riset-teknologi-informasi/slide/slide-09-implementation-environment.md

---
marp: true
paginate: true
class: bagian-iii
header: 'RTI — Riset Teknologi Informasi | Universitas Putra Bangsa Kebumen'
footer: 'Helmi Bahar Alim, S.Kom., M.Kom. | 2026'
---





<style>
/* UPB Theme (inline) */

/*
  ============================================================
  UPB MARP THEME — Riset Teknologi Informasi
  Universitas Putra Bangsa (UPB), Kebumen
  Fak. Sains & Teknologi | Prodi Teknik Informatika
  ------------------------------------------------------------
  Penggunaan di frontmatter slide:
    theme: upb
    class: bagian-ii          ← opsional; ganti warna Bagian
  
  Kelas per Bagian:
    (kosong / default) = Bagian I  — Biru   #2563EB
    bagian-ii          = Bagian II — Hijau  #059669
    bagian-iii         = Bagian III — Oranye #d97706
    bagian-iv          = Bagian IV — Ungu   #7c3aed

  Kelas layout khusus (gunakan via <!-- _class: ... -->):
    cover              = Cover / halaman judul
    section-header     = Pembatas antar-topik
    integrative        = Bab 8 (UTS — gradien biru-ungu)
    fullcircle         = Bab 16 penutup (gradien gelap)
  ============================================================
*/

/* ============================================================
   1. CSS CUSTOM PROPERTIES — DEFAULT (Bagian I · Biru)
   ============================================================ */
section {
  --accent:        #2563EB;
  --accent-dark:   #1e3a5f;
  --accent-light:  #eff6ff;
  --accent-border: #bfdbfe;
  --cover-grad:    linear-gradient(135deg, #1e3a5f 0%, #2563EB 100%);
  --cover-sub:     #bfdbfe;
  --cover-meta:    #93c5fd;

  font-family: 'Segoe UI', Arial, sans-serif;
  font-size: 1.1em;
  color: #1e293b;
  padding: 40px 60px;
}

/* ============================================================
   2. VARIAN WARNA PER BAGIAN
   ============================================================ */

/* Bagian II — Hijau */
section.bagian-ii {
  --accent:        #059669;
  --accent-dark:   #064e3b;
  --accent-light:  #ecfdf5;
  --accent-border: #a7f3d0;
  --cover-grad:    linear-gradient(135deg, #064e3b 0%, #059669 100%);
  --cover-sub:     #a7f3d0;
  --cover-meta:    #6ee7b7;
}

/* Bagian III — Oranye */
section.bagian-iii {
  --accent:        #d97706;
  --accent-dark:   #78350f;
  --accent-light:  #fffbeb;
  --accent-border: #fde68a;
  --cover-grad:    linear-gradient(135deg, #78350f 0%, #d97706 100%);
  --cover-sub:     #fde68a;
  --cover-meta:    #fcd34d;
}

/* Bagian IV — Ungu */
section.bagian-iv {
  --accent:        #7c3aed;
  --accent-dark:   #3b0764;
  --accent-light:  #f5f3ff;
  --accent-border: #ddd6fe;
  --cover-grad:    linear-gradient(135deg, #3b0764 0%, #7c3aed 100%);
  --cover-sub:     #ddd6fe;
  --cover-meta:    #c4b5fd;
}

/* ============================================================
   3. LAYOUT: COVER
   ============================================================ */
section.cover {
  background: var(--cover-grad);
  color: white;
  justify-content: center;
  text-align: center;
}

/* Logo dimuat dari CSS — tidak perlu tag img di markdown */
section.cover::before {
  content: '';
  display: block;
  width: 90px;
  height: 90px;
  background: white url('theme/logo-upb.png') center / contain no-repeat;
  border-radius: 8px;
  padding: 6px;
  margin: 0 auto 14px;
  box-sizing: border-box;
}

section.cover h1 {
  color: white;
  font-size: 2em;
  margin-bottom: 8px;
  border-bottom: none;
}

section.cover h2 {
  color: var(--cover-sub);
  font-size: 1.1em;
  font-weight: normal;
}

section.cover p  { color: var(--cover-meta); font-size: 0.85em; }
section.cover strong { color: white; }

/* ============================================================
   4. LAYOUT: SECTION HEADER (pembatas topik)
   ============================================================ */
section.section-header {
  background: var(--accent);
  color: white;
  justify-content: center;
  text-align: center;
}

section.section-header h1 {
  color: white;
  font-size: 2.5em;
  border-bottom: none;
}

section.section-header h2 { color: rgba(255, 255, 255, 0.85); }

/* ============================================================
   5. LAYOUT: INTEGRATIVE (Bab 8 — UTS Checkpoint)
   ============================================================ */
section.integrative {
  background: linear-gradient(135deg, #1e3a5f 0%, #7c3aed 100%);
  color: white;
  justify-content: center;
  text-align: center;
}

section.integrative::before {
  content: '';
  display: block;
  width: 90px;
  height: 90px;
  background: white url('theme/logo-upb.png') center / contain no-repeat;
  border-radius: 8px;
  padding: 6px;
  margin: 0 auto 14px;
  box-sizing: border-box;
}

section.integrative h1 {
  color: white;
  font-size: 2.2em;
  border-bottom: none;
}

section.integrative h2   { color: #ddd6fe; font-size: 1.1em; }
section.integrative p    { color: #c4b5fd; font-size: 0.85em; }
section.integrative strong { color: white; }

