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# fluxrec task automation
build:
go build -o fluxrec .
test:
go test ./...
fmt:
go fmt ./...
vet:
go vet ./...
clean:
rm -f fluxrec
# Quick smoke: train-free, needs a model.json (from `fluxrec train`, future)
score TITLE MODEL="model.json":
echo "{{TITLE}}" | go run . score --model {{MODEL}}
# ── auth (same pattern as the mflux justfile) ──
# Print the two export lines to paste in your shell (just can't set them for you)
auth:
@echo 'export MFLUX_URL="https://your-miniflux-host" # base URL, no trailing slash'
@echo 'read -s MFLUX_TOKEN && export MFLUX_TOKEN # Settings -> API Keys; input hidden'
# Guard for recipes that hit the live API (token never echoed)
check-auth:
@test -n "${MINIFLUX_URL:-${MFLUX_URL:-}}" -a -n "${MINIFLUX_TOKEN:-${MFLUX_TOKEN:-}}" || { echo "not authed; run: just auth"; exit 1; }
@echo "auth ok (URL=${MINIFLUX_URL:-${MFLUX_URL:-}})"
# Capture dev fixtures from the live API; run once, then offline dev
dump-fixtures DIR="testdata": check-auth
go run . export --dump-raw {{DIR}}
# Retroactive-starring aid: model-ranked read+unstarred candidates to star by hand
retrostar LIMIT="50":
go run . retrostar --limit {{LIMIT}}
# Pruning audit: per-feed volume + star stats
feeds DAYS="180" MIN_PER_DAY="0.05" MIN_SEEN="0": check-auth
go run . feeds --days 180 --min-per-day 0.05 --min-seen 0
# ── retrain loop ──
# Eyeball report.json (precision@15 >= 0.10) before `just ship SERVER` —
# retrain never deploys.
# Export new labels, train, print the report path
retrain: check-auth
go run . export
go run . train labels.jsonl
@echo "report: report.json — check precision@15 >= 0.10 before shipping"
# ── deploy lane (local PC → server) ──
# SERVER is an ssh config alias; the agent does auth. No hostnames in this
# file. Run `ship` only after eyeballing report.json — retrain never deploys.
# The server state dir is bind-mounted at /data (created once on the VPS;
# see README "Deployment"); fluxrec runs under the compose stack at
# ~/services on the server.
# Ship a freshly trained model.json to the server state dir
deploy SERVER:
scp model.json {{SERVER}}:~/fluxrec-data/
# Bounce the serve container so it picks up the new model
restart SERVER:
ssh {{SERVER}} 'cd ~/services && docker-compose restart fluxrec'
# deploy + restart in one verb
ship SERVER: (deploy SERVER) (restart SERVER)
@echo "model shipped; serve restarted — watch /api/status next run"
# Full model refresh: retrain + ship in one verb (no report gate — eyeball
# report.json first if unsure, or use `retrain` + `ship` separately)
refresh SERVER: retrain (ship SERVER)
@echo "refreshed: retrained locally + model shipped to {{SERVER}}"
# Trigger an out-of-schedule poll (serialized + cooldown-gated server-side)
poll-now URL:
curl -sS -X POST {{URL}}/api/poll
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