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@@ -83,4 +83,12 @@ The following hyperparameters were used during QA tuning:
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  - lr_scheduler_type: linear
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  - lr_scheduler_warmup_steps: 100
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  - num_epochs: 2.0
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- - weight_decay: 0.0
 
 
 
 
 
 
 
 
 
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  - lr_scheduler_type: linear
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  - lr_scheduler_warmup_steps: 100
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  - num_epochs: 2.0
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+ - weight_decay: 0.0
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+
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+ ### Examples
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+
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+ ```raw
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+ USER: What is Digital Active Nulling?
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+ ASSISTANT: Digital Active Nulling (DAN) is a technique used to improve the performance of Transition Edge Sensor (TES) bolometers in millimeter-wave astrophysics. It nulls the current flowing through the SQUID input coil, which is used to read out the TES, by injecting a current at the SQUID input that is the negative of the current through the TES. This results in a significant reduction in the effective input impedance of the SQUID, which increases the dynamic range of the readout system and reduces non-linearity. In addition, DAN replaces the flux-locked loop (FLL), removing the wiring length and bandwidth limitations of the FLL. DAN is used in the Simons Array and SPT-3G experiments, and is the baseline readout technology for the upcoming LiteBIRD satellite.
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+ ```
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+