vinx13 commented on a change in pull request #8820:
URL: https://github.com/apache/tvm/pull/8820#discussion_r694322843



##########
File path: python/tvm/autotvm/tuner/xgboost_cost_model.py
##########
@@ -327,14 +329,9 @@ def _get_feature(self, indexes):
 
         if need_extract:
             pool = self._get_pool()
-            # If we are forking, we can pass arguments in globals for better 
performance
-            if multiprocessing.get_start_method(False) == "fork":
-                feas = pool.map(self.feature_extract_func, need_extract)
-            else:
-                args = [(self.space.get(x), self.target, self.task) for x in 
need_extract]
-                feas = pool.map(self.feature_extract_func, args)
+            feas = pool.map_with_error_catching(self.feature_extract_func, 
need_extract)
             for i, fea in zip(need_extract, feas):
-                fea_cache[i] = fea
+                fea_cache[i] = fea.value

Review comment:
       ```suggestion
                   fea_cache[i] = fea.value if fea.status == 
StatusKind.COMPLETE else None
   ```
   let's be cautious with potential failure in rare cases




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