/* ============================================================
   6. LAYOUT: FULLCIRCLE (Bab 16 — Penutup)
   ============================================================ */
section.fullcircle {
  background: linear-gradient(135deg, #1e293b 0%, #1e3a5f 50%, #1e293b 100%);
  color: white;
  justify-content: center;
  text-align: center;
}

section.fullcircle h1 {
  color: #ddd6fe;
  font-size: 2.2em;
  border-bottom: 3px solid #7c3aed;
}

section.fullcircle blockquote {
  border-left: 5px solid #7c3aed;
  background: rgba(255, 255, 255, 0.08);
  color: #ddd6fe;
  font-style: italic;
}

/* ============================================================
   7. ELEMEN KONTEN — menggunakan CSS vars dari bagian
   ============================================================ */

h1 {
  color: var(--accent);
  border-bottom: 3px solid var(--accent);
  padding-bottom: 8px;
}

h2 { color: var(--accent-dark); font-size: 1.3em; }
h3 { color: var(--accent);      font-size: 1.05em; }

blockquote {
  border-left: 5px solid var(--accent);
  background: var(--accent-light);
  padding: 12px 20px;
  margin: 16px 0;
  color: var(--accent-dark);
  font-style: italic;
  border-radius: 0 8px 8px 0;
}

table { font-size: 0.82em; width: 100%; border-collapse: collapse; }
th    { background: var(--accent); color: white; padding: 8px 12px; }
td    { padding: 6px 12px; border-bottom: 1px solid var(--accent-border); }
tr:nth-child(even) td { background: var(--accent-light); }

code {
  background: var(--accent-light);
  color: var(--accent-dark);
  padding: 2px 6px;
  border-radius: 4px;
  font-size: 0.9em;
}

pre {
  background: #f1f5f9;
  color: #1e293b;
  padding: 16px;
  border-radius: 8px;
  border-left: 4px solid var(--accent-border);
}

ul li, ol li { margin-bottom: 6px; line-height: 1.6; }

/* ============================================================
   8. HELPER CLASSES
   ============================================================ */

/* Status / penekanan */
.warn  { color: #d97706; font-weight: bold; }
.good  { color: #059669; font-weight: bold; }
.bad   { color: #dc2626; font-weight: bold; }

/* Kotak pernyataan akhir */
.final {
  background: #fef3c7;
  border-left: 5px solid #d97706;
  padding: 14px 20px;
  border-radius: 0 8px 8px 0;
  font-size: 1.1em;
}

/* Kotak highlight */
.highlight-box {
  background: var(--accent);
  color: white;
  padding: 16px 20px;
  border-radius: 8px;
  margin: 12px 0;
}

/* Kotak checkpoint bab 8 */
.checkpoint {
  background: #f5f3ff;
  border: 2px solid #7c3aed;
  border-radius: 8px;
  padding: 16px 24px;
  margin: 16px 0;
}

/* ============================================================
   9. PAGINATION & HEADER/FOOTER
   ============================================================ */
section::after {
  font-size: 0.7em;
  color: #94a3b8;
}

section[data-marpit-advanced-background] > div:last-child { padding: 40px 60px; }
</style>

<style>
/* UPB Theme (inline) */

/*
  ============================================================
  UPB MARP THEME — Riset Teknologi Informasi
  Universitas Putra Bangsa (UPB), Kebumen
  Fak. Sains & Teknologi | Prodi Teknik Informatika
  ------------------------------------------------------------
  Penggunaan di frontmatter slide:
        class: bagian-ii          ← opsional; ganti warna Bagian
  
  Kelas per Bagian:
    (kosong / default) = Bagian I  — Biru   #2563EB
    bagian-ii          = Bagian II — Hijau  #059669
    bagian-iii         = Bagian III — Oranye #d97706
    bagian-iv          = Bagian IV — Ungu   #7c3aed

  Kelas layout khusus (gunakan via <!-- _class: ... -->):
    cover              = Cover / halaman judul
    section-header     = Pembatas antar-topik
    integrative        = Bab 8 (UTS — gradien biru-ungu)
    fullcircle         = Bab 16 penutup (gradien gelap)
  ============================================================
*/

/* ============================================================
   1. CSS CUSTOM PROPERTIES — DEFAULT (Bagian I · Biru)
   ============================================================ */
section {
  --accent:        #2563EB;
  --accent-dark:   #1e3a5f;
  --accent-light:  #eff6ff;
  --accent-border: #bfdbfe;
  --cover-grad:    linear-gradient(135deg, #1e3a5f 0%, #2563EB 100%);
  --cover-sub:     #bfdbfe;
  --cover-meta:    #93c5fd;

  font-family: 'Segoe UI', Arial, sans-serif;
  font-size: 1.1em;
  color: #1e293b;
  padding: 40px 60px;
}

/* ============================================================
   2. VARIAN WARNA PER BAGIAN
   ============================================================ */

/* Bagian II — Hijau */
section.bagian-ii {
  --accent:        #059669;
  --accent-dark:   #064e3b;
  --accent-light:  #ecfdf5;
  --accent-border: #a7f3d0;
  --cover-grad:    linear-gradient(135deg, #064e3b 0%, #059669 100%);
  --cover-sub:     #a7f3d0;
  --cover-meta:    #6ee7b7;
}

