- Add debug output to trace audio model registration at startup
- Add debug output when audio endpoint checks for audio_model
- Fix global load_mode to be updated at startup based on --loadall/--loadswap flags

- Fix missing indentation in async with semaphore block
- Fix invalid elif syntax in load_mode determination
- Fix request.steps reference (field doesn't exist in request model)

- Without --loadall: serialize all requests (one at a time)
- With --loadall: allow one concurrent request per model

These parameters are not available in the installed version of
stable-diffusion-cpp-python. The engine will auto-detect the
architecture from file headers.

- Added is_huggingface_model_id() helper to detect HF model IDs
- Added download_huggingface_model() to download from HF Hub
- Updated download logic to handle model IDs, URLs, and local paths

- Renamed CLI argument from --clip-l-path to --llm-path
- Updated all references from args.clip_l_path to args.llm_path
- Changed config dictionary key from 'clip_l_path' to 'llm_path'
- Added model_type='z-image' and backend='vulkan' parameters

The bug was that the code checked 'if clip_l_path:' but clip_l_path
was just set to None above, so the download block was always skipped.

Changed to check 'if args.clip_l_path:' to properly detect when the
--clip-l-path CLI argument is provided and trigger the download/caching.

- Changed incorrect 'elif clip_l_path:' to proper 'if clip_l_path:' logic
- Fixed vae_path assignment to use args.vae_path instead of undefined vae_path variable
- This ensures CLIP LLM and VAE paths are properly passed when using
  --clip-l-path and --vae-path CLI arguments with Vulkan backend

These are txt2img() parameters, not constructor parameters

When a URL is passed to --clip-l-path or --vae-path, the model is now automatically downloaded and cached.

- Added --clip-l-path for specifying CLIP LLM model path
- Added --vae-path for specifying VAE model path
- Added --image-sample-method (default: res_multistep for Z-Image Turbo)
- Added --image-steps (default: 4 for Z-Image Turbo)
- Added --image-width (default: 512)
- Added --image-height (default: 512)
- Added --image-cfg-scale (default: 1.0 for Z-Image Turbo)

- When --debug is enabled, show full command line coderai was called with
- Fixed GGUF image model key to use cached file path instead of URL
  (lines 4565 and 5124 now use model_path)
- Removed redundant model_key assignment before model_path resolution

When GGUF image model fails to load with llama.cpp, try loading with stable-diffusion-cpp-python (sd.cpp) as fallback.

Tell user to update llama.cpp instead of falling back to diffusers.

This reverts commit 596d1245.

If llama.cpp fails to load a GGUF image model (e.g., unsupported architecture like lumina2), try loading via diffusers instead.