080d49b2c2
Layer count is now fetched from the curated catalog (zero network calls for known models) or via AutoConfig.from_pretrained() (~1 KB config.json only) when model_id is given without --shard-start/--shard-end. - model_catalog: add detect_num_layers(), two small Qwen models at top - startup: _detect_num_layers() helper; shard range auto-derived - wizard: show detected layer count for custom HF repos - tests: 3 new tests for auto-shard; fix catalog-order assumptions Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>