Difference between revisions of "AIEC Deployment"

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(Created page with "Summary of when it was used and what was different each time. PrimEx 2021 Cosmics 2022 CPP 2022")
 
 
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Summary of when it was used and what was different each time.
 
  
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PrimEx 2021
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{| class="wikitable" style="width: 100%;"
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Cosmics 2022
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|-
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CPP 2022
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| style="width: 10%" | Experiment
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| style="width: 10%" | Date
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| style="width: 10%" | Wiki & reports
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| style="width: 30%" | Model
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| style="width: 40%" | Other details
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|-
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|PrimEx
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|Oct-Nov 2021??
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|[[PrimEx_instructions]]
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|
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*GPR, trained on GlueX-2020
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*Default HV 2125V
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*HV predictions were rounded to nearest 5V
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|
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*Shifters ran the scripts to read EPICS and suggest HV, before setting HV and starting the run
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*Much of the run was with empty target.  Shifters were not supposed to use the AI w empty tgt but they did.
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*The shifters were not asked to set the HV to 2125V before running the AI. This was not ideal, but saved time. 
 +
|-
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|Cosmics
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|March 2022
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|[[Cosmics_test_plans]]
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|
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*GPR, trained on GlueX-2020 + PrimEx2021
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*Default HV 2130V
 +
*HVB current fixed at 9A
 +
*Temp fixed at 299K??? at start of run
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*HV predictions rounded to nearest 1V
 +
|
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*RoboCDC ran autonomously, setting the HV every 5 minutes.
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*Half of the CDC was kept at fixed default HV.
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*Temp fixed at 299 or 300K until FDC LV brought temp into trained region
 +
|-
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|CPP
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|June 2022
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|[https://halldweb.jlab.org/wiki/index.php/CPP_DAQ/Monitoring_Test_Spring_2022#AIEC_planning CPP plans]
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|
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*GPR with MLP (multilayer perceptron) learned prior, trained on GlueX-2020 + PrimEx2021
 +
*Uncertainty quantification used to determine when to return to the comfort zone (3%: is threshold for standard_deviation_of_prediction/ideal_GCF)
 +
*Default HV  2125V
 +
*HV predictions rounded to nearest 1V
 +
*/group/halld/AIEC/utilities/CDC_control_ai/ cpp/d_cdc_modelneeds/gpflow_params.pkl
 +
|
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*RoboCDC summoned by DAQ 'GO' to read EPICS and set HV.
 +
*RoboCDC scaled the HVB current reading to what it would have been at the default HV, before predicting GCF.
 +
*Overall on/off switch added to CDC HV control gui.
 +
*[https://halldweb.jlab.org/wiki/index.php/CPP_DAQ/CPP_AIEC_config CPP AIEC CONFIG]
 +
|-
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|PrimEx 2022
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|Aug-Dec 2022
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|[[PrimEx_2022]]
 +
|
 +
*Same model as for CPP, fed fixed HVBi
 +
*GPR with MLP (multilayer perceptron) learned prior, trained on GlueX-2020 + PrimEx2021
 +
*Uncertainty quantification used to determine when to return to the comfort zone (3%: is threshold for standard_deviation_of_prediction/ideal_GCF)
 +
*Default HV  2125V
 +
*HV predictions rounded to nearest 1V
 +
*/group/halld/AIEC/utilities/CDC_control_ai/ cpp/d_cdc_modelneeds/gpflow_params.pkl
 +
|
 +
*HVB current is fixed at the value read during initialization
 +
* RoboCDC switches itself off when the target is changed to empty
 +
* GPFlow Model (trained on 2018+2020+2021PrimeX+2021PrimeX_Empty_Target) saved in a model efficient format (tf function). Load model code was updated to use the new format.
 +
* HVBi current input value is fixed for run period duration
 +
|-
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|GlueX 2023
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|Jan 12 - Mar 22 2023
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|[[GlueX_2023]]
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|
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*TBD
 +
*Default HV  2125V
 +
*HV predictions rounded to nearest 1V
 +
|
 +
 
 +
|}

Latest revision as of 15:03, 15 December 2022

Experiment Date Wiki & reports Model Other details
PrimEx Oct-Nov 2021?? PrimEx_instructions
  • GPR, trained on GlueX-2020
  • Default HV 2125V
  • HV predictions were rounded to nearest 5V
  • Shifters ran the scripts to read EPICS and suggest HV, before setting HV and starting the run
  • Much of the run was with empty target. Shifters were not supposed to use the AI w empty tgt but they did.
  • The shifters were not asked to set the HV to 2125V before running the AI. This was not ideal, but saved time.
Cosmics March 2022 Cosmics_test_plans
  • GPR, trained on GlueX-2020 + PrimEx2021
  • Default HV 2130V
  • HVB current fixed at 9A
  • Temp fixed at 299K??? at start of run
  • HV predictions rounded to nearest 1V
  • RoboCDC ran autonomously, setting the HV every 5 minutes.
  • Half of the CDC was kept at fixed default HV.
  • Temp fixed at 299 or 300K until FDC LV brought temp into trained region
CPP June 2022 CPP plans
  • GPR with MLP (multilayer perceptron) learned prior, trained on GlueX-2020 + PrimEx2021
  • Uncertainty quantification used to determine when to return to the comfort zone (3%: is threshold for standard_deviation_of_prediction/ideal_GCF)
  • Default HV 2125V
  • HV predictions rounded to nearest 1V
  • /group/halld/AIEC/utilities/CDC_control_ai/ cpp/d_cdc_modelneeds/gpflow_params.pkl
  • RoboCDC summoned by DAQ 'GO' to read EPICS and set HV.
  • RoboCDC scaled the HVB current reading to what it would have been at the default HV, before predicting GCF.
  • Overall on/off switch added to CDC HV control gui.
  • CPP AIEC CONFIG
PrimEx 2022 Aug-Dec 2022 PrimEx_2022
  • Same model as for CPP, fed fixed HVBi
  • GPR with MLP (multilayer perceptron) learned prior, trained on GlueX-2020 + PrimEx2021
  • Uncertainty quantification used to determine when to return to the comfort zone (3%: is threshold for standard_deviation_of_prediction/ideal_GCF)
  • Default HV 2125V
  • HV predictions rounded to nearest 1V
  • /group/halld/AIEC/utilities/CDC_control_ai/ cpp/d_cdc_modelneeds/gpflow_params.pkl
  • HVB current is fixed at the value read during initialization
  • RoboCDC switches itself off when the target is changed to empty
  • GPFlow Model (trained on 2018+2020+2021PrimeX+2021PrimeX_Empty_Target) saved in a model efficient format (tf function). Load model code was updated to use the new format.
  • HVBi current input value is fixed for run period duration
GlueX 2023 Jan 12 - Mar 22 2023 GlueX_2023
  • TBD
  • Default HV 2125V
  • HV predictions rounded to nearest 1V
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