Add files using upload-large-folder tool

README.md

@@ -18,6 +18,7 @@ tags:
 - cosmo
 - modhaus
 - digital-collectibles
+- video-classification
 size_categories:
 - 10K<n<100K
 pretty_name: tripleS Objekts Archive
@@ -27,6 +28,10 @@ dataset_info:
     dtype: string
   - name: image
     dtype: image
+  - name: media_file_name
+    dtype: string
+  - name: frontMedia
+    dtype: string
   - name: slug
     dtype: string
   - name: id
@@ -67,7 +72,7 @@ dataset_info:
     dtype: string
 ---
 
-# tripleS Objekts Archive (HD Images & Full Metadata)
+# tripleS Objekts Archive (HD Images, Motion MP4s & Full Metadata)
 
 Complete digital collectible photocards (Objekts) dataset for the K-Pop girl group **tripleS** (Modhaus / COSMO app).
 
@@ -75,24 +80,25 @@ Complete digital collectible photocards (Objekts) dataset for the K-Pop girl gro
 
 - **Total Objekts**: 10,983 unique digital collectibles
 - **Total Images**: 21,298 high-resolution card scans (Front & Back)
+- **Total Motion & Voice Videos**: 125 animated card loops & voice message MP4 clips
 - **Members**: All 24 members (S1–S24) + Sub-units (AAA, KRE, Assemble24, etc.)
 - **Seasons Included**: Atom01, Atom02, Binary01, Binary02, Cream01, Cream02, Divine01, Ever01
-- **Metadata fields**: `member`, `season`, `class`, `collectionNo`, `shortCode`, `side` (front/back), `onOffline`, `comoAmount`, `accentColor`, `contract`, `createdAt`, `description`.
+- **Metadata fields**: `member`, `season`, `class`, `collectionNo`, `shortCode`, `side` (front/back), `frontMedia`, `media_file_name`, `hasAudio`, `onOffline`, `comoAmount`, `accentColor`, `contract`, `createdAt`, `description`.
 
 ## Directory Structure
 
 ```text
-├── metadata.jsonl          # Hugging Face Dataset format linking all images & attributes
+├── metadata.jsonl          # Hugging Face Dataset format linking all images, media & attributes
 ├── all_objekts.json        # Master raw JSON containing all 10,983 objekt items
 ├── summary.json            # Statistical counts by member, season, and class
+├── sync_checkpoint.json    # Incremental update state tracker
 ├── by_member/              # Subdivided JSON files per member
 ├── by_season/              # Subdivided JSON files per season
-└── images/                 # Hierarchical HD card images
-    ├── Atom01/
-    │   ├── JiWoo/
-    │   │   ├── atom01-jiwoo-100z_front.png
-    │   │   └── atom01-jiwoo-100z_back.png
-    │   └── ...
+├── images/                 # Hierarchical HD card images (Front & Back)
+└── media/                  # Hierarchical Motion & Voice MP4 video clips
+    ├── Binary02/
+    │   └── SeoYeon/
+    │       └── binary02-seoyeon-360z.mp4
     └── ...
 ```
 
@@ -104,7 +110,7 @@ Complete digital collectible photocards (Objekts) dataset for the K-Pop girl gro
 from datasets import load_dataset
 
 # Load dataset with automatic image decoding
-dataset = load_dataset("<YOUR_HF_USERNAME>/triples-objekts", split="train")
+dataset = load_dataset("fadhilafif98/triples-objekts", split="train")
 
