roofAI 🏛️ on GPU — 3

Next, in roofAI 🏛️,

using https://github.com/kamangir/roofAI/tree/main/roofAI/semseg#train

@select 2023-11-28-semseg-train-val-v8

@sagemaker
  
  roofAI semseg train \
      profile=DEBUG,upload \
      $(@ref roofAI_ingest_AIRS_v2) . \
      --classes roof
@.

@mac
  @download; open .
@.

log and metadata training elapsed_time,

validate predict, using https://github.com/kamangir/roofAI/blob/main/roofAI/semseg/README.md#predict

roofAI semseg predict \
    profile=VALIDATION \
    $(@ref roofAI_semseg_model_AIRS_full_v2) \
    $(@ref roofAI_ingest_AIRS_v2) \
    $(@timestamp)

@select 2023-11-28-18-44-47-48662 open; @download

sign training charts ✅ += model.signature ✅

copy predict outputs to model,

pr: https://github.com/kamangir/roofAI/pull/1: review ✅ merge ✅

roof pytest list

roof pytest

Next: train on the GPU on the dataset generated on the fly.