"""Capture block-0 QKV immediately after ComfyUI's quantized projection.""" from pathlib import Path model = Path("/opt/ComfyUI/comfy/ldm/minimax/model.py") source = model.read_text(encoding="utf-8") old = " q, k, v = self.qkv_proj(x).split(self.heads * self.head_dim, dim=-1)\n v = v.view(s, self.heads, self.head_dim)\n" new = ( " q, k, v = self.qkv_proj(x).split(self.heads * self.head_dim, dim=-1)\n" " if getattr(self, \"_h3_capture_index\", -1) == 0 and H3_CAPTURE_ACTIVE:\n" " capture_dir = os.getenv(\"H3_CAPTURE_DIR\")\n" " if capture_dir:\n" " torch.save({\"q\": q.detach().cpu(), \"k\": k.detach().cpu(), \"v\": v.detach().cpu()}, os.path.join(capture_dir, \"block0_qkv_raw.pt\"))\n" " v = v.view(s, self.heads, self.head_dim)\n" ) if source.count(old) == 1: source = source.replace(old, new) elif new not in source: raise RuntimeError("Unable to locate the raw QKV projection.") model.write_text(source, encoding="utf-8") print("Applied H3 raw QKV capture patch.")