fix QLoRA mem bug: delete useless buffered activation (bitsandbytes-f…

…oundation#1270)

* chore: delete useless buffered activation

* fix: fix bugs

bitsandbytes/autograd/_functions.py

@@ -513,7 +513,7 @@ def forward(ctx, A, B, out=None, bias=None, quant_state: Optional[F.QuantState]
         ctx.dtype_A, ctx.dtype_B, ctx.dtype_bias = A.dtype, B.dtype, None if bias is None else bias.dtype
 
         if any(ctx.needs_input_grad[:2]):
-            ctx.tensors = (A, B)
+            ctx.tensors = (None, B)
         else:
             ctx.tensors = (None, None)
 
@@ -526,7 +526,7 @@ def backward(ctx, grad_output):
             return torch.zeros_like(ctx.A), torch.zeros_like(ctx.B), None, bias_grad, None
 
         req_gradA, _, _, req_gradBias, _ = ctx.needs_input_grad
-        A, B = ctx.tensors
+        _, B = ctx.tensors
 
         grad_A, grad_B, grad_bias = None, None, None