 # Access sample item
 first_sample = dataset[0]
@@ -115,31 +121,10 @@ image = first_sample["image"]
 image.show()
 ```
 
-### Filtering by Member & Season
-
-```python
-jiwoo_atom01 = dataset.filter(lambda x: x["member"] == "JiWoo" and x["season"] == "Atom01" and x["side"] == "front")
-print(f"Total JiWoo Atom01 front cards: {len(jiwoo_atom01)}")
-```
+### Direct CDN Access (Images & Video)
 
-## Data Fields
-
-| Field | Type | Description |
-| :--- | :--- | :--- |
-| `image` | `Image` | Decoded photocard image |
-| `file_name` | `string` | Relative path to image file |
-| `slug` | `string` | Unique slug identifier |
-| `side` | `string` | Card face (`front` or `back`) |
-| `member` | `string` | Member name (e.g. `SeoYeon`, `JiWoo`, `Xinyu`, etc.) |
-| `season` | `string` | Release season (`Atom01`, `Binary01`, `Cream01`, etc.) |
-| `class` | `string` | Objekt class (`First`, `Special`, `Double`, `Welcome`, `Zero`) |
-| `collectionNo` | `string` | Collection serial number (e.g. `100Z`, `301A`) |
-| `shortCode` | `string` | Short identifier code (e.g. `A100Z`, `B201A`) |
-| `onOffline` | `string` | Availability type (`online` or `offline`) |
-| `comoAmount` | `int` | Voting COMO units provided by objekt |
-| `accentColor` | `string` | Hex accent color string |
-| `contract` | `string` | Polygon blockchain smart contract address |
-| `createdAt` | `int` | Unix epoch millisecond timestamp |
+* **Front Image**: `https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/images/{season}/{member}/{slug}_front.png`
+* **Motion Video (.mp4)**: `https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/media/{season}/{member}/{slug}.mp4`
 
 ## Disclaimer & Copyright
 

media/Binary02/SeoYeon/binary02-seoyeon-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1fd264032e1cb029d51506bdeeb803d8f2fcc6b8a8705c096a63d3078e50be8f
+size 12584168

media/Binary02/SeoYeon/binary02-seoyeon-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3f1d3ace0d1d8e8330793bbfce7835d768af6c1e953d561fe4da1f025cd1e39f
+size 11891191

media/Binary02/SeoYeon/binary02-seoyeon-503z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:338e139bc92f7360c5d90503ff5e1565f4a8460634ea2b843f58d37a2dfdf3f1
+size 10510623

media/Binary02/YuBin/binary02-yubin-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca7aacf1cf28cb2d8e88b2f856bb5d26302258e1616dad0dcfaeb1fcdc749b7b
+size 11221549

media/Binary02/YuBin/binary02-yubin-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ccd98fa2c007cc3103537da20e71c0aa0dcac891fbd7ee0c8388f5d199d2dbe5
+size 12748632

media/Binary02/YuBin/binary02-yubin-503z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a22b88ddf0665119ca95783f936550f465fc368ee08249792e6e7859d67a3dd4
+size 11897248

media/Cream02/ChaeWon/cream02-chaewon-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f8e5467d527d84447ffb60a8ee35c37e4403472b96ab9fbed315716bd739756d
+size 19180314

media/Cream02/ChaeWon/cream02-chaewon-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:597aa6c9f57cec6131e0a9222271dc12f7765774f7a97cfdc8488cf8eda2306d
+size 9205162

media/Cream02/ChaeYeon/cream02-chaeyeon-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:023a64ede3f4979e3c66c551ed715797d2f222a221541b52b4660ebb993f71f6
+size 18763175

media/Cream02/ChaeYeon/cream02-chaeyeon-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8869e487a886912b1373e832983eb3abfa546adffbfec1120bbd8f6607204b34
+size 8141874

media/Cream02/DaHyun/cream02-dahyun-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:78163baac675c4ec3a3084d997ef86a5c71ccd0ce11d84bba096b44a6e0710bc
+size 19092087

media/Cream02/DaHyun/cream02-dahyun-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee53e130f185853a5ea9f8cbea9f183f7433092f9295c25b741d916e0ef59c70
+size 10365620

media/Cream02/HaYeon/cream02-hayeon-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bd5d73608f0cd5092e2dd7a4f8576f508df90ca4e4b79fc7dae5b398f58ab813
+size 18869673

media/Cream02/HaYeon/cream02-hayeon-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:735694634b768d9808ada8405839b61eb573f3dbabde274c8e8020dd75ac024f
