Community knowledge base

Field notes from people shipping adapters

Practical run logs, evaluation methods, build reports, and postmortems from LoRADock contributors.

Results for “evaluation”

11 articles
Evaluation Bench 6 min

Comparing Two Ticket-Triage Adapters on the Same 500 Requests

A practical LoRADock community note on inputs, validation, tradeoffs, and release decisions for comparing two ticket-triage adapters on the same 500 requests.

Visual Adapters 7 min

Training an SDXL LoRA for Consistent Ceramic Packshots

A practical LoRADock note covering inputs, validation, tradeoffs, and release criteria for training an sdxl lora for consistent ceramic packshots.

Training Logs 5 min

What Changed When I Increased LoRA Rank from 8 to 32

A controlled comparison of rank 8, 16, and 32 for instruction tuning, with capacity calculations, evaluation rules, and a release decision.

Evaluation Bench 5 min

Why Training Loss Did Not Predict Production Quality

A practical LoRADock community note on inputs, validation, tradeoffs, and release decisions for why training loss did not predict production quality.

Visual Adapters 5 min

Controlling Camera Height Across Product Generations

A practical LoRADock note covering inputs, validation, tradeoffs, and release criteria for controlling camera height across product generations.

Evaluation Bench 6 min

A Small Regression Suite for Text-to-Image LoRAs

A practical LoRADock community note on inputs, validation, tradeoffs, and release decisions for a small regression suite for text-to-image loras.

Visual Adapters 6 min

FLUX LoRA Experiments with Laboratory Instruments

A practical LoRADock note covering inputs, validation, tradeoffs, and release criteria for flux lora experiments with laboratory instruments.

Evaluation Bench 5 min

Measuring Structured JSON Reliability Without an LLM Judge

A practical LoRADock community note on inputs, validation, tradeoffs, and release decisions for measuring structured json reliability without an llm judge.

Visual Adapters 5 min

Preserving Material Texture in Small Image Datasets

A practical LoRADock note covering inputs, validation, tradeoffs, and release criteria for preserving material texture in small image datasets.

Evaluation Bench 5 min

Human Review Notes from 1,000 Generated Product Descriptions

A practical LoRADock community note on inputs, validation, tradeoffs, and release decisions for human review notes from 1,000 generated product descriptions.

Visual Adapters 5 min

Why My Architectural LoRA Kept Inventing Extra Windows

A practical LoRADock note covering inputs, validation, tradeoffs, and release criteria for why my architectural lora kept inventing extra windows.