zxy844288792 commented on a change in pull request #4404: [AutoTVM] select 
model with the most tuned schedules
URL: https://github.com/apache/incubator-tvm/pull/4404#discussion_r349991732
 
 

 ##########
 File path: python/tvm/autotvm/tophub.py
 ##########
 @@ -218,12 +218,14 @@ def load_reference_log(backend, model, workload_name, 
template_key):
         if os.path.isfile(os.path.join(AUTOTVM_TOPHUB_ROOT_PATH, 
package_name)):
             find = False
             inp = None
+            counts = dict()
             for inp, res in load_from_file(filename):
+                counts[inp.target.model] = counts.get(inp.target.model, 0) + 1
                 if model == inp.target.model:
                     find = True
                     break
-            if not find and inp:
-                model = inp.target.model
+            if not find and len(counts) > 0:
+                model = max(counts.items(), key=lambda k: k[1])[0]
 
 Review comment:
   @broune Thanks for the advice! I will add some comments to explain context 
here, I agree it will help the reviewers to review the change.

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