1']
+        torch_version: ['nightly']
         include:
           - os: macos
             runner_label: [self-hosted, macOS]
-            flags: "--use-pytorch-cross-attention"
+            flags: '--use-pytorch-cross-attention'
           - os: linux
             runner_label: [self-hosted, Linux]
-            flags: ""
+            flags: ''
     runs-on: ${{ matrix.runner_label }}
     steps:
       - name: Test Workflows

.github/workflows/test-launch.yml

@@ -2,9 +2,9 @@ name: Test server launches without errors
 
 on:
   push:
-    branches: [ main, master ]
+    branches: master
   pull_request:
-    branches: [ main, master ]
+    branches: master
 
 jobs:
   test:
@@ -12,9 +12,6 @@ jobs:
     steps:
       - name: Checkout ComfyUI
         uses: actions/checkout@v4
-        with:
-          repository: "comfyanonymous/ComfyUI"
-          path: "ComfyUI"
       - uses: actions/setup-python@v5
         with:
           python-version: '3.9'
@@ -24,22 +21,19 @@ jobs:
           pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu
           pip install -r requirements.txt
           pip install wait-for-it
-        working-directory: ComfyUI
       - name: Start ComfyUI server
         run: |
           python main.py --cpu 2>&1 | tee console_output.log &
           wait-for-it --service 127.0.0.1:8188 -t 30
-        working-directory: ComfyUI
       - name: Check for unhandled exceptions in server log
         run: |
           if grep -qE "Exception|Error" console_output.log; then
             echo "Unhandled exception/error found in server log."
             exit 1
           fi
-        working-directory: ComfyUI
       - uses: actions/upload-artifact@v4
         if: always()
         with:
           name: console-output
-          path: ComfyUI/console_output.log
+          path: console_output.log
           retention-days: 30

.github/workflows/update-frontend.yml

@@ -4,7 +4,7 @@ on:
   workflow_dispatch:
     inputs:
       version:
-        description: "Frontend version to update to (e.g., 1.0.0)"
+        description: 'Frontend version to update to (e.g., 1.0.0)'
         required: true
         type: string
 
@@ -14,7 +14,6 @@ jobs:
     permissions:
       contents: write
       pull-requests: write
-
     steps:
       - name: Checkout ComfyUI
         uses: actions/checkout@v4
@@ -47,8 +46,8 @@ jobs:
         uses: peter-evans/create-pull-request@v7
         with:
           token: ${{ secrets.PR_BOT_PAT }}
-          commit-message: "Update frontend to v${{ github.event.inputs.version }}"
-          title: "Frontend Update: v${{ github.event.inputs.version }}"
+          commit-message: Update frontend to v${{ github.event.inputs.version }}
+          title: 'Frontend Update: v${{ github.event.inputs.version }}'
           body: |
             Automated PR to update frontend content to version ${{ github.event.inputs.version }}
 

.github/workflows/update-version.yml

@@ -3,15 +3,14 @@ name: Update Version File
 on:
   pull_request:
     paths:
-      - "pyproject.toml"
-    branches:
-      - master
+      - 'pyproject.toml'
+    branches: master
 
 jobs:
   update-version:
     runs-on: ubuntu-latest
     # Don't run on fork PRs
-    if: github.event.pull_request.head.repo.full_name == github.repository
+    if: ${{ github.event.pull_request.head.repo.full_name == github.repository }}
     permissions:
       pull-requests: write
       contents: write
@@ -23,7 +22,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: "3.11"
+          python-version: '3.11'
 
       - name: Install dependencies
         run: |

.github/workflows/windows_release_dependencies.yml

@@ -1,4 +1,4 @@
-name: "Windows Release dependencies"
+name: Windows Release dependencies
 
 on:
   workflow_dispatch:
@@ -7,33 +7,37 @@ on:
         description: 'xformers version'
         required: false
         type: string
-        default: ""
+        default: ''
       extra_dependencies:
         description: 'extra dependencies'
         required: false
         type: string
-        default: ""
+        default: ''
       cu:
         description: 'cuda version'
         required: true
         type: string
-        default: "126"
+        default: '126'
 
       python_minor:
         description: 'python minor version'
         required: true
         type: string
-        default: "12"
+        default: '12'
 
       python_patch:
         description: 'python patch version'
         required: true
         type: string
-        default: "8"
+        default: '8'
 #  push:
 #    branches:
 #      - master
 
