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Glossary
Berry Wahlberg edited this page Sep 22, 2026
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This glossary defines key domain terminology, architecture concepts, and features used throughout Berry AI Studio.
- AIGC (AI-Generated Content): Digital media (images, animations, audio, and video) generated using neural network models such as Stable Diffusion, ComfyUI, Midjourney, or Flux.
- AIGC Ingestion Pipeline (Mode C): An active folder monitoring mode that watches generator output directories, applies 500 ms write-lock debouncing, auto-harvests new files, and manages delayed cleanup queues.
- Album: A user-curated collection of artworks grouped without physically moving files on disk.
- Authoritative Hero: The primary cover image designated to represent an entire image stack in collapsed gallery view.
- Batch Action Bar: A floating toolbar that appears at the bottom of the canvas when one or more cards are selected, offering fast bulk operations (rating, tagging, exporting, trashing).
- Burst Stacking: Automatically clustering sequential generation variations created with similar prompts and within a tight time window into a single stacked card.
- CFG Scale (Classifier-Free Guidance): A parameter in diffusion models controlling how closely the image generation adheres to the text prompt.
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Checkpoint Model: A base generative neural network model containing trained weights (typically
.safetensorsformat), identified by name and SHA256 hash. - CLIP (Contrastive Language-Image Pre-training): A multi-modal neural network architecture used by Berry AI Studio for natural language semantic search and visual similarity calculations.
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ComfyUI: A modular, node-based generative AI workflow engine. Berry parses its embedded workflow graphs and supports direct
/promptAPI dispatching. - Cull Drafts: A batch cleanup action that keeps top-rated Hero artworks in a burst stack while moving lower-rated variations to the OS Recycle Bin.
- External Link (Mode A): A folder mode that indexes local or network storage in-place with zero-copy and leaves physical files untouched.
- Jaccard Similarity: A statistical metric used to measure the overlap and similarity between two tokenized prompt strings for automatic burst clustering.
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Keyset Cursor Pagination: A database query strategy that replaces slow
OFFSET Nqueries withWHERE (modified_at, id) < (?, ?), achieving sub-millisecond page traversal on 500,000+ records.
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Lightbox (Quick Look): A distraction-free, fullscreen viewer opened with
SpaceorEnter, supporting mouse-wheel zoom, pan, and frame-by-frame video stepping. - LoRA (Low-Rank Adaptation): A small, efficient fine-tuning adapter applied on top of checkpoint models to introduce specific characters, styles, or concepts.
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Managed Vault (Mode B): A dedicated application repository that physically organizes imported files into a clean, date-partitioned folder structure (
YYYY/MM/UUID_filename.ext). - Masonry Waterfall: A gallery layout mode that arranges cards in dynamic columns while preserving each artwork's original aspect ratio without cropping.
- NSFW Blur: A privacy feature that overlays a blur filter on adult or sensitive content until explicitly clicked by the user.
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OCC (Optimistic Concurrency Control): A concurrency management strategy that uses row-level
versionnumbers to prevent data loss when multiple team members edit the same library simultaneously.
- Poker-Deck Card: The visual representation of an image stack in the gallery, styled with layered edges behind the cover image and an interactive count badge.
- Prompt Chips: Interactive UI tags representing individual prompt tokens in the Property Inspector, allowing one-click searching and copying.
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Sampler / Scheduler: The numerical integration algorithm (e.g.
Euler a,DPM++ 2M Karras) used to denoise latents into finished images. - Seed: An integer value that initializes the pseudorandom noise generator for reproducible AI generations.
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Sidecar File: A companion
.txtor.jsonfile stored beside an image containing generation parameters or Civitai metadata. - Storage Root: A cross-platform abstract directory identifier (UUID) that maps network shares across different operating system mount paths.
- WAL (Write-Ahead Logging): A SQLite journaling mode that enables concurrent, non-blocking reads during background indexing and thumbnail generation.
- WD14 Tagger: A computer vision model (SmilingWolf) that automatically predicts Danbooru anime tags and content ratings from image pixels.