remove attention head

Signed-off-by: Kyle Sayers <[email protected]>

Author: kylesayrs

src/compressed_tensors/quantization/lifecycle/initialize.py

@@ -234,12 +234,6 @@ def initialize_qparams(
         num_cols = strategy_cdiv(observed_shape[-1], block_structure[-1], strategy)
         expected_shape = (num_rows, num_cols)
 
-    elif strategy == QuantizationStrategy.ATTN_HEAD:
-        if len(observed_shape) < 2:
-            raise ValueError("Attention quant requires at least 2 observed dimensions")
-
-        expected_shape = (observed_shape[-2], 1)
-
     else:
         assert False, f"Unknown strategy {strategy}"