Fix device and dtype discrepancy in _choose_qparams_affine (#2210)

Summary: Pull Request resolved: #2210

Reviewed By: jainapurva

Differential Revision: D74446877

Author: YIWENX14

torchao/quantization/quant_primitives.py

@@ -1270,6 +1270,8 @@ def choose_qparams_affine_with_min_max(
     if eps is None:
         eps = torch.finfo(min_val.dtype).eps
 
+    scale_device = min_val.device
+
     if preserve_zero:
         min_val_neg = torch.min(min_val, torch.zeros_like(min_val))
         max_val_pos = torch.max(max_val, torch.zeros_like(max_val))
@@ -1316,7 +1318,9 @@ def choose_qparams_affine_with_min_max(
         scale = torch.clamp(scale, min=eps)
     else:
         assert mapping_type == MappingType.ASYMMETRIC
-        scale = (max_val_pos - min_val_neg) / float(quant_max - quant_min)
+        scale = (max_val_pos - min_val_neg) / torch.tensor(
+            float(quant_max - quant_min), dtype=scale_dtype, device=scale_device
+        )
         scale = torch.clamp(scale, min=eps)
         if zero_point_domain == ZeroPointDomain.NONE:
             zero_point = None