| --- |
| license: cc-by-nc-4.0 |
| language: |
| - zh |
| - en |
| tags: |
| - e-commerce |
| - recommendation |
| - synthetic |
| - dream-machine |
| - jd-schema |
| - taobao-schema |
| size_categories: |
| - 1K<n<10K |
| task_categories: |
| - other |
| pretty_name: Dream-Machine E-Commerce Synthetic Dataset |
| --- |
| |
| <div style="max-width:100%;overflow:hidden;"> |
| <pre style=" |
| background:#0d0d0d; |
| font-family:'Courier New',Courier,monospace; |
| font-size:clamp(3.5px,0.82vw,10px); |
| line-height:1.15; |
| padding:0.9em 1.1em; |
| border-radius:12px; |
| white-space:pre; |
| overflow:hidden; |
| max-width:100%; |
| box-sizing:border-box; |
| color:transparent; |
| background-clip:text; |
| -webkit-background-clip:text; |
| background-image:linear-gradient( |
| 118deg, |
| #FF6B6B 0%, |
| #FF8C42 20%, |
| #FFCF48 40%, |
| #FFFFFF 55%, |
| #FFCF48 70%, |
| #FF8C42 85%, |
| #FF6B6B 100% |
| ); |
| ">██████╗ █████╗ ████████╗ █████╗ ███████╗███████╗████████╗ |
| ██╔══██╗██╔══██╗╚══██╔══╝██╔══██╗██╔════╝██╔════╝╚══██╔══╝ |
| ██║ ██║███████║ ██║ ███████║███████╗█████╗ ██║ |
| ██║ ██║██╔══██║ ██║ ██╔══██║╚════██║██╔══╝ ██║ |
| ██████╔╝██║ ██║ ██║ ██║ ██║███████║███████╗ ██║ |
| ╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝╚══════╝╚══════╝ ╚═╝</pre> |
| </div> |
|
|
| <div align="center"> |
|
|
| <p style="font-size:1.5em;font-weight:900;letter-spacing:0.03em;margin:0.2em 0 0.1em;"> |
| ✨ Dream-Machine · E-Commerce Synthetic Dataset ✨ |
| </p> |
|
|
| <p style="font-size:1.0em;font-weight:500;color:#aaa;margin:0 0 1em;"> |
| 1,000 Products · 1,000 Users · 5,000 Behaviors · JD / Taobao Schema · Fully Reproducible |
| </p> |
|
|
| [](https://huggingface.co/datasets/dream-machine-ai/Dream-Machine-08-09-Dataset) |
| [](https://huggingface.co/dream-machine-ai/Dream-Machine-08-09) |
| [](https://huggingface.co/spaces/dream-machine-ai/) |
| [](https://doi.org/10.5281/zenodo.21906715) |
| [](https://creativecommons.org/licenses/by-nc/4.0/) |
|
|
| </div> |
|
|
| --- |
|
|
| ## 📌 Repository Notice |
|
|
| > **This repository is the official DreamMachine-AI organization listing.** |
| > The full dataset files and documentation are published under the |
| > **[dream-machine-ai](https://huggingface.co/dream-machine-ai)** account namespace. |
|
|
| | Resource | Location | |
| |:---------|:---------| |
| | 📦 **Full Dataset Card + Files** | [dream-machine-ai/Dream-Machine-08-09-Dataset](https://huggingface.co/datasets/dream-machine-ai/Dream-Machine-08-09-Dataset) | |
| | 🤗 **Model** | [dream-machine-ai/Dream-Machine-08-09](https://huggingface.co/dream-machine-ai/Dream-Machine-08-09) | |
| | 🌟 **Interactive Space** | [spaces/dream-machine-ai](https://huggingface.co/spaces/dream-machine-ai/) | |
| | 🏢 **Organization Hub** | [DreamMachine-AI](https://huggingface.co/DreamMachine-AI) | |
| | 📄 **Technical Report** | [Zenodo 10.5281/zenodo.21906715](https://doi.org/10.5281/zenodo.21906715) | |
| | 💻 **Source Code** | [GitHub / Dream-Machine](https://github.com/When-Summer-Understands-Winter/Dream-Machine/) | |
|
|
| --- |
|
|
| ## ⚡ Quick Load |
|
|
| ```python |
| from datasets import load_dataset |
| |
| # Products split |
| products = load_dataset( |
| "dream-machine-ai/Dream-Machine-08-09-Dataset", |
| name="products", split="train" |
| ) |
| |
| # Users split |
| users = load_dataset( |
| "dream-machine-ai/Dream-Machine-08-09-Dataset", |
| name="users", split="train" |
| ) |
| |
| # Behaviors split |
| behaviors = load_dataset( |
| "dream-machine-ai/Dream-Machine-08-09-Dataset", |
| name="behaviors", split="train" |
| ) |
| ``` |
|
|
| ```python |
| from huggingface_hub import snapshot_download |
| |
| dataset_path = snapshot_download( |
| repo_id="dream-machine-ai/Dream-Machine-08-09-Dataset", |
| repo_type="dataset", |
| ) |
| print("Dataset at:", dataset_path) |
| ``` |
|
|
| --- |
|
|
| ## 📊 Dataset Statistics |
|
|
| | Split | Records | Format | Description | |
| |:------|--------:|:------:|:------------| |
| | `products` | **1,000** | JSONL | SKU catalogue — price, brand, category, attributes | |
| | `users` | **1,000** | JSONL | User profiles — demographics, interests, spending | |
| | `behaviors` | **5,000** | JSONL | Click / purchase / rating events | |
|
|
| --- |
|
|
| ## ⚖️ License |
|
|
| This dataset is licensed under the **Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0)**. |
|
|
| | ✅ Permitted | ❌ Prohibited | |
| |:---|:---| |
| | Academic research & publication | Commercial products or services | |
| | Personal learning & experimentation | Revenue-generating deployments | |
| | Non-commercial derivative works | Sublicensing for profit | |
| | Citing in papers with attribution | Any business use without written permission | |
|
|
| > **Commercial use of any kind — including using this dataset to train models deployed in a product or service — requires explicit prior written consent from the author (Fangjun Wen).** |
| > Contact: fangjunwen168@outlook.com |
|
|
| [](https://creativecommons.org/licenses/by-nc/4.0/) |
|
|
| --- |
|
|
| <div align="center"> |
|
|
| **Paper**: [DreamMachine: A Billion-Item Neural Recommendation Sorcerer](https://doi.org/10.5281/zenodo.21906715) |
| **Author**: Fangjun Wen · DreamMachine Research Team · August 2026 |
|
|
| `// built with focus · DreamMachine Research` |
|
|
| </div> |
|
|