/* Bagian III — Oranye */
section.bagian-iii {
  --accent:        #d97706;
  --accent-dark:   #78350f;
  --accent-light:  #fffbeb;
  --accent-border: #fde68a;
  --cover-grad:    linear-gradient(135deg, #78350f 0%, #d97706 100%);
  --cover-sub:     #fde68a;
  --cover-meta:    #fcd34d;
}

/* Bagian IV — Ungu */
section.bagian-iv {
  --accent:        #7c3aed;
  --accent-dark:   #3b0764;
  --accent-light:  #f5f3ff;
  --accent-border: #ddd6fe;
  --cover-grad:    linear-gradient(135deg, #3b0764 0%, #7c3aed 100%);
  --cover-sub:     #ddd6fe;
  --cover-meta:    #c4b5fd;
}

/* ============================================================
   3. LAYOUT: COVER
   ============================================================ */
section.cover {
  background: var(--cover-grad);
  color: white;
  justify-content: center;
  text-align: center;
}

/* Logo dimuat dari CSS — tidak perlu tag img di markdown */
section.cover::before {
  content: '';
  display: block;
  width: 90px;
  height: 90px;
  background: white url('theme/logo-upb.png') center / contain no-repeat;
  border-radius: 8px;
  padding: 6px;
  margin: 0 auto 14px;
  box-sizing: border-box;
}

section.cover h1 {
  color: white;
  font-size: 2em;
  margin-bottom: 8px;
  border-bottom: none;
}

section.cover h2 {
  color: var(--cover-sub);
  font-size: 1.1em;
  font-weight: normal;
}

section.cover p  { color: var(--cover-meta); font-size: 0.85em; }
section.cover strong { color: white; }

/* ============================================================
   4. LAYOUT: SECTION HEADER (pembatas topik)
   ============================================================ */
section.section-header {
  background: var(--accent);
  color: white;
  justify-content: center;
  text-align: center;
}

section.section-header h1 {
  color: white;
  font-size: 2.5em;
  border-bottom: none;
}

section.section-header h2 { color: rgba(255, 255, 255, 0.85); }

/* ============================================================
   5. LAYOUT: INTEGRATIVE (Bab 8 — UTS Checkpoint)
   ============================================================ */
section.integrative {
  background: linear-gradient(135deg, #1e3a5f 0%, #7c3aed 100%);
  color: white;
  justify-content: center;
  text-align: center;
}

section.integrative::before {
  content: '';
  display: block;
  width: 90px;
  height: 90px;
  background: white url('theme/logo-upb.png') center / contain no-repeat;
  border-radius: 8px;
  padding: 6px;
  margin: 0 auto 14px;
  box-sizing: border-box;
}

section.integrative h1 {
  color: white;
  font-size: 2.2em;
  border-bottom: none;
}

section.integrative h2   { color: #ddd6fe; font-size: 1.1em; }
section.integrative p    { color: #c4b5fd; font-size: 0.85em; }
section.integrative strong { color: white; }

/* ============================================================
   6. LAYOUT: FULLCIRCLE (Bab 16 — Penutup)
   ============================================================ */
section.fullcircle {
  background: linear-gradient(135deg, #1e293b 0%, #1e3a5f 50%, #1e293b 100%);
  color: white;
  justify-content: center;
  text-align: center;
}

section.fullcircle h1 {
  color: #ddd6fe;
  font-size: 2.2em;
  border-bottom: 3px solid #7c3aed;
}

section.fullcircle blockquote {
  border-left: 5px solid #7c3aed;
  background: rgba(255, 255, 255, 0.08);
  color: #ddd6fe;
  font-style: italic;
}

/* ============================================================
   7. ELEMEN KONTEN — menggunakan CSS vars dari bagian
   ============================================================ */

h1 {
  color: var(--accent);
  border-bottom: 3px solid var(--accent);
  padding-bottom: 8px;
}

h2 { color: var(--accent-dark); font-size: 1.3em; }
h3 { color: var(--accent);      font-size: 1.05em; }

blockquote {
  border-left: 5px solid var(--accent);
  background: var(--accent-light);
  padding: 12px 20px;
  margin: 16px 0;
  color: var(--accent-dark);
  font-style: italic;
  border-radius: 0 8px 8px 0;
}

table { font-size: 0.82em; width: 100%; border-collapse: collapse; }
th    { background: var(--accent); color: white; padding: 8px 12px; }
td    { padding: 6px 12px; border-bottom: 1px solid var(--accent-border); }
tr:nth-child(even) td { background: var(--accent-light); }

code {
  background: var(--accent-light);
  color: var(--accent-dark);
  padding: 2px 6px;
  border-radius: 4px;
  font-size: 0.9em;
}

pre {
  background: #f1f5f9;
  color: #1e293b;
  padding: 16px;
  border-radius: 8px;
  border-left: 4px solid var(--accent-border);
}

ul li, ol li { margin-bottom: 6px; line-height: 1.6; }

/* ============================================================
   8. HELPER CLASSES
   ============================================================ */

/* Status / penekanan */
.warn  { color: #d97706; font-weight: bold; }
.good  { color: #059669; font-weight: bold; }
.bad   { color: #dc2626; font-weight: bold; }

