Upload generate_imatrix.py

generate_imatrix.py

@@ -1,6 +1,6 @@
 #!/usr/bin/env python3
 """
-HexState Importance Matrix Generator — HPC-Enhanced iMatrix from GGUF
+HExState Importance Matrix Generator — HPC-Enhanced iMatrix from GGUF
 
 Runs transformer forward passes over calibration text to collect per-channel
 E[x²] activation statistics, then uses HPC triality BP to propagate importance
@@ -456,10 +456,7 @@ class TransformerRunner:
         mask = np.triu(np.full((seq_len, seq_len), -1e9, dtype=np.float32), k=1)
         swa = cfg.get('swa_window', 0)
         if swa and swa > 0:
-            # Sliding window: mask out positions beyond the window
             for i in range(seq_len):
-                for j in range(max(0, i - swa), i):
-                    pass  # already 0 (visible)
                 for j in range(0, max(0, i - swa)):
                     mask[i, j] = -1e9
         attn = attn + mask[np.newaxis, :, :]