brainstorming
brainstorming
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or planning anything new, in software or out of it (a talk, a business, a renovation).
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sr3_iterative_sampler
sr3_iterative_samplerApply the SR3 reverse-chain update from Gaussian noise to a refined high-resolution image. This reusable skill supports bounded SR3 recovery experiments.
Independent GitHub snapshot · Automated classification · Original documentation governs
Skill documentation
GitHubname: sr3_iterative_sampler description: Apply the SR3 reverse-chain update from Gaussian noise to a refined high-resolution image. This reusable skill supports bounded SR3 recovery experiments.
sr3_iterative_sampler
Use this skill for SR3 proxy recovery when implementing iterative_sampler. Inputs are tiny numeric arrays or metadata; outputs are deterministic logs or metrics. Workflow follows SR3 paper equations for degradation, noising, denoising loss, reverse refinement, or evaluation as appropriate. Validate with validate_skill_tree.py --run-tests. Limitations: not a full SR3 U-Net implementation and not a substitute for FFHQ/ImageNet-scale training.