This commit addresses a critical crash in attention masking and includes comprehensive code review fixes based on ComfyUI 0.3.71 API changes. ## Critical Bugfix - Attention Masking - FIXED: KeyError 'attention_mask_img_shape' crash during sampling - ROOT CAUSE: ComfyUI PR #5942 requires TWO fields for attention masking: 1. attention_mask (binary mask tensor) 2. attention_mask_img_shape (reference dimensions tuple) - SOLUTION: Added attention_mask_img_shape parameter (RegionalPrompting.py:483) - STATUS: Attention masking now works correctly with ComfyUI 0.3.71+ ## Documentation Corrections 1. Fixed region4_strength tooltip inconsistency - Was: "start with 5-7" (incorrect) - Now: "start with 4-6" (matches tested optimal value 4.5) 2. Removed "Advanced Nodes" section from README - Documented nodes that don't exist in current codebase - Leftover from old ComfyUI_RegionalConditioning repo - Only EasyRegionSimple and EasyRegionMask exist now 3. Verified all variable passing JS→Python is correct - region_boxes hidden widget serialization ✓ - Per-region strength inputs (Mask-Based) ✓ - Width/height sync (Mask-Based) ✓ ## Files Changed - RegionalPrompting.py: Added attention_mask_img_shape, fixed tooltip - README.md: Removed non-existent nodes section - CONTEXT.md: Added comprehensive review documentation ## Testing Needed - Test attention masking with Flux/SD3 models - Verify no regressions in existing workflows - Confirm crash is resolved References: - ComfyUI PR #5942: https://github.com/comfyanonymous/ComfyUI/pull/5942 - Issue reported by user with KeyError in model_base.py:901
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ComfyUI EasyRegion
Control different parts of your image with separate prompts using visual box drawing.
Quick Start
- Install: Clone to
ComfyUI/custom_nodes/or use ComfyUI Manager - Add Node: Search for "EasyRegion"
- Connect: CLIP → EasyRegion → Sampler
- Draw: Use canvas to position regions, type prompts
- Generate: Connect to your sampler and run
Nodes
EasyRegion (Mask-Based)
For: Models using mask-based conditioning (Flux, Chroma, SD3, SD3.5, Qwen-Image)
Inputs:
clip: CLIP from checkpointwidth/height: Must match your latent dimensionssoften_masks: Feathering at edges (recommended ON)background_prompt: Scene descriptionbackground_strength: Background conditioning strength (0.5 default)region1-4_prompt: Region-specific promptsregion1-4_strength: Per-region strength (start with 2-4, adjust as needed)
General Tips:
- Include spatial location in prompts - Try adding location hints like "on left side", "right third of image", "top right corner" to your region prompts. This may help guide placement, though results vary by model.
- Start with strength values 2.5-4.5, adjust if regions don't show or become too soft
- Lower background_strength (0.3-0.5) makes regions more prominent
- See "Model-Specific Tips" below for per-model guidance
EasyRegion (Area-Based)
For: SD1.5, SD2.x, SDXL
Same interface, uses area-based conditioning instead of masks.
Canvas Controls
- region: Select which region to edit (1-4)
- box_x, box_y: Region top-left position (pixels)
- box_w, box_h: Region dimensions (pixels)
Example Workflow
Checkpoint Loader
├→ CLIP → EasyRegion (Mask-Based)
│ ├ width: 1024
│ ├ height: 1024
│ ├ soften_masks: true
│ ├ background_prompt: "empty city street at night"
│ ├ background_strength: 0.5
│ ├ region1_prompt: "red sports car on left side (left third)"
│ ├ region1_strength: 2.5
│ ├ region2_prompt: "giraffe on right side (right third)"
│ └ region2_strength: 3.5
├→ MODEL → KSampler ← conditioning
└→ VAE → VAE Decode
Troubleshooting
Regions not showing:
- Increase region strength (try 3.0-5.0)
- Lower background_strength (try 0.3-0.5)
- Check width/height match your latent exactly
- Verify boxes aren't outside image bounds
- Try including spatial location in prompts ("left side", "right third")
Soft/blurry regions:
- Lower region strength (too high = loss of detail)
- Sweet spot is usually 2.5-4.5 with bg_strength=0.5
Validation errors:
- Ensure width/height are multiples of 64
- Check no regions overlap fullscreen
Model-Specific Tips
Flux (Flux.1-Dev, Flux.1-Schnell)
- CFG: Use CFG 1.0 with Flux Base (NO negative prompt)
- Higher CFG = blur and artifacts
- Strength range: 2.5-4.5 works well with bg_strength=0.5
- Region count: Keep to 3-4 regions max for best results
- Positioning: Works best with regions positioned far apart (e.g., left/right thirds)
SD3 / SD3.5
- Similar to Flux - mask-based conditioning
- Start with strength 2.5-4.5
Chroma
- Mask-based conditioning like Flux
- Keep to 3-4 regions max
SDXL / SD1.5
- Use EasyRegion (Area-Based) node instead
- Area-based conditioning doesn't use masks
Credits
Based on visual area conditioning by Davemane42.
Maintained by EnragedAntelope - github.com/EnragedAntelope/ComfyUI_RegionalConditioning
License
MIT License - use freely in personal and commercial projects.