/* Kotak pernyataan akhir */
.final {
  background: #fef3c7;
  border-left: 5px solid #d97706;
  padding: 14px 20px;
  border-radius: 0 8px 8px 0;
  font-size: 1.1em;
}

/* Kotak highlight */
.highlight-box {
  background: var(--accent);
  color: white;
  padding: 16px 20px;
  border-radius: 8px;
  margin: 12px 0;
}

/* Kotak checkpoint bab 8 */
.checkpoint {
  background: #f5f3ff;
  border: 2px solid #7c3aed;
  border-radius: 8px;
  padding: 16px 24px;
  margin: 16px 0;
}

/* ============================================================
   9. PAGINATION & HEADER/FOOTER
   ============================================================ */
section::after {
  font-size: 0.7em;
  color: #94a3b8;
}

section[data-marpit-advanced-background] > div:last-child { padding: 40px 60px; }
</style>

<style>
/* UPB Theme (inline) */

/*
  ============================================================
  UPB MARP THEME — Riset Teknologi Informasi
  Universitas Putra Bangsa (UPB), Kebumen
  Fak. Sains & Teknologi | Prodi Teknik Informatika
  ------------------------------------------------------------
  Penggunaan di frontmatter slide:
        class: bagian-ii          ← opsional; ganti warna Bagian
  
  Kelas per Bagian:
    (kosong / default) = Bagian I  — Biru   #2563EB
    bagian-ii          = Bagian II — Hijau  #059669
    bagian-iii         = Bagian III — Oranye #d97706
    bagian-iv          = Bagian IV — Ungu   #7c3aed

  Kelas layout khusus (gunakan via <!-- _class: ... -->):
    cover              = Cover / halaman judul
    section-header     = Pembatas antar-topik
    integrative        = Bab 8 (UTS — gradien biru-ungu)
    fullcircle         = Bab 16 penutup (gradien gelap)
  ============================================================
*/

/* ============================================================
   1. CSS CUSTOM PROPERTIES — DEFAULT (Bagian I · Biru)
   ============================================================ */
section {
  --accent:        #2563EB;
  --accent-dark:   #1e3a5f;
  --accent-light:  #eff6ff;
  --accent-border: #bfdbfe;
  --cover-grad:    linear-gradient(135deg, #1e3a5f 0%, #2563EB 100%);
  --cover-sub:     #bfdbfe;
  --cover-meta:    #93c5fd;

  font-family: 'Segoe UI', Arial, sans-serif;
  font-size: 1.1em;
  color: #1e293b;
  padding: 40px 60px;
}

/* ============================================================
   2. VARIAN WARNA PER BAGIAN
   ============================================================ */

/* Bagian II — Hijau */
section.bagian-ii {
  --accent:        #059669;
  --accent-dark:   #064e3b;
  --accent-light:  #ecfdf5;
  --accent-border: #a7f3d0;
  --cover-grad:    linear-gradient(135deg, #064e3b 0%, #059669 100%);
  --cover-sub:     #a7f3d0;
  --cover-meta:    #6ee7b7;
}

/* Bagian III — Oranye */
section.bagian-iii {
  --accent:        #d97706;
  --accent-dark:   #78350f;
  --accent-light:  #fffbeb;
  --accent-border: #fde68a;
  --cover-grad:    linear-gradient(135deg, #78350f 0%, #d97706 100%);
  --cover-sub:     #fde68a;
  --cover-meta:    #fcd34d;
}

/* Bagian IV — Ungu */
section.bagian-iv {
  --accent:        #7c3aed;
  --accent-dark:   #3b0764;
  --accent-light:  #f5f3ff;
  --accent-border: #ddd6fe;
  --cover-grad:    linear-gradient(135deg, #3b0764 0%, #7c3aed 100%);
  --cover-sub:     #ddd6fe;
  --cover-meta:    #c4b5fd;
}

/* ============================================================
   3. LAYOUT: COVER
   ============================================================ */
section.cover {
  background: var(--cover-grad);
  color: white;
  justify-content: center;
  text-align: center;
}

/* Logo dimuat dari CSS — tidak perlu tag img di markdown */
section.cover::before {
  content: '';
  display: block;
  width: 90px;
  height: 90px;
  background: white url('theme/logo-upb.png') center / contain no-repeat;
  border-radius: 8px;
  padding: 6px;
  margin: 0 auto 14px;
  box-sizing: border-box;
}

section.cover h1 {
  color: white;
  font-size: 2em;
  margin-bottom: 8px;
  border-bottom: none;
}

section.cover h2 {
  color: var(--cover-sub);
  font-size: 1.1em;
  font-weight: normal;
}

section.cover p  { color: var(--cover-meta); font-size: 0.85em; }
section.cover strong { color: white; }

