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把ComfyUI最新的给merge过来了#13460

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SGDBS wants to merge 3 commits intoComfy-Org:masterfrom
dapaoA:feature/inference-scaling
Closed

把ComfyUI最新的给merge过来了#13460
SGDBS wants to merge 3 commits intoComfy-Org:masterfrom
dapaoA:feature/inference-scaling

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@SGDBS SGDBS commented Apr 18, 2026

API Node PR Checklist

Scope

  • Is API Node Change

Pricing & Billing

  • Need pricing update
  • No pricing update

If Need pricing update:

  • Metronome rate cards updated
  • Auto‑billing tests updated and passing

QA

  • QA done
  • QA not required

Comms

  • Informed Kosinkadink

kasailab and others added 3 commits April 4, 2026 14:55
- Implement VerifierSelectionNode for creating quality verifiers
- Implement InferenceScalingNode that wraps KSampler with quality checks
- Add VAE decoding during sampling steps for quality assessment
- Include quality verification logic using variance and edge detection
- Fix noise/latent handling to match ComfyUI patterns
- Add comprehensive error handling and logging
- Include documentation and debugging notes
- Document all custom inference scaling nodes added to ComfyUI
- Include VerifierSelectionNode and InferenceScalingNode descriptions
- Document HOW_TO_WRITE_NODES guide and template example
- Add usage instructions and known limitations
- Remove unused imports: Optional, Callable, Dict, PIL.Image, traceback
- Remove trailing whitespace on blank lines (W293)
- Remove unused local variable: device
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coderabbitai Bot commented Apr 18, 2026

Caution

Review failed

The pull request is closed.

ℹ️ Recent review info
⚙️ Run configuration

Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Pro

Run ID: 748a22dc-24c6-4120-bb02-5e73b7c4e055

📥 Commits

Reviewing files that changed from the base of the PR and between 3086026 and c5ce3e1.

📒 Files selected for processing (6)
  • DEBUGGING_NOTES.md
  • HOW_TO_WRITE_NODES.md
  • INFERENCE_SCALING_README.md
  • LOCAL_FEATURES.md
  • comfy_api_nodes/nodes_inference_scaling.py
  • comfy_api_nodes/nodes_template_example.py

📝 Walkthrough

Walkthrough

This pull request introduces an inference scaling feature for ComfyUI with supporting documentation and implementation. It adds a new extension module (comfy_api_nodes/nodes_inference_scaling.py) containing quality verification abstractions, a VerifierSelectionNode, and an InferenceScalingNode that wraps sampling with periodic latent decoding and quality evaluation via a callback. Additionally, four documentation files explain the feature design, implementation details, debugging fixes, and node authoring guidelines. A template example module is included to demonstrate ComfyUI node structure and patterns.


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