merrymercy commented on a change in pull request #6903:
URL: https://github.com/apache/incubator-tvm/pull/6903#discussion_r523811310



##########
File path: python/tvm/relay/op/strategy/cuda.py
##########
@@ -222,12 +218,11 @@ def conv2d_strategy_cuda(attrs, inputs, out_type, target):
 
             # register auto-scheduler implementations
             if judge_winograd_auto_scheduler:
-                strategy.add_auto_scheduler(
-                    wrap_compute_conv2d(topi.nn.conv2d_winograd_nhwc), 
name="conv2d_nhwc.winograd"
-                )
-            else:
-                strategy.add_auto_scheduler(
-                    wrap_compute_conv2d(topi.nn.conv2d_nhwc), 
name="conv2d_nhwc"
+                strategy.add_implementation(
+                    wrap_compute_conv2d(topi.nn.conv2d_winograd_nhwc),
+                    wrap_topi_schedule(tvm.te.create_schedule),
+                    name="conv2d_nhwc.winograd",
+                    plevel=10,

Review comment:
       Autotvm should never select this winograd implementation because there 
is no schedule templates for it.
   We should have a way to specify this. But as you said, a single plevel 
cannot work for both autotvm and auto-scheduler.




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