+defaults:
+  run:
+    shell: bash
+
 jobs:
   build_dependencies:
     runs-on: windows-latest
@@ -42,9 +46,7 @@ jobs:
       - uses: actions/setup-python@v5
         with:
           python-version: 3.${{ inputs.python_minor }}.${{ inputs.python_patch }}
-
-      - shell: bash
-        run: |
+      - run: |
           echo "@echo off
           call update_comfyui.bat nopause
           echo -
@@ -58,11 +60,10 @@ jobs:
 
           python -m pip wheel --no-cache-dir torch torchvision torchaudio ${{ inputs.xformers }} ${{ inputs.extra_dependencies }} --extra-index-url https://download.pytorch.org/whl/cu${{ inputs.cu }} -r requirements.txt pygit2 -w ./temp_wheel_dir
           python -m pip install --no-cache-dir ./temp_wheel_dir/*
-          echo installed basic
+          echo "installed basic"
           ls -lah temp_wheel_dir
           mv temp_wheel_dir cu${{ inputs.cu }}_python_deps
           tar cf cu${{ inputs.cu }}_python_deps.tar cu${{ inputs.cu }}_python_deps
-
       - uses: actions/cache/save@v4
         with:
           path: |

.github/workflows/windows_release_nightly_pytorch.yml

@@ -1,4 +1,4 @@
-name: "Windows Release Nightly pytorch"
+name: Windows Release Nightly pytorch
 
 on:
   workflow_dispatch:
@@ -7,29 +7,32 @@ on:
         description: 'cuda version'
         required: true
         type: string
-        default: "126"
+        default: '126'
 
       python_minor:
         description: 'python minor version'
         required: true
         type: string
-        default: "13"
+        default: '13'
 
       python_patch:
         description: 'python patch version'
         required: true
         type: string
-        default: "1"
+        default: '1'
 #  push:
-#    branches:
-#      - master
+#    branches: master
+
+defaults:
+  run:
+    shell: bash
 
 jobs:
   build:
     permissions:
-      contents: "write"
-      packages: "write"
-      pull-requests: "read"
+      contents: write
+      packages: write
+      pull-requests: read
     runs-on: windows-latest
     steps:
       - uses: actions/checkout@v4
@@ -39,15 +42,14 @@ jobs:
       - uses: actions/setup-python@v5
         with:
           python-version: 3.${{ inputs.python_minor }}.${{ inputs.python_patch }}
-      - shell: bash
-        run: |
+      - run: |
           cd ..
           cp -r ComfyUI ComfyUI_copy
           curl https://www.python.org/ftp/python/3.${{ inputs.python_minor }}.${{ inputs.python_patch }}/python-3.${{ inputs.python_minor }}.${{ inputs.python_patch }}-embed-amd64.zip -o python_embedded.zip
           unzip python_embedded.zip -d python_embedded
           cd python_embedded
           echo 'import site' >> ./python3${{ inputs.python_minor }}._pth
-          curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py
+          curl -fLO https://bootstrap.pypa.io/get-pip.py
           ./python.exe get-pip.py
           python -m pip wheel torch torchvision torchaudio --pre --extra-index-url https://download.pytorch.org/whl/nightly/cu${{ inputs.cu }} -r ../ComfyUI/requirements.txt pygit2 -w ../temp_wheel_dir
           ls ../temp_wheel_dir
@@ -74,18 +76,17 @@ jobs:
           pause" > ./update/update_comfyui_and_python_dependencies.bat
           cd ..
 
-          "C:\Program Files\7-Zip\7z.exe" a -t7z -m0=lzma2 -mx=8 -mfb=64 -md=32m -ms=on -mf=BCJ2 ComfyUI_windows_portable_nightly_pytorch.7z ComfyUI_windows_portable_nightly_pytorch
+          7z a -t7z -m0=lzma2 -mx=8 -mfb=64 -md=32m -ms=on -mf=BCJ2 ComfyUI_windows_portable_nightly_pytorch.7z ComfyUI_windows_portable_nightly_pytorch
           mv ComfyUI_windows_portable_nightly_pytorch.7z ComfyUI/ComfyUI_windows_portable_nvidia_or_cpu_nightly_pytorch.7z
 
           cd ComfyUI_windows_portable_nightly_pytorch
           python_embedded/python.exe -s ComfyUI/main.py --quick-test-for-ci --cpu
 
           ls
-
       - name: Upload binaries to release
         uses: svenstaro/upload-release-action@v2
         with:
           repo_token: ${{ secrets.GITHUB_TOKEN }}
           file: ComfyUI_windows_portable_nvidia_or_cpu_nightly_pytorch.7z
-          tag: "latest"
+          tag: latest
           overwrite: true

