@popojames , thanks for trying the pipeline runtime, the set params issue will 
get address in our new patch, you also can try following change as a quick fix.
```
diff --git a/python/tvm/contrib/pipeline_executor.py 
b/python/tvm/contrib/pipeline_executor.py
index bd8c9a768..c1f7842b3 100644
--- a/python/tvm/contrib/pipeline_executor.py
+++ b/python/tvm/contrib/pipeline_executor.py
@@ -157,7 +157,7 @@ def create(pipeline_mods, mod_config):
         mod = graph_executor.GraphModule(
             pipeline_mod["default"](pipeline_mods[pipeline_mod]["dev"])
         )
-        mods.append(mod.module)
+        mods.append(mod)

     submodule = PipelineModule(mods, json.dumps(mod_config))
     # submodule = PipelineModule(pipeline_mods, json.dumps(mod_config))
@@ -181,7 +181,7 @@ class PipelineModule(object):
     def __init__(self, modules, pipeline_config):
         mods = []
         for module in modules:
-            mods.append(module)
+            mods.append(module.module)

         pipelinecreate = 
tvm._ffi.get_global_func("tvm.pipeline_executor.create")
         assert pipelinecreate

```





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