/* ============================================================
   4. LAYOUT: SECTION HEADER (pembatas topik)
   ============================================================ */
section.section-header {
  background: var(--accent);
  color: white;
  justify-content: center;
  text-align: center;
}

section.section-header h1 {
  color: white;
  font-size: 2.5em;
  border-bottom: none;
}

section.section-header h2 { color: rgba(255, 255, 255, 0.85); }

/* ============================================================
   5. LAYOUT: INTEGRATIVE (Bab 8 — UTS Checkpoint)
   ============================================================ */
section.integrative {
  background: linear-gradient(135deg, #1e3a5f 0%, #7c3aed 100%);
  color: white;
  justify-content: center;
  text-align: center;
}

section.integrative::before {
  content: '';
  display: block;
  width: 90px;
  height: 90px;
  background: white url('theme/logo-upb.png') center / contain no-repeat;
  border-radius: 8px;
  padding: 6px;
  margin: 0 auto 14px;
  box-sizing: border-box;
}

section.integrative h1 {
  color: white;
  font-size: 2.2em;
  border-bottom: none;
}

section.integrative h2   { color: #ddd6fe; font-size: 1.1em; }
section.integrative p    { color: #c4b5fd; font-size: 0.85em; }
section.integrative strong { color: white; }

/* ============================================================
   6. LAYOUT: FULLCIRCLE (Bab 16 — Penutup)
   ============================================================ */
section.fullcircle {
  background: linear-gradient(135deg, #1e293b 0%, #1e3a5f 50%, #1e293b 100%);
  color: white;
  justify-content: center;
  text-align: center;
}

section.fullcircle h1 {
  color: #ddd6fe;
  font-size: 2.2em;
  border-bottom: 3px solid #7c3aed;
}

section.fullcircle blockquote {
  border-left: 5px solid #7c3aed;
  background: rgba(255, 255, 255, 0.08);
  color: #ddd6fe;
  font-style: italic;
}

/* ============================================================
   7. ELEMEN KONTEN — menggunakan CSS vars dari bagian
   ============================================================ */

h1 {
  color: var(--accent);
  border-bottom: 3px solid var(--accent);
  padding-bottom: 8px;
}

h2 { color: var(--accent-dark); font-size: 1.3em; }
h3 { color: var(--accent);      font-size: 1.05em; }

blockquote {
  border-left: 5px solid var(--accent);
  background: var(--accent-light);
  padding: 12px 20px;
  margin: 16px 0;
  color: var(--accent-dark);
  font-style: italic;
  border-radius: 0 8px 8px 0;
}

table { font-size: 0.82em; width: 100%; border-collapse: collapse; }
th    { background: var(--accent); color: white; padding: 8px 12px; }
td    { padding: 6px 12px; border-bottom: 1px solid var(--accent-border); }
tr:nth-child(even) td { background: var(--accent-light); }

code {
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}

pre {
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  padding: 16px;
  border-radius: 8px;
  border-left: 4px solid var(--accent-border);
}

ul li, ol li { margin-bottom: 6px; line-height: 1.6; }

/* ============================================================
   8. HELPER CLASSES
   ============================================================ */

/* Status / penekanan */
.warn  { color: #d97706; font-weight: bold; }
.good  { color: #059669; font-weight: bold; }
.bad   { color: #dc2626; font-weight: bold; }

/* Kotak pernyataan akhir */
.final {
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  font-size: 1.1em;
}

/* Kotak highlight */
.highlight-box {
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  color: white;
  padding: 16px 20px;
  border-radius: 8px;
  margin: 12px 0;
}

/* Kotak checkpoint bab 8 */
.checkpoint {
  background: #f5f3ff;
  border: 2px solid #7c3aed;
  border-radius: 8px;
  padding: 16px 24px;
  margin: 16px 0;
}

/* ============================================================
   9. PAGINATION & HEADER/FOOTER
   ============================================================ */
section::after {
  font-size: 0.7em;
  color: #94a3b8;
}

section[data-marpit-advanced-background] > div:last-child { padding: 40px 60px; }
</style>

<style>
/* UPB Theme (inline) */

/*
  ============================================================
  UPB MARP THEME — Riset Teknologi Informasi
  Universitas Putra Bangsa (UPB), Kebumen
  Fak. Sains & Teknologi | Prodi Teknik Informatika
  ------------------------------------------------------------
  Penggunaan di frontmatter slide:
        class: bagian-ii          ← opsional; ganti warna Bagian
  
  Kelas per Bagian:
    (kosong / default) = Bagian I  — Biru   #2563EB
    bagian-ii          = Bagian II — Hijau  #059669
    bagian-iii         = Bagian III — Oranye #d97706
    bagian-iv          = Bagian IV — Ungu   #7c3aed

  Kelas layout khusus (gunakan via <!-- _class: ... -->):
    cover              = Cover / halaman judul
    section-header     = Pembatas antar-topik
    integrative        = Bab 8 (UTS — gradien biru-ungu)
    fullcircle         = Bab 16 penutup (gradien gelap)
  ============================================================
*/

/* ============================================================
   1. CSS CUSTOM PROPERTIES — DEFAULT (Bagian I · Biru)
   ============================================================ */
section {
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/* ============================================================
   2. VARIAN WARNA PER BAGIAN
   ============================================================ */

/* Bagian II — Hijau */
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/* Bagian IV — Ungu */
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  --cover-sub:     #ddd6fe;
  --cover-meta:    #c4b5fd;
}

/* ============================================================
   3. LAYOUT: COVER
   ============================================================ */
section.cover {
  background: var(--cover-grad);
  color: white;
  justify-content: center;
  text-align: center;
}

