Support penalty in overlap mode; return logprob with chunked prefill; improve benchmark scripts (#3988)

Co-authored-by: SangBin Cho <rkooo567@gmail.com>
Co-authored-by: dhou-xai <dhou@x.ai>
Co-authored-by: Hanming Lu <hanming_lu@berkeley.edu>

python/sglang/srt/managers/session_controller.py

@@ -35,12 +35,12 @@ class SessionReqNode:
         for req_node in self.childs:
             req_node.clear(req_dict)
 
-        if self.req.finished_reason == None:
+        if self.req.finished_reason is None:
             self.req.to_abort = True
         del req_dict[self.req.rid]
 
     def abort(self):
-        if self.req.finished_reason == None:
+        if self.req.finished_reason is None:
             self.req.to_abort = True
 
     def __str__(self):
@@ -132,6 +132,10 @@ class Session:
             lora_path=req.lora_path,
             session_id=self.session_id,
             custom_logit_processor=req.custom_logit_processor,
+            stream=req.stream,
+            return_logprob=req.return_logprob,
+            top_logprobs_num=req.top_logprobs_num,
+            token_ids_logprob=req.token_ids_logprob,
         )
         if last_req is not None:
             new_req.image_inputs = last_req.image_inputs