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ssc_model_deployment

Module for input, preprocessing, and deployment of the CV and SSC based models

Neural Networks

This module was based on the Artificial Neural Networks developed by Luisa Vieira Lucchese, available at https://github.com/luisalucchese/ann-ssc-module

Deployment plan

  • datagen goes through reaches and finds tiles for each of the lines within date range
  • stores them in a input json
  • process_ssc reads in this and uses the array index to pick out a tile
  • checks tile for overlap with nodes
  • predicts on nodes in tile
  • writes to tile level efs
  • ssc_combine module to coalate the results

sudo docker run -v /mnt/flpe/consensus:/data/consensus -v /mnt/input:/data/input -v /home/ec2-user/:/root/ ssc_deploy --consensus_dir /data/consensus -j /data/input/global_HLS_filtered_plus_minus_1_day_compressed_no_dupes -o /data/input/ssc_july_16/results -d /data/input --ckpt_path /data/input/ssc/models/model_static_files/rangel_checks/multitask_ckpts/deeplabv3p_distrib.pth.tar --ann_model_dir /data/input/ssc/models/model_static_files/final_model_static_files -i 2 -c > output.log 2>&1

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