CD va qaytarish: orqaga yo'l qancha vaqt oladi

python3 -c "
import sys, pathlib; sys.path.insert(0, 'src')
if not pathlib.Path('model.onnx').exists():
    import pandas as pd
    from sklearn.ensemble import RandomForestClassifier
    from sklearn.model_selection import train_test_split
    from quvur.xususiyat import XUSUSIYATLAR, tayyorla
    from quvur.format import onnx_ga
    d = pd.read_csv('../datasets/ijara.csv')
    x, y = tayyorla(d), d['broker']
    Xtr, _, ytr, _ = train_test_split(x, y, test_size=0.25, stratify=y, random_state=42)
    m = RandomForestClassifier(n_estimators=150, min_samples_leaf=3,
                               random_state=42, n_jobs=1).fit(Xtr, ytr)
    onnx_ga(m, len(XUSUSIYATLAR), 'model.onnx')
print('model tayyor')
"
docker images mlops-servis:v1 -q | grep -q . || docker build -q -f Dockerfile.servis -t mlops-servis:v1 . > /dev/null 2>&1
docker tag mlops-servis:v1 mlops-servis:v2 2>/dev/null
docker images mlops-servis --format '{{.Repository}}:{{.Tag}}  {{.ID}}'

#!/usr/bin/env bash
# Yangi versiyani chiqaradi. Soglik tekshiruvidan otmasa - AVTOMATIK qaytaradi.
set -u

TEG="${1:?teg kerak: ./chiqar.sh v2}"
PORT="${2:-18130}"
NOM="mlops-joriy"
KUTISH=25

# hozirgi versiyani eslab qolamiz - qaytish uchun
ESKI=$(docker inspect "$NOM" --format '{{index .Config.Labels "versiya"}}' 2>/dev/null || echo "")

ishga_tushir() {
  local teg="$1"
  docker rm -f "$NOM" > /dev/null 2>&1
  docker run -d --name "$NOM" -p "${PORT}:8000" \
    --label "versiya=$teg" "mlops-servis:$teg" > /dev/null 2>&1
}

sogmi() {
  for _ in $(seq 1 "$KUTISH"); do
    [ "$(curl -s -o /dev/null -w %{http_code} "http://127.0.0.1:${PORT}/ready" 2>/dev/null)" = "200" ] \
      && return 0
    sleep 1
  done
  return 1
}

echo "chiqarilmoqda: $TEG (eski: ${ESKI:-yoq})"
ishga_tushir "$TEG"

if sogmi; then
  echo "OK: $TEG soglom, chiqarildi"
  exit 0
fi

echo "XATO: $TEG soglik tekshiruvidan otmadi"
if [ -n "$ESKI" ]; then
  echo "QAYTARILMOQDA -> $ESKI"
  ishga_tushir "$ESKI"
  sogmi && echo "qaytarildi: $ESKI ishlayapti" || echo "OGOHLANTIRISH: qaytarish ham muvaffaqiyatsiz"
else
  echo "qaytadigan versiya yoq (birinchi chiqarish)"
fi
exit 1

chmod +x chiqar.sh
./chiqar.sh v1 18130
echo "chiqish kodi: $?"
echo ""
echo -n "javob: "; curl -s http://127.0.0.1:18130/ready
echo ""
docker inspect mlops-joriy --format 'ishlayotgan versiya: {{index .Config.Labels "versiya"}}'

FROM mlops-servis:v1
USER root
RUN rm -f /app/model.onnx
USER servis

docker build -q -f Dockerfile.buzuq -t mlops-servis:v2 . > /dev/null 2>&1
echo "v2 qurildi (model faylisiz)"
echo ""
t0=$SECONDS
./chiqar.sh v2 18130
KOD=$?
echo ""
echo "chiqish kodi: $KOD"
echo "jami vaqt: $((SECONDS - t0)) s"

echo -n "servis javob beryaptimi: "
curl -s http://127.0.0.1:18130/ready
echo ""
docker inspect mlops-joriy --format 'hozirgi versiya: {{index .Config.Labels "versiya"}}'
echo ""
echo -n "bashorat ishlayaptimi: "
curl -s -X POST http://127.0.0.1:18130/bashorat -H "Content-Type: application/json" -d '{
  "xonalar": 2, "maydon": 55, "qavat": 3, "jami_qavat": 9, "narx_mln": 4.2,
  "tavsif_uzunligi": 60, "rasmlar_soni": 2, "telefon_takrorlanishi": 18,
  "kunlik_elonlar": 9, "egasi_tasdiqlangan": 0}'

diagramma(
    {
        "Birlashtirildi\n(main)": (0, 1.8, 2.2, 1.0, "manba"),
        "CI darvozasi\n(31-bob)": (3.0, 1.8, 2.2, 1.0, "qayta"),
        "Rasm qurish\n+ teg": (6.0, 1.8, 2.1, 1.0, "qayta"),
        "Chiqarish\n+ sog'liq": (8.9, 1.8, 2.1, 1.0, "kuzatuv"),
        "Ishlayapti": (11.8, 3.1, 2.0, 0.9, "xizmat"),
        "QAYTARISH": (11.8, 0.5, 2.0, 0.9, "manba"),
    },
    [
        ("Birlashtirildi\n(main)", "CI darvozasi\n(31-bob)"),
        ("CI darvozasi\n(31-bob)", "Rasm qurish\n+ teg"),
        ("Rasm qurish\n+ teg", "Chiqarish\n+ sog'liq"),
        ("Chiqarish\n+ sog'liq", "Ishlayapti", "sog'lom"),
        ("Chiqarish\n+ sog'liq", "QAYTARISH", "sog'liq yo'q"),
    ],
    nom="cd_quvuri.png", kenglik=15,
    izoh="Qaytarish - alohida jarayon emas, chiqarishning bir qismi.",
)

import pandas as pd
show(pd.DataFrame([
    {"Buzilgan narsa": "Kod", "Qaytarish usuli": "Eski rasm tegi", "Vaqti": "Soniyalar"},
    {"Buzilgan narsa": "Model (rasm ichida)", "Qaytarish usuli": "Eski rasm tegi",
     "Vaqti": "Soniyalar"},
    {"Buzilgan narsa": "Model (registrda)", "Qaytarish usuli": "Alias ko'chirish (23-bob)",
     "Vaqti": "Soniyalar"},
    {"Buzilgan narsa": "Ma'lumot sxemasi", "Qaytarish usuli": "Oson emas — migratsiya kerak",
     "Vaqti": "Soatlar"},
]))

docker rm -f mlops-joriy > /dev/null 2>&1
docker rmi mlops-servis:v2 > /dev/null 2>&1
echo "tozalandi"
docker ps --format '{{.Names}}' | grep -v k3d