Changes between Version 63 and Version 64 of Other/Summer/2023/Features


Ignore:
Timestamp:
Aug 9, 2023, 12:56:49 AM (11 months ago)
Author:
dakshkhetarpaul
Comment:

Legend:

Unmodified
Added
Removed
Modified
  • Other/Summer/2023/Features

    v63 v64  
    7878=== Week 8/9 Progress
    7979
    80 * **Sclurm**: Each training run of a dataset takes about 2-3 hours and generates one point (one accuracy and one bias) on the accuracy v. bias graph. Since many points are necessary to identify a consistent pattern between accuracy and bias, the graph could take days to create. We decided to use Sclurm workload manager to submit multiple jobs to iLab that run in parallel saving massive amounts of time.
     80* **Slurm**: Each training run of a dataset takes about 2-3 hours and generates one point (one accuracy and one bias) on the accuracy v. bias graph. Since many points are necessary to identify a consistent pattern between accuracy and bias, the graph could take days to create. We decided to use Sclurm workload manager to submit multiple jobs to iLab that run in parallel saving massive amounts of time.
    8181
    8282* **Automation of model training**: We wrote a script that generates several datasets, trains the model using each of those datasets (with Sclurm), and outputs a final graph plotting accuracy v. bias (one point on the graph for each dataset). Since the generation and training process takes hours, this script saves the time required in manually running the model for each dataset.