v0.9.3

[0.9.3] — 2026-07-04 — Remove deprecated hyphenated commands, --compile + QLoRA guard

Removed

• Deprecated hyphenated commands: All 22 attacklm-* console scripts removed from pyproject.toml and cli.py after the v0.8.x deprecation window. Use attacklm <subcommand> instead.
  • attacklm-train → attacklm train
  • attacklm-train-all → attacklm train --all
  • attacklm-train-lora → attacklm train
  • attacklm-hpo → attacklm train --hpo
  • attacklm-extract → attacklm init --extract-only
  • attacklm-buckets → attacklm init --buckets-only
  • attacklm-attribute → attacklm init --attribute-only
  • attacklm-clone → attacklm init --clone-only
  • attacklm-init → attacklm init
  • attacklm-balance → attacklm balance
  • attacklm-merge → attacklm build --merge-only
  • attacklm-gguf → attacklm build --gguf-only
  • attacklm-build → attacklm build
  • attacklm-infer → attacklm infer
  • attacklm-demo → attacklm demo
  • attacklm-eval → attacklm eval
  • attacklm-collect-ref → attacklm eval --collect-ref
  • attacklm-score → attacklm eval --score
  • attacklm-compare → attacklm eval --compare
  • attacklm-golden → attacklm eval --golden
  • attacklm-pipeline → attacklm pipeline
• Deprecated wrapper code: Removed _deprecated() helper, _DEPRECATED_MSG constant, and all 19 main_* wrapper functions from src/attacklm/cli.py

Added

• --compile + QLoRA incompatibility guard: train_template.py now exits with a clear error if --compile is used with default 4-bit QLoRA (BitsAndBytes NF4). torch.compile is incompatible with quantized models. Users are directed to use --use-galore or --use-deepspeed for full-parameter training with compilation.
• 5 new tests in test_memory_optimization.py verifying the compile+QLoRA guard and compatibility with GaLore, DeepSpeed, and Unsloth

Changed

• All script references updated: 30+ references across 10 script files, 5 extractors, GUI, and pipeline config updated from hyphenated to subcommand form
• Documentation: CONTRIBUTING.md and EVALUATION.md updated with new command forms