/* Logo dimuat dari CSS — tidak perlu tag img di markdown */
section.cover::before {
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  display: block;
  width: 90px;
  height: 90px;
  background: white url('theme/logo-upb.png') center / contain no-repeat;
  border-radius: 8px;
  padding: 6px;
  margin: 0 auto 14px;
  box-sizing: border-box;
}

section.cover h1 {
  color: white;
  font-size: 2em;
  margin-bottom: 8px;
  border-bottom: none;
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section.cover h2 {
  color: var(--cover-sub);
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  font-weight: normal;
}

section.cover p  { color: var(--cover-meta); font-size: 0.85em; }
section.cover strong { color: white; }

/* ============================================================
   4. LAYOUT: SECTION HEADER (pembatas topik)
   ============================================================ */
section.section-header {
  background: var(--accent);
  color: white;
  justify-content: center;
  text-align: center;
}

section.section-header h1 {
  color: white;
  font-size: 2.5em;
  border-bottom: none;
}

section.section-header h2 { color: rgba(255, 255, 255, 0.85); }

/* ============================================================
   5. LAYOUT: INTEGRATIVE (Bab 8 — UTS Checkpoint)
   ============================================================ */
section.integrative {
  background: linear-gradient(135deg, #1e3a5f 0%, #7c3aed 100%);
  color: white;
  justify-content: center;
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section.integrative::before {
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section.integrative h1 {
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section.integrative p    { color: #c4b5fd; font-size: 0.85em; }
section.integrative strong { color: white; }

/* ============================================================
   6. LAYOUT: FULLCIRCLE (Bab 16 — Penutup)
   ============================================================ */
section.fullcircle {
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  color: #ddd6fe;
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/* ============================================================
   7. ELEMEN KONTEN — menggunakan CSS vars dari bagian
   ============================================================ */

h1 {
  color: var(--accent);
  border-bottom: 3px solid var(--accent);
  padding-bottom: 8px;
}

h2 { color: var(--accent-dark); font-size: 1.3em; }
h3 { color: var(--accent);      font-size: 1.05em; }

blockquote {
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  padding: 12px 20px;
  margin: 16px 0;
  color: var(--accent-dark);
  font-style: italic;
  border-radius: 0 8px 8px 0;
}

table { font-size: 0.82em; width: 100%; border-collapse: collapse; }
th    { background: var(--accent); color: white; padding: 8px 12px; }
td    { padding: 6px 12px; border-bottom: 1px solid var(--accent-border); }
tr:nth-child(even) td { background: var(--accent-light); }

code {
  background: var(--accent-light);
  color: var(--accent-dark);
  padding: 2px 6px;
  border-radius: 4px;
  font-size: 0.9em;
}

pre {
  background: #f1f5f9;
  color: #1e293b;
  padding: 16px;
  border-radius: 8px;
  border-left: 4px solid var(--accent-border);
}

ul li, ol li { margin-bottom: 6px; line-height: 1.6; }

/* ============================================================
   8. HELPER CLASSES
   ============================================================ */

/* Status / penekanan */
.warn  { color: #d97706; font-weight: bold; }
.good  { color: #059669; font-weight: bold; }
.bad   { color: #dc2626; font-weight: bold; }

/* Kotak pernyataan akhir */
.final {
  background: #fef3c7;
  border-left: 5px solid #d97706;
  padding: 14px 20px;
  border-radius: 0 8px 8px 0;
  font-size: 1.1em;
}

/* Kotak highlight */
.highlight-box {
  background: var(--accent);
  color: white;
  padding: 16px 20px;
  border-radius: 8px;
  margin: 12px 0;
}

/* Kotak checkpoint bab 8 */
.checkpoint {
  background: #f5f3ff;
  border: 2px solid #7c3aed;
  border-radius: 8px;
  padding: 16px 24px;
  margin: 16px 0;
}

/* ============================================================
   9. PAGINATION & HEADER/FOOTER
   ============================================================ */
section::after {
  font-size: 0.7em;
  color: #94a3b8;
}

section[data-marpit-advanced-background] > div:last-child { padding: 40px 60px; }
</style>

<!-- _class: cover bagian-iii -->


# Bab 9 — Implementation & Environment

## Reproducibility sebagai Standar Ilmiah

*Pertemuan 9 (M9) &nbsp;|&nbsp; Sub-CPMK 3.1 &nbsp;|&nbsp; CPMK03 &nbsp;|&nbsp; CPL06*

Fase: **Executing** (M9–M11) &nbsp;·&nbsp; Bagian III: Execution

**Universitas Putra Bangsa** &nbsp;|&nbsp; Fak. Sains & Teknologi &nbsp;·&nbsp; Prodi Teknik Informatika

---

## Agenda Pertemuan 9

1. Bridge dari Fase Designing — dari desain ke implementasi
2. Reproducible Implementation Model
3. Implementasi riset ≠ coding biasa
4. Kontrol lingkungan: hardware, OS, library, seed
5. Repeatability vs Reproducibility — perbedaan penting
6. Dokumentasi wajib: setup, parameter, dataset
7. Best practices: version control, config logging, isolation
8. Cognitive Traps & Studi Kasus
9. Output Praktis: Documentation Setup + README

---

## Capaian Pembelajaran

Setelah pertemuan ini, mahasiswa mampu:

- Menjelaskan perbedaan antara **repeatability** dan **reproducibility**
- Mengidentifikasi semua komponen **environment** yang harus dikontrol
- Mengimplementasikan **version control** dan **config logging** untuk eksperimen
- Membuat **dokumentasi setup** yang memungkinkan orang lain mereplikasi eksperimen
- Membuat **README eksperimen** yang standar

> Sub-CPMK 3.1 → Mengimplementasikan eksperimen dengan kontrol reproducibility (CPL06)

---

## Bridge dari Fase Designing

Di Fase Designing (Bab 5–7), Anda merancang:
- Variabel yang akan diukur (Bab 5)
- Arsitektur sistem yang terkontrol (Bab 6)
- Desain eksperimen lengkap dengan skenario (Bab 7)

**Sekarang: Fase Executing dimulai.**

> Kualitas implementasi menentukan apakah desain eksperimen yang sudah baik bisa menghasilkan data yang **valid dan reproducible**.