.github/workflows/windows_release_package.yml

@@ -1,4 +1,4 @@
-name: "Windows Release packaging"
+name: Windows Release packaging
 
 on:
   workflow_dispatch:
@@ -7,29 +7,32 @@ on:
         description: 'cuda version'
         required: true
         type: string
-        default: "126"
+        default: '126'
 
       python_minor:
         description: 'python minor version'
         required: true
         type: string
-        default: "12"
+        default: '12'
 
       python_patch:
         description: 'python patch version'
         required: true
         type: string
-        default: "8"
+        default: '8'
 #  push:
-#    branches:
-#      - master
+#    branches: master
+
+defaults:
+  run:
+    shell: bash
 
 jobs:
   package_comfyui:
     permissions:
-        contents: "write"
-        packages: "write"
-        pull-requests: "read"
+        contents: write
+        packages: write
+        pull-requests: read
     runs-on: windows-latest
     steps:
       - uses: actions/cache/restore@v4
@@ -39,8 +42,7 @@ jobs:
             cu${{ inputs.cu }}_python_deps.tar
             update_comfyui_and_python_dependencies.bat
           key: ${{ runner.os }}-build-cu${{ inputs.cu }}-${{ inputs.python_minor }}
-      - shell: bash
-        run: |
+      - run: |
           mv cu${{ inputs.cu }}_python_deps.tar ../
           mv update_comfyui_and_python_dependencies.bat ../
           cd ..
@@ -52,15 +54,14 @@ jobs:
         with:
           fetch-depth: 0
           persist-credentials: false
-      - shell: bash
-        run: |
+      - run: |
           cd ..
           cp -r ComfyUI ComfyUI_copy
           curl https://www.python.org/ftp/python/3.${{ inputs.python_minor }}.${{ inputs.python_patch }}/python-3.${{ inputs.python_minor }}.${{ inputs.python_patch }}-embed-amd64.zip -o python_embedded.zip
           unzip python_embedded.zip -d python_embedded
           cd python_embedded
           echo 'import site' >> ./python3${{ inputs.python_minor }}._pth
-          curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py
+          curl -fLO https://bootstrap.pypa.io/get-pip.py
           ./python.exe get-pip.py
           ./python.exe -s -m pip install ../cu${{ inputs.cu }}_python_deps/*
           sed -i '1i../ComfyUI' ./python3${{ inputs.python_minor }}._pth
@@ -82,18 +83,17 @@ jobs:
 
           cd ..
 
-          "C:\Program Files\7-Zip\7z.exe" a -t7z -m0=lzma2 -mx=8 -mfb=64 -md=32m -ms=on -mf=BCJ2 ComfyUI_windows_portable.7z ComfyUI_windows_portable
+          7z a -t7z -m0=lzma2 -mx=8 -mfb=64 -md=32m -ms=on -mf=BCJ2 ComfyUI_windows_portable.7z ComfyUI_windows_portable
           mv ComfyUI_windows_portable.7z ComfyUI/new_ComfyUI_windows_portable_nvidia_cu${{ inputs.cu }}_or_cpu.7z
 
           cd ComfyUI_windows_portable
           python_embedded/python.exe -s ComfyUI/main.py --quick-test-for-ci --cpu
 
           ls
-
       - name: Upload binaries to release
         uses: svenstaro/upload-release-action@v2
         with:
           repo_token: ${{ secrets.GITHUB_TOKEN }}
           file: new_ComfyUI_windows_portable_nvidia_cu${{ inputs.cu }}_or_cpu.7z
-          tag: "latest"
+          tag: latest
           overwrite: true

app/logger.py

@@ -11,7 +11,7 @@ stderr_interceptor = None
 
 
 class LogInterceptor(io.TextIOWrapper):
-    def __init__(self, stream,  *args, **kwargs):
+    def __init__(self, stream, *args, **kwargs):
         buffer = stream.buffer
         encoding = stream.encoding
         super().__init__(buffer, *args, **kwargs, encoding=encoding, line_buffering=stream.line_buffering)

comfy/hooks.py

@@ -587,7 +587,7 @@ def get_sorted_list_via_attr(objects: list, attr: str) -> list:
         sorted_list.extend(object_list)
     return sorted_list
 