+size 10586740

media/Cream02/HyeRin/cream02-hyerin-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d0ae8b313227597865e2479fc45ce081f347ed53958fa3c47a785f21be930f62
+size 18733836

media/Cream02/HyeRin/cream02-hyerin-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1fd0989ccbbfac93fd8203b345ae48ba13fcadbfa75c01fdadb24cea2d40562b
+size 8424160

media/Cream02/JiWoo/cream02-jiwoo-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c63f26e160f65d3fbd6ea98ca4876016d42324ce6689c82a0ebe54774288cb62
+size 19248984

media/Cream02/JiWoo/cream02-jiwoo-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91908af7e642170d43f5f56521af1c00d26aba2dde6b7088f9f6a26af2f06016
+size 6364969

media/Cream02/JiYeon/cream02-jiyeon-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:340b74277a38346cde1c2a290c9bc17ef566f3141fdcb5bc011b47e33d309c40
+size 19320517

media/Cream02/JiYeon/cream02-jiyeon-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5bd624b39e486ea4e25397a50ade47b92ab2f45fde78a93568f05eeef93aee0b
+size 10559882

media/Cream02/JooBin/cream02-joobin-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:085c63795e2c4df6b4aa18f7cf0270ef190b1978241dac2f9c973f278b30ee20
+size 19140457

media/Cream02/JooBin/cream02-joobin-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b6ab0c0857d3455690162cab42f7073894fb8f1c30e2ac936fc4b9b9109fc639
+size 7823269

media/Cream02/Lynn/cream02-lynn-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ce1ec5b193e90d9d82997c9a1cb985d50f6f47dd14c92b1cd4ad71305ca6ee0
+size 18567451

media/Cream02/Lynn/cream02-lynn-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b46bf102ca9565930b9e1d8f2becbf0b3983b60b6e86cd6439b0dc95a1787311
+size 7028700

media/Cream02/Mayu/cream02-mayu-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3225b1c64c096ab4a904006cf927606020ddcef5a684893024d55150c15518d4
+size 19157648

media/Cream02/Mayu/cream02-mayu-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91fbe87d62d4e85a734592866864c19a576367e781e1d4b06fa682380f27e159
+size 9937932

media/Cream02/Nien/cream02-nien-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3c3a3b8ab81078a83a402b1d69ad96567c89cfea773565007be48a1285a3f8ac
+size 19340578

media/Cream02/Nien/cream02-nien-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0c0edd8a16d668bf116f05087585a63808132fbb9e29d98d61d6b71e6eaa13be
+size 8170230

media/Cream02/SeoAh/cream02-seoah-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:30460f43f221490d09f281ba4cff28d60f1c7548cea340a7770e2246a2f9a487
+size 18857610

media/Cream02/SeoAh/cream02-seoah-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1225e28db0d3222953f129c3831c676f9cd2d6badaf012240ba12d6c8012db51
+size 9308947

media/Cream02/ShiOn/cream02-shion-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:246428f80c3001ac6a500982c87b3152dff018e7ba2ac31c866982a10221beef
+size 18720598

media/Cream02/ShiOn/cream02-shion-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eaf00b46c93b98111a6e4046809cc8e09a25ed6957c6049812c0e2ad05160789
+size 8546757

media/Cream02/SoHyun/cream02-sohyun-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:994756e0c071473163e7fbf2eab321e06658b8a89053e3a092f9ddf512312691
+size 19106461

media/Cream02/SoHyun/cream02-sohyun-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:72f9b133c3f97fc06d0b174f80296d7773ebab1f20c034c7bc89d7baac611dee
+size 10539417

media/Cream02/SooMin/cream02-soomin-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:96dd1502e9caa18056af7f84de8d83185bbd9d470cd260914c88a3d1bbb9c4c9
+size 19027635

media/Cream02/SooMin/cream02-soomin-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f4d27dbaf9e557ca691da44bef3327c75f3b5f4a98cabd8253a9fd5a9bfc3929
+size 8982133

media/Cream02/Xinyu/cream02-xinyu-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a24ac0d3ac0020abdffe32a80d0987f7a77db7bc5603c80124d78daa7d731168
+size 19048328

media/Cream02/Xinyu/cream02-xinyu-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:81b379603dd0d2739f26ae974f0c6135fb9e52fbbf299b74111c3f2ea92835df
+size 6485989