Implementasi yang buruk (tanpa dokumentasi, tanpa version control, tanpa environment isolation) bisa merusak eksperimen yang desainnya sempurna.

---

## Reproducible Implementation Model

*Dari desain eksperimen ke hasil yang bisa dipercaya*

<div class="highlight-box">

**Experiment Design** &darr; Implementation &darr; Environment Setup (dikontrol & didokumentasikan) &darr; Execution Consistency (setiap run identik) &darr; Reproducibility (orang lain bisa mereplikasi) &darr; **Trustworthy Result**

</div>

> Jika eksperimen tidak bisa direplikasi oleh peneliti lain → hasilnya tidak bisa dipercaya secara ilmiah, terlepas dari seberapa bagus angkanya.

---

## Implementasi Riset ≠ Coding Biasa

| Aspek | Coding Biasa | Implementasi Riset |
|-------|-------------|-------------------|
| **Tujuan** | Sistem berfungsi | Eksperimen dapat direplikasi |
| **Konfigurasi** | Hardcoded dalam kode | Dipisah dalam config file (YAML/JSON) |
| **Random seed** | Diabaikan | Ditetapkan dan di-log |
| **Versi library** | "Yang terbaru" | Dikunci (requirements.txt/conda env) |
| **Hasil** | "Jalan, selesai" | Di-log lengkap, timestamped |
| **Dokumentasi** | Minimal | Wajib, cukup detail untuk replikasi |

**Prinsip:** Jika Anda menjalankan ulang kode Anda sendiri 6 bulan kemudian dan hasilnya berbeda → reproducibility gagal.

---

## Komponen Environment yang Harus Dikontrol

*Semuanya didokumentasikan, semuanya di-version control*

<div class="highlight-box">

- **Hardware:** CPU/GPU (model, RAM, VRAM)
- **OS:** Ubuntu 20.04 / Windows 11 (versi spesifik)
- **Language:** Python 3.10.12 (bukan "Python 3")
- **Framework:** PyTorch 2.1.0 / TensorFlow 2.13.0
- **Libraries:** numpy 1.24.3, scikit-learn 1.3.0, transformers 4.35.0
- **Dataset:** nama, sumber URL, tanggal diunduh, checksum (MD5/SHA256)
- **Random Seed:** seed=42 — set di semua library
- **Config:** hyperparameter dalam config.yaml (tidak hardcoded)

</div>

**Tool:** `conda env export > environment.yml` atau `pip freeze > requirements.txt`

---

## Repeatability vs Reproducibility

| | Repeatability | Reproducibility |
|-|--------------|----------------|
| **Definisi** | Hasil sama oleh **peneliti yang sama** di kondisi yang sama | Hasil sama oleh **peneliti berbeda** dari deskripsi metode |
| **Standar** | Minimum — harus dicapai | Target — yang membuat sains berkembang |
| **Syarat** | Kode + environment + data tersedia | Kode + environment + data + dokumentasi terbuka |
| **Gagal karena** | Seed tidak di-set, library berbeda | Dokumentasi tidak cukup, data tidak publik |

**Dalam laporan riset:**
- Reportkan mean ± std dari multiple runs (minimal 5) → menunjukkan repeatability
- Sertakan kode + environment file → memungkinkan reproducibility

---

## Best Practices: Version Control untuk Eksperimen

### Git untuk Kode

```bash
# Setiap eksperimen = branch tersendiri
git checkout -b exp/03-attention-mechanism
git commit -m "Exp03: baseline BiLSTM+CRF untuk NER"

# Tag untuk eksperimen yang final
git tag exp-03-final
```

### Logging Eksperimen

Setiap run harus menghasilkan log yang berisi:

```
timestamp: 2026-04-13 09:15:32
experiment_id: exp-03
model: BiLSTM+CRF
config: config_03.yaml
dataset: CoNLL2003, split=42
random_seed: 42
result: {f1: 0.872, precision: 0.889, recall: 0.856}
duration: 1h23m
hardware: RTX 3090, 24GB VRAM
```

---

## Template README Eksperimen

```markdown
# Eksperimen [N]: [Nama Eksperimen]

## Tujuan
[Menguji hipotesis apa? Terkait RQ mana?]

## Environment
- Python 3.10.12
- PyTorch 2.1.0
- CUDA 11.8
- GPU: NVIDIA RTX 3090

## Setup
```bash
conda env create -f environment.yml
conda activate rti-exp
```

## Cara Menjalankan
```bash
python train.py --config configs/exp_03.yaml
```

## Hasil Terakhir
| Run | F1 | Precision | Recall |
|-----|-----|-----------|--------|
| 1   | 87.2% | 88.9% | 85.6% |
| ... | | | |
| Mean ± Std | 87.1 ± 0.3% | | |

## Catatan
[Anomali, variasi, observasi penting selama eksekusi]
```

---

<!-- _class: section-header bagian-iii -->

# Cognitive Traps
## Bab 9 — Implementation & Environment

---

## Cognitive Traps — Bab 9

**"Kode sudah jalan, dokumentasi bisa dibuat nanti"**
Dokumentasi yang dibuat setelah eksperimen sering tidak lengkap — detail kecil yang kritis (versi library, seed, preprocessing decision) sudah terlupakan. Dokumentasi harus **bersamaan dengan implementasi**.