-def create_transformer_options_from_hooks(model: ModelPatcher, hooks: HookGroup,  transformer_options: dict[str]=None):
+def create_transformer_options_from_hooks(model: ModelPatcher, hooks: HookGroup, transformer_options: dict[str]=None):
     # if no hooks or is not a ModelPatcher for sampling, return empty dict
     if hooks is None or model.is_clip:
         return {}

comfy/supported_models.py

@@ -601,10 +601,10 @@ class PixArtAlpha(supported_models_base.BASE):
     }
 
     sampling_settings = {
-        "beta_schedule" : "sqrt_linear",
-        "linear_start"  : 0.0001,
-        "linear_end"    : 0.02,
-        "timesteps"     : 1000,
+        "beta_schedule": "sqrt_linear",
+        "linear_start": 0.0001,
+        "linear_end": 0.02,
+        "timesteps": 1000,
     }
 
     unet_extra_config = {}
@@ -664,8 +664,8 @@ class HunyuanDiT1(HunyuanDiT):
     unet_extra_config = {}
 
     sampling_settings = {
-        "linear_start" : 0.00085,
-        "linear_end" : 0.03,
+        "linear_start": 0.00085,
+        "linear_end": 0.03,
     }
 
 class Flux(supported_models_base.BASE):

comfy/utils.py

@@ -443,8 +443,8 @@ PIXART_MAP_BLOCK = {
     ("mlp.fc1.bias", "ff.net.0.proj.bias"),
     ("mlp.fc2.weight", "ff.net.2.weight"),
     ("mlp.fc2.bias", "ff.net.2.bias"),
-    ("cross_attn.proj.weight" ,"attn2.to_out.0.weight"),
-    ("cross_attn.proj.bias"   ,"attn2.to_out.0.bias"),
+    ("cross_attn.proj.weight", "attn2.to_out.0.weight"),
+    ("cross_attn.proj.bias", "attn2.to_out.0.bias"),
 }
 
 def pixart_to_diffusers(mmdit_config, output_prefix=""):

comfy_extras/nodes_morphology.py

@@ -8,7 +8,7 @@ class Morphology:
     @classmethod
     def INPUT_TYPES(s):
         return {"required": {"image": ("IMAGE",),
-                                "operation": (["erode",  "dilate", "open", "close", "gradient", "bottom_hat", "top_hat"],),
+                                "operation": (["erode", "dilate", "open", "close", "gradient", "bottom_hat", "top_hat"],),
                                 "kernel_size": ("INT", {"default": 3, "min": 3, "max": 999, "step": 1}),
                                 }}
 

folder_paths.py

@@ -84,7 +84,7 @@ class CacheHelper:
 cache_helper = CacheHelper()
 
 extension_mimetypes_cache = {
-    "webp" : "image",
+    "webp": "image",
 }
 
 def map_legacy(folder_name: str) -> str:

nodes.py

@@ -1955,7 +1955,7 @@ NODE_CLASS_MAPPINGS = {
     "ImageBatch": ImageBatch,
     "ImagePadForOutpaint": ImagePadForOutpaint,
     "EmptyImage": EmptyImage,
-    "ConditioningAverage": ConditioningAverage ,
+    "ConditioningAverage": ConditioningAverage,
     "ConditioningCombine": ConditioningCombine,
     "ConditioningConcat": ConditioningConcat,
     "ConditioningSetArea": ConditioningSetArea,
@@ -2042,7 +2042,7 @@ NODE_DISPLAY_NAME_MAPPINGS = {
     "LatentUpscaleBy": "Upscale Latent By",
     "LatentComposite": "Latent Composite",
     "LatentBlend": "Latent Blend",
-    "LatentFromBatch" : "Latent From Batch",
+    "LatentFromBatch": "Latent From Batch",
     "RepeatLatentBatch": "Repeat Latent Batch",
     # Image
     "SaveImage": "Save Image",