feat: idea pool integrated to exp_gen & add timer to RD-Agent & pause-resume to RD-loops (#795)

* update all code

* update all code

* dump knowledge base

* rename the tag

* add timer to RD-Agent

* fix CI

* fix CI

* use batch embedding

* fix a small bug

* fix prompt bug

* feat: add pause resume to handle K8S cluster pause (#804)

* add resume to cluster running

* fix non-pickle problem

* fix a small bug

* fix a small bug

* avoid shutil move error

* refine the logic

* move knowledge base out of session

* avoid mistake information to pipeline coding

* avoid load and dump in steps

* archive the right folder

* small improvement

* avoid restart when timer is already started

* fix CI

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Co-authored-by: Xu Yang <xuyang1@microsoft.com>

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Co-authored-by: Xu Yang <peteryang@vip.qq.com>
Co-authored-by: Xu Yang <xuyang1@microsoft.com>
Co-authored-by: Xu <v-xuminrui@microsoft.com>

rdagent/utils/agent/tpl.py

@@ -121,7 +121,6 @@ class RDAT:
         )
         while "\n\n\n" in rendered:
             rendered = rendered.replace("\n\n\n", "\n\n")
-        rendered = "\n".join(line for line in rendered.splitlines() if line.strip())
         logger.log_object(
             obj={
                 "uri": self.uri,