**"Environment = install library yang diperlukan"**
Environment yang tidak terdokumentasi berarti "pip install terbaru" — dan library berubah versi. Satu perbedaan versi library bisa mengubah hasil secara signifikan.

**"Satu run sudah cukup — hasilnya sudah bagus"**
Satu run tidak bisa membuktikan stabilitas. Variance antar run bisa besar. Minimal 5 run dengan fixed seed berbeda, laporkan mean ± std.

---

## Studi Kasus 1 — Implementasi Tidak Reproducible (Basic)

**Konteks:** Mahasiswa A mengirimkan kode ke dosen. Dosen menjalankan kode tersebut — hasilnya berbeda 12% dari yang dilaporkan.

**Penyebab:**
- Library tidak di-lock (transformers versi beda → tokenizer berubah)
- Random seed tidak di-set → augmentasi data berbeda setiap run
- Preprocessing ada operasi random (shuffle tanpa seed)
- Config disimpan di dalam fungsi, tidak di file terpisah

**Dampak:** Hasil tidak bisa diverifikasi → laporan tidak diterima.

**Checklist reproducibility:**
- [ ] `requirements.txt` / `environment.yml` tersedia
- [ ] Semua random seed ditetapkan
- [ ] Config dipisah dari kode
- [ ] README berisi langkah menjalankan dari awal

---

## Studi Kasus 2 — Library Version Mismatch (Advanced)

**Konteks:** Paper melaporkan F1 = 94.2% menggunakan `scikit-learn`. Peneliti lain mencoba mereplikasi: F1 = 91.8%.

**Investigasi:**
| Komponen | Paper | Replikasi |
|---------|-------|----------|
| scikit-learn | 0.24.2 | 1.3.0 |
| Implementasi `F1-score` | macro average | micro average (default berubah) |
| Preprocessing | StandardScaler | Sama |

**Penyebab:** Perubahan default parameter `average` di `sklearn.metrics.f1_score` antara versi 0.24 dan 1.x.

**Dampak:** 3 bulan upaya replikasi, hasilnya tetap tidak bisa dicocokkan.

**Pelajaran:** Lock versi library. Sebutkan versi dalam paper. Gunakan checksum dataset.

---

## Research vs Engineering — Implementation

| Aspek | Engineering | Research |
|-------|------------|---------|
| Kode | Fungsional | Fungsional + reproducible |
| Config | Bisa hardcoded | Harus dieksternalisasi |
| Versi library | "Yang terbaru" | Di-lock dalam environment file |
| Random seed | Opsional | Wajib, didokumentasikan |
| Logging | Debug logging | Experiment logging (ID, params, result, time) |
| Dokumentasi | README basic | README eksperimen (langkah-langkah detail) |

---

## Ringkasan Pertemuan 9

| Konsep | Inti |
|--------|------|
| Reproducible Implementation | Design → Implementation → Environment → Consistency → Reproducibility |
| Kontrol Environment | Hardware + OS + Python version + Library versions + Dataset checksum |
| Repeatability vs Reproducibility | Same researcher (min) vs different researcher (target) |
| Version Control | Branch per eksperimen, tag versi final |
| Logging | Setiap run: timestamp, config, result, hardware |
| README Eksperimen | Cukup detail untuk orang lain jalankan dari awal |

---

## Final Statement & Output Praktis

<div class="final">
"Implementasi yang baik bukan yang paling cepat, tetapi yang menghasilkan hasil yang bisa dipercaya dan diverifikasi."
</div>

### Output Praktis M9

Buat **2 dokumen**:

1. **Documentation Setup** — environment.yml / requirements.txt + semua konfigurasi eksperimen
2. **README Eksperimen** — langkah setup sampai menjalankan, annotated dengan tujuan tiap langkah

*Dokumen ini menjadi Appendix "Experiment Reproducibility" dalam laporan riset.*

---

## Referensi Utama — Bab 9

- Pineau, J., Vincent-Lamarre, P., Sinha, K., Larivière, V., Beygelzimer, A., d'Alché-Buc, F., Fox, E., & Larochelle, H. (2021). Improving reproducibility in machine learning research. *Journal of Machine Learning Research, 22*(1), 7459–7478.

- Stodden, V., McNutt, M., Bailey, D. H., Deelman, E., Gil, Y., Hanson, B., Heroux, M. A., Ioannidis, J. P. A., & Taufer, M. (2016). Enhancing reproducibility for computational methods. *Science, 354*(6317), 1240–1241.

- Wohlin, C., Runeson, P., Höst, M., Ohlsson, M. C., Regnell, B., & Wesslén, A. (2012). *Experimentation in software engineering*. Springer.