Task 9.3 - Weight recalibration via gradient descent:
- Recalibrator module fits logistic regression weights using Nx
- Trains on QSO positives vs random baseline negatives
- Cross-validates by month, normalizes weights to sum to 1.0
- Mix task: mix recalibrate_scorer --sample 5000 --epochs 2000
Task 9.4 - Side-by-side scorer comparison:
- ScorerDiff.compare/3 re-scores grid with old vs new weights
- Reports mean diff, regressions, improvements, per-band breakdown
- Mix task: mix scorer_diff --new-weights '{...}'
Phase 3 - NEXRAD ingestion pipeline:
- NexradClient fetches IEM n0q composite PNGs, extracts per-point
box statistics (mean/max dBZ, texture variance)
- NexradObservation schema with unique (lat, lon, observed_at)
- NexradWorker on :nexrad queue for background processing
- nexrad_texture backtest feature in Features module
- mix nexrad_backfill --limit 200
All tasks added to AdminTaskWorker and Release for production use.
1116 tests, 0 failures.
120 lines
3.8 KiB
Elixir
120 lines
3.8 KiB
Elixir
defmodule Microwaveprop.Release do
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@moduledoc """
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Release tasks that run in production without Mix installed.
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Long-running tasks are enqueued as Oban jobs so `eval` returns
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immediately. Check Oban Web at /admin/oban for progress.
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Usage via `bin/microwaveprop eval`:
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bin/microwaveprop eval "Microwaveprop.Release.migrate"
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bin/microwaveprop eval "Microwaveprop.Release.backtest_all"
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bin/microwaveprop eval "Microwaveprop.Release.backtest(\"naive_gradient\")"
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bin/microwaveprop eval "Microwaveprop.Release.climatology"
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bin/microwaveprop eval "Microwaveprop.Release.native_backfill(500)"
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bin/microwaveprop eval "Microwaveprop.Release.native_derive"
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bin/microwaveprop eval "Microwaveprop.Release.recalibrate"
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bin/microwaveprop eval "Microwaveprop.Release.scorer_diff(\"{\\\"humidity\\\":0.18,...}\")"
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"""
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alias Microwaveprop.Workers.AdminTaskWorker
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@app :microwaveprop
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def migrate do
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load_app()
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for repo <- repos() do
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{:ok, _, _} = Ecto.Migrator.with_repo(repo, &Ecto.Migrator.run(&1, :up, all: true))
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end
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end
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def rollback(repo, version) do
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load_app()
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{:ok, _, _} = Ecto.Migrator.with_repo(repo, &Ecto.Migrator.run(&1, :down, to: version))
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end
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def backtest(feature_name) when is_binary(feature_name) do
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start_app()
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{:ok, job} = Oban.insert(AdminTaskWorker.new(%{task: "backtest", feature: feature_name}))
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IO.puts("Enqueued backtest for #{feature_name} (job #{job.id})")
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end
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def backtest_all do
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start_app()
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{:ok, job} = Oban.insert(AdminTaskWorker.new(%{task: "backtest_all"}))
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IO.puts("Enqueued consolidated backtest (job #{job.id})")
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end
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def climatology(min_samples \\ 3) do
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start_app()
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{:ok, job} = Oban.insert(AdminTaskWorker.new(%{task: "climatology", min_samples: min_samples}))
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IO.puts("Enqueued climatology build (job #{job.id})")
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end
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def native_backfill(limit \\ 500) do
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start_app()
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%{rows: rows} =
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Microwaveprop.Repo.query!(
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"""
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SELECT EXTRACT(YEAR FROM qso_timestamp)::int AS year,
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EXTRACT(MONTH FROM qso_timestamp)::int AS month,
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EXTRACT(DAY FROM qso_timestamp)::int AS day,
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EXTRACT(HOUR FROM qso_timestamp)::int AS hour,
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COUNT(*) AS cnt
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FROM contacts
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WHERE pos1 IS NOT NULL
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AND qso_timestamp >= '2019-01-01'
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GROUP BY 1, 2, 3, 4
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ORDER BY cnt DESC
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LIMIT $1
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""",
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[limit],
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timeout: 60_000
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)
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IO.puts("Enqueuing #{length(rows)} native backfill jobs...")
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for [year, month, day, hour, cnt] <- rows do
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args = %{year: year, month: month, day: day, hour: hour}
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case Oban.insert(Microwaveprop.Workers.HrrrNativeGridWorker.new(args, unique: [period: :infinity])) do
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{:ok, _} -> IO.puts(" #{year}-#{month}-#{day} #{hour}Z (#{cnt} contacts)")
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{:error, _} -> IO.puts(" #{year}-#{month}-#{day} #{hour}Z (skipped)")
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end
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end
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IO.puts("Done.")
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end
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def recalibrate do
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start_app()
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{:ok, job} = Oban.insert(AdminTaskWorker.new(%{task: "recalibrate"}))
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IO.puts("Enqueued recalibration (job #{job.id})")
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end
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def scorer_diff(new_weights_json) when is_binary(new_weights_json) do
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start_app()
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{:ok, job} = Oban.insert(AdminTaskWorker.new(%{task: "scorer_diff", new_weights: new_weights_json}))
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IO.puts("Enqueued scorer diff (job #{job.id})")
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end
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def native_derive(limit \\ 10_000) do
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start_app()
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{:ok, job} = Oban.insert(AdminTaskWorker.new(%{task: "native_derive", limit: limit}))
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IO.puts("Enqueued native derive (job #{job.id})")
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end
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defp repos do
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Application.fetch_env!(@app, :ecto_repos)
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end
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defp load_app do
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Application.ensure_all_started(:ssl)
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Application.ensure_loaded(@app)
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end
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defp start_app do
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Application.ensure_all_started(@app)
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end
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end
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