media/Cream02/YeonJi/cream02-yeonji-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6bd5d86e4e7411dc2d2b7bcaf44b710b241cc82f926e50239f00e5d099841aa1
+size 7378515

media/Cream02/YooYeon/cream02-yooyeon-501z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:26fdc64fc8f80130759b0052c9357a9215358d841f428a4bd4d82238e3f20378
+size 19443800

media/Cream02/YooYeon/cream02-yooyeon-502z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dec517087f20853ba66db46b26a0d59216c658b3621a76564364823b697bb38b
+size 10396225

media/Cream02/moon/cream02-moon-066z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e44f9f8398046d38016145484f80be44956a88aeb008aa4e82fc6c342361f80c
+size 36292722

media/Cream02/neptune/cream02-neptune-886z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ce62502feaa83b3f0b2f68bdc55de9de09679a5a7f6d69b53dafaf18b405610c
+size 43888577

media/Cream02/sun/cream02-sun-081z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:12d995c02abec97e57fbba14ff4d625fa25e878ddd1f2d4219c7f1b66e3c779b
+size 43509595

media/Cream02/zenith/cream02-zenith-082z.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e78a3be4121045ad96a2adf97cc825364c7ca21c50ede918351bf328739011f
+size 33094732

metadata.jsonl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:253dcf846d2a57023be13494b7789da4646cdce0ce12366a0eacda4483fa000c
-size 13246393
+oid sha256:1cca2a460de9c64d4f4a1a6563e9b8a304c2e79538a5ae912857e4a81bd2e3a5
+size 14227462

step.md

@@ -0,0 +1,172 @@
+# Panduan Penggunaan, CDN & Update Dataset tripleS Objekts
+
+Repository Hugging Face: **[fadhilafif98/triples-objekts](https://huggingface.co/datasets/fadhilafif98/triples-objekts)**
+
+---
+
+## 📌 Status Terakhir Snapshot Data (Sync Checkpoint)
+
+> **Catatan:** Data di bawah ini tersimpan otomatis di file [`sync_checkpoint.json`](./sync_checkpoint.json). Ketika ada rilis kartu baru dari Modhaus/COSMO, script update akan **otomatis membandingkan dengan checkpoint ini** sehingga **tidak akan men-download ulang** kartu atau gambar yang sudah ada.
+
+| Parameter | Nilai Terakhir |
+| :--- | :--- |
+| **Tanggal Sync Terakhir** | `2026-08-16` |
+| **Timestamp Data Terakhir (`latest_created_at`)** | `1786582823000` *(2026-08-13T01:00:23Z)* |
+| **Total Objekts Terindeks** | `10,983` unik objekts |
+| **Total Foto Photocard Ter-upload** | `21,298` file (`_front.png` & `_back.png`) |
+| **Total Video Motion & Voice Ter-upload** | `125` file (`.mp4`) |
+| **Daftar Season yang Sudah Masuk** | `Atom01`, `Atom02`, `Binary01`, `Binary02`, `Cream01`, `Cream02`, `Divine01`, `Ever01` |
+| **Total Member Tercover** | 24 Member (S1–S24) + Semua Sub-unit |
+| **File Tracker Status** | [`sync_checkpoint.json`](./sync_checkpoint.json) *(Track 10,983 slug unik)* |
+
+---
+
+## 1. Cara Menggunakan Dataset via Python `datasets`
+
+### A. Load Standar
+
+```bash
+pip install datasets pillow
+```
+
+```python
+from datasets import load_dataset
+
+# 1. Download & load dataset
+dataset = load_dataset("fadhilafif98/triples-objekts", split="train")
+print(f"Total data: {len(dataset)}")
+
+# 2. Akses item pertama
+sample = dataset[0]
+print("Member :", sample["member"])
+print("Season :", sample["season"])
+print("Class  :", sample["class"])
+print("Side   :", sample["side"])
+
+# 3. Tampilkan gambar photocard
+img = sample["image"]
+img.show()
+```
+
+---
+
+## 2. Cara Menggunakan Hugging Face sebagai Direct CDN (Web / App / Bot)
+
+Hugging Face menyediakan endpoint CDN global Cloudflare gratis berkecepatan tinggi.
+
+### A. Format URL CDN Gambar (Photocard)
+
+```text
+https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/images/{season}/{member}/{slug}_{side}.png
+```
+
+* **Front Image**: `https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/images/Atom01/JiWoo/atom01-jiwoo-100z_front.png`
+* **Back Image**: `https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/images/Atom01/JiWoo/atom01-jiwoo-100z_back.png`
+
+---
+
+### B. Format URL CDN Video / Motion / Voice Objekts (MP4)
+
+```text
+https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/media/{season}/{member}/{slug}.mp4
