Add fallback for ApplyGraphBest (apache#2485)

python/tvm/autotvm/task/dispatcher.py

@@ -460,7 +460,16 @@ def _query_inside(self, target, workload):
             self.update(target, workload, cfg)
             return cfg
         key = (str(target), workload)
-        return self._global_cfg_dict[key]
+        if key not in self._global_cfg_dict:
+            msg = "Config for target=%s, workload=%s is missing in ApplyGraphBest context. " \
+                  "A fallback configuration is used, which may bring great performance " \
+                  "regression." % (target, workload)
+            logger.warning(msg)
+            cfg = FallbackConfigEntity()
+            self._global_cfg_dict[key] = cfg
+        else:
+            cfg = self._global_cfg_dict[key]
+        return cfg
 
     def update(self, target, workload, cfg):
         key = (str(target), workload)