nodes/xiaolibai-sys-ComfyUI-BerniniRWrapper
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xiaolibai-sys-ComfyUI-Berni…/example/example.json
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xiaolibai-sys 1f0c475126 v1.1.0 
Core
- Fix: p.data = d is a no-op on __torch_wrapper_subclass__ (QuantizedTensor).
  Replace with SlotEntry + module._parameters[key] reassignment, bypassing
  PyTorch's wrapper-subclass .data assignment interception.
- Fix: VAE decoder gray/NaN output caused by QuantizedTensor weight remaining
  on CPU during fp8 Linear forward.
- Fix: CUDA OOM on Windows when pin_memory=True — reduce pin pool size to
  prefetch_count (default 3) instead of W+prefetch (23); only use pin pool
  for prefetch loads (non_blocking=True).
- Fix: black output with pin_memory=True — run H2D copies on the transfer
  stream, sync before assign_to, so weights are fully written before forward.
- Fix: BlockSwap shutdown crash ("size 5120 vs 0") — offload_block copies
  GPU→home directly from slot entries, not through freed block params.
- Fix: Model switch RAM/VRAM leak — clear_pools() drops all pool tensor
  references; shutdown sets _blocks = [] and _home = None.
- Fix: update SlotEntry.empty_like to propagate pin_memory for QuantizedTensor
  _qdata and _params.scale (was silently unpinned).
- Remove dead code: pinned_pool.py, block_ortho.py (unreferenced).
- Audit utils/ for dead imports (PinnedBlockPool) and stale comments.

Architecture
- SlotEntry: unified data type for ring-buffer slot pool, abstracts regular
  Tensor and QuantizedTensor (fp8). copy_from() copies weight data; assign_to()
  rewires module._parameters with a fresh GPU QuantizedTensor.
- Ring buffer (cursor % N) replaces free-list for GPU slot allocation.
- PinStage @dataclass: standalone pinned CPU staging ring, built lazily from
  GPU entry metadata (safe device-independent construction).
- _detect_model_config(): merge duplicated ~80-line config detection in
  load_bernini_model (was written twice for safetensors vs full-SD paths).
- BlockSwapConfig: unified config path. model.load() accepts BerniniBlockSwap
  dataclass; model stores it as self._block_swap_config; pre_forward reads it
  directly instead of via transformer_options.

Features
- loading_mode dropdown (Full / Streaming) in BerniniR_BlockSwapArgs node.
- Block swap node exposes pin_memory, loading_mode selections.

Context window
- Fix: compatibility with differential diffusion (color blocks, artifacts) —
  correct mask accumulation and crossfade when edit_mask is active.
2026-07-17 11:28:18 +08:00

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