+```
+
+* **Motion Loop**: `https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/media/Binary02/SeoYeon/binary02-seoyeon-503z.mp4`
+* **Voice Clip**: `https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/media/Binary02/SeoYeon/binary02-seoyeon-360z.mp4`
+
+Contoh di HTML:
+```html
+<video autoplay loop muted playsinline width="300">
+  <source 
+    src="https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/media/Binary02/SeoYeon/binary02-seoyeon-503z.mp4" 
+    type="video/mp4" 
+  />
+</video>
+```
+
+---
+
+### C. Helper Function di JavaScript / TypeScript
+
+```javascript
+const HF_CDN_BASE = "https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main";
+
+// 1. Photocard Image CDN URL
+export function getObjektImageUrl(season, member, slug, side = 'front', ext = 'png') {
+  return `${HF_CDN_BASE}/images/${season}/${member}/${slug}_${side}.${ext}`;
+}
+
+// 2. Motion Video / Voice CDN URL
+export function getObjektVideoUrl(season, member, slug) {
+  return `${HF_CDN_BASE}/media/${season}/${member}/${slug}.mp4`;
+}
+```
+
+---
+
+### D. Akses Raw JSON / Metadata via CDN
+
+* **Master JSON**: `https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/all_objekts.json`
+* **Summary Stats**: `https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/summary.json`
+* **Checkpoint Tracker**: `https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/sync_checkpoint.json`
+* **Per-Member (e.g. JiWoo)**: `https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/by_member/JiWoo.json`
+* **Per-Season (e.g. Atom01)**: `https://huggingface.co/datasets/fadhilafif98/triples-objekts/resolve/main/by_season/Atom01.json`
+
+---
+
+## 3. Cara Update Data Baru di Masa Depan (Tanpa Mulai dari Awal)
+
+Sistem sudah dilengkapi **checkpoint anti-duplikasi**. Ketika Modhaus merilis season/objekts baru, jalankan 3 langkah ini:
+
+### Langkah 1: Unduh Hanya Data & Gambar Baru (Delta Fetch)
+Script otomatis membaca `sync_checkpoint.json` dan hanya mengunduh data/media yang **belum pernah tersimpan**:
+
+```bash
+# 1. Unduh metadata baru & foto baru
+python3 fetch_objekts.py --download-images
+
+# 2. Unduh video baru jika ada rilis Motion Class baru
+python3 fetch_media.py
+```
+
+---
+
+### Langkah 2: Sinkronkan Checkpoint & Index Hugging Face
+Regenerasi index `metadata.jsonl` dan perbarui snapshot `sync_checkpoint.json`:
+
+```bash
+python3 prepare_hf_dataset.py
+python3 generate_checkpoint.py
+```
+
+---
+
+### Langkah 3: Upload Hanya File Baru ke Hugging Face
+Script upload menggunakan chunking dan hanya mengunggah file-file baru (*delta changes*):
+
+```bash
+python3 upload_to_hf.py --repo-id fadhilafif98/triples-objekts --token YOUR_HF_TOKEN
+```
+
+*(Setelah upload selesai, Anda aman menghapus folder lokal `images/` atau `media/` lagi untuk menghemat kapasitas harddisk)*.
+
+---
+
+## 4. Struktur File Lokal & Fungsinya
+
+| File / Direktori | Deskripsi |
+| :--- | :--- |
+| `sync_checkpoint.json` | **File state tracker** berisi riwayat 10,983 objekts yang sudah ter-upload agar update berikutnya tidak download ulang |
+| `all_objekts.json` | Master JSON mentah seluruh objekts dari Apollo / COSMO API |
+| `summary.json` | Ringkasan statistik jumlah objekts per member, season, dan class |
+| `by_member/` | Direktori berisi file JSON yang dipisah per masing-masing member (S1-S24) |
+| `by_season/` | Direktori berisi file JSON yang dipisah per masing-masing season |
+| `images/` | Direktori lokal foto photocard HD (`_front.png` & `_back.png`) |
+| `media/` | Direktori lokal video motion & voice (`.mp4`) |
+| `metadata.jsonl` | File mapping index standar Hugging Face ImageFolder |
+| `fetch_objekts.py` | Script fetcher dengan auto-checkpoint filter |
+| `fetch_media.py` | Script downloader untuk video Motion MP4 |
+| `prepare_hf_dataset.py` | Script mapping file ke `metadata.jsonl` |
+| `upload_to_hf.py` | Script pengunggah multi-commit ke Hugging Face |
+| `step.md` | Dokumentasi panduan penggunaan, CDN, dan update |
+| `README.md` | Dataset Card resmi di Hugging Face |