Difference between revisions of "AIEC Deployment"

From epsciwiki
Jump to navigation Jump to search
(Created page with "Summary of when it was used and what was different each time. PrimEx 2021 Cosmics 2022 CPP 2022")
 
 
(39 intermediate revisions by 3 users not shown)
Line 1: Line 1:
−
Summary of when it was used and what was different each time.
 
  
−
PrimEx 2021
+
{| class="wikitable" style="width: 100%;"
−
Cosmics 2022
+
|-
−
CPP 2022
+
| style="width: 10%" | Experiment
 +
| style="width: 10%" | Date
 +
| style="width: 10%" | Wiki & reports
 +
| style="width: 30%" | Model
 +
| style="width: 40%" | 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
 +
|[https://halldweb.jlab.org/wiki/index.php/CPP_DAQ/Monitoring_Test_Spring_2022#AIEC_planning 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.
 +
*[https://halldweb.jlab.org/wiki/index.php/CPP_DAQ/CPP_AIEC_config 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
 +
|
 +
 
 +
|}

Latest revision as of 15:04, 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
Retrieved from "https://wiki.jlab.org/epsciwiki/index.php?title=AIEC_Deployment&oldid=2754"