From c54dd15550b2a50b15b959f7349dbfad5e4deb64 Mon Sep 17 00:00:00 2001
From: biondizzle <biondizzle@gmail.com>
Date: Sun, 31 May 2026 21:38:43 +0000
Subject: [PATCH] find hc keys

---
 dump_checkpoint_keys.py | 59 +++++++++++++++++++----------------------
 1 file changed, 28 insertions(+), 31 deletions(-)

diff --git a/dump_checkpoint_keys.py b/dump_checkpoint_keys.py
index dfe95903..58bf708d 100644
--- a/dump_checkpoint_keys.py
+++ b/dump_checkpoint_keys.py
@@ -1,37 +1,34 @@
 #!/usr/bin/env python3
-"""Dump checkpoint key names for layers 0, 2, 60 — non-expert only."""
+"""Find hc-related and global keys in the checkpoint."""
 import json
 from pathlib import Path
 
-CHECKPOINT_DIR = "/root/nvidia-meeting/DeepSeek-V4-Pro"
+CHECKPOINT_DIR = "/root/nvidia-meeting/DeepSeek-V4-Pro-NVFP4"
+cdir = Path(CHECKPOINT_DIR)
+idx = cdir / "model.safetensors.index.json"
+with open(idx) as f:
+    wmap = json.load(f).get("weight_map", {})
 
-def main():
-    cdir = Path(CHECKPOINT_DIR)
-    index_path = cdir / "model.safetensors.index.json"
-    with open(index_path) as f:
-        weight_map = json.load(f).get("weight_map", {})
-    
-    for li in [0, 1, 2, 3, 59, 60]:
-        prefix = f"layers.{li}."
-        keys = sorted(k for k in weight_map if k.startswith(prefix))
-        filtered = [k for k in keys if '.experts.' not in k]
-        print(f"\n=== Layer {li} non-expert keys ({len(filtered)}) ===")
-        for k in filtered:
-            print(f"  {k}")
-    
-    # Also: shared_experts, hc, and mhc keys for layer 0
-    prefix0 = "layers.0."
-    keys0 = sorted(k for k in weight_map if k.startswith(prefix0))
-    se_keys = [k for k in keys0 if 'shared_expert' in k or 'hc' in k or 'ffn_norm' in k]
-    print(f"\n=== Layer 0 shared_expert + hc + ffn_norm keys ===")
-    for k in se_keys:
-        print(f"  {k}")
-    
-    # Non-layer global keys
-    other = sorted(k for k in weight_map if not k.startswith("layers."))
-    print(f"\n=== Global keys ===")
-    for k in other:
-        print(f"  {k}")
+# Find all keys containing 'hc' or global (non-layers.) keys
+hc_keys = sorted(k for k in wmap if 'hc' in k.lower())
+print(f"HC keys ({len(hc_keys)}):")
+for k in hc_keys[:20]:
+    print(f"  {k}")
+if len(hc_keys) > 20:
+    print(f"  ... and {len(hc_keys)-20} more")
 
-if __name__ == "__main__":
-    main()
+# Global keys (not starting with 'layers.')
+global_keys = sorted(k for k in wmap if not k.startswith('layers.'))
+print(f"\nGlobal keys ({len(global_keys)}):")
+for k in global_keys:
+    print(f"  {k}")
+
+# Check: are there keys with 'hyper' or 'connection' in them?
+hyper_keys = sorted(k for k in wmap if 'hyper' in k.lower() or 'connection' in k.lower())
+print(f"\nHyper/connection keys ({len(hyper_keys)}):")
+for k in hyper_keys[:10]:
+    print(f"  {k}")
+
+# Check layer 0 non-expert keys that contain 'hc' or 'hyper'
+l0_hc = sorted(k for k in wmap if k.startswith('layers.0.') and ('hc' in k.lower() or 'hyper' in k.lower()))
+print(f"\nLayer 0 hc/hyper keys: {l0_hc}")