Init redirect dataset card for DreamMachine-AI/Dream-Machine-Dataset
Browse files
README.md
ADDED
|
@@ -0,0 +1,161 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: cc-by-nc-4.0
|
| 3 |
+
language:
|
| 4 |
+
- zh
|
| 5 |
+
- en
|
| 6 |
+
tags:
|
| 7 |
+
- e-commerce
|
| 8 |
+
- recommendation
|
| 9 |
+
- synthetic
|
| 10 |
+
- dream-machine
|
| 11 |
+
- jd-schema
|
| 12 |
+
- taobao-schema
|
| 13 |
+
size_categories:
|
| 14 |
+
- 1K<n<10K
|
| 15 |
+
task_categories:
|
| 16 |
+
- other
|
| 17 |
+
pretty_name: Dream-Machine E-Commerce Synthetic Dataset
|
| 18 |
+
---
|
| 19 |
+
|
| 20 |
+
<div style="max-width:100%;overflow:hidden;">
|
| 21 |
+
<pre style="
|
| 22 |
+
background:#0d0d0d;
|
| 23 |
+
font-family:'Courier New',Courier,monospace;
|
| 24 |
+
font-size:clamp(3.5px,0.82vw,10px);
|
| 25 |
+
line-height:1.15;
|
| 26 |
+
padding:0.9em 1.1em;
|
| 27 |
+
border-radius:12px;
|
| 28 |
+
white-space:pre;
|
| 29 |
+
overflow:hidden;
|
| 30 |
+
max-width:100%;
|
| 31 |
+
box-sizing:border-box;
|
| 32 |
+
color:transparent;
|
| 33 |
+
background-clip:text;
|
| 34 |
+
-webkit-background-clip:text;
|
| 35 |
+
background-image:linear-gradient(
|
| 36 |
+
118deg,
|
| 37 |
+
#FF6B6B 0%,
|
| 38 |
+
#FF8C42 20%,
|
| 39 |
+
#FFCF48 40%,
|
| 40 |
+
#FFFFFF 55%,
|
| 41 |
+
#FFCF48 70%,
|
| 42 |
+
#FF8C42 85%,
|
| 43 |
+
#FF6B6B 100%
|
| 44 |
+
);
|
| 45 |
+
">██████╗ █████╗ ████████╗ █████╗ ███████╗███████╗████████╗
|
| 46 |
+
██╔══██╗██╔══██╗╚══██╔══╝██╔══██╗██╔════╝██╔════╝╚══██╔══╝
|
| 47 |
+
██║ ██║███████║ ██║ ███████║███████╗█████╗ ██║
|
| 48 |
+
██║ ██║██╔══██║ ██║ ██╔══██║╚════██║██╔══╝ ██║
|
| 49 |
+
██████╔╝██║ ██║ ██║ ██║ ██║███████║███████╗ ██║
|
| 50 |
+
╚═════╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝╚══════╝╚══════╝ ╚═╝</pre>
|
| 51 |
+
</div>
|
| 52 |
+
|
| 53 |
+
<div align="center">
|
| 54 |
+
|
| 55 |
+
<p style="font-size:1.5em;font-weight:900;letter-spacing:0.03em;margin:0.2em 0 0.1em;">
|
| 56 |
+
✨ Dream-Machine · E-Commerce Synthetic Dataset ✨
|
| 57 |
+
</p>
|
| 58 |
+
|
| 59 |
+
<p style="font-size:1.0em;font-weight:500;color:#aaa;margin:0 0 1em;">
|
| 60 |
+
1,000 Products · 1,000 Users · 5,000 Behaviors · JD / Taobao Schema · Fully Reproducible
|
| 61 |
+
</p>
|
| 62 |
+
|
| 63 |
+
[](https://huggingface.co/datasets/dream-machine-ai/Dream-Machine-08-09-Dataset)
|
| 64 |
+
[](https://huggingface.co/dream-machine-ai/Dream-Machine-08-09)
|
| 65 |
+
[](https://huggingface.co/spaces/dream-machine-ai/)
|
| 66 |
+
[](https://doi.org/10.5281/zenodo.21906715)
|
| 67 |
+
[](https://creativecommons.org/licenses/by-nc/4.0/)
|
| 68 |
+
|
| 69 |
+
</div>
|
| 70 |
+
|
| 71 |
+
---
|
| 72 |
+
|
| 73 |
+
## 📌 Repository Notice
|
| 74 |
+
|
| 75 |
+
> **This repository is the official DreamMachine-AI organization listing.**
|
| 76 |
+
> The full dataset files and documentation are published under the
|
| 77 |
+
> **[dream-machine-ai](https://huggingface.co/dream-machine-ai)** account namespace.
|
| 78 |
+
|
| 79 |
+
| Resource | Location |
|
| 80 |
+
|:---------|:---------|
|
| 81 |
+
| 📦 **Full Dataset Card + Files** | [dream-machine-ai/Dream-Machine-08-09-Dataset](https://huggingface.co/datasets/dream-machine-ai/Dream-Machine-08-09-Dataset) |
|
| 82 |
+
| 🤗 **Model** | [dream-machine-ai/Dream-Machine-08-09](https://huggingface.co/dream-machine-ai/Dream-Machine-08-09) |
|
| 83 |
+
| 🌟 **Interactive Space** | [spaces/dream-machine-ai](https://huggingface.co/spaces/dream-machine-ai/) |
|
| 84 |
+
| 🏢 **Organization Hub** | [DreamMachine-AI](https://huggingface.co/DreamMachine-AI) |
|
| 85 |
+
| 📄 **Technical Report** | [Zenodo 10.5281/zenodo.21906715](https://doi.org/10.5281/zenodo.21906715) |
|
| 86 |
+
| 💻 **Source Code** | [GitHub / Dream-Machine](https://github.com/When-Summer-Understands-Winter/Dream-Machine/) |
|
| 87 |
+
|
| 88 |
+
---
|
| 89 |
+
|
| 90 |
+
## ⚡ Quick Load
|
| 91 |
+
|
| 92 |
+
```python
|
| 93 |
+
from datasets import load_dataset
|
| 94 |
+
|
| 95 |
+
# Products split
|
| 96 |
+
products = load_dataset(
|
| 97 |
+
"dream-machine-ai/Dream-Machine-08-09-Dataset",
|
| 98 |
+
name="products", split="train"
|
| 99 |
+
)
|
| 100 |
+
|
| 101 |
+
# Users split
|
| 102 |
+
users = load_dataset(
|
| 103 |
+
"dream-machine-ai/Dream-Machine-08-09-Dataset",
|
| 104 |
+
name="users", split="train"
|
| 105 |
+
)
|
| 106 |
+
|
| 107 |
+
# Behaviors split
|
| 108 |
+
behaviors = load_dataset(
|
| 109 |
+
"dream-machine-ai/Dream-Machine-08-09-Dataset",
|
| 110 |
+
name="behaviors", split="train"
|
| 111 |
+
)
|
| 112 |
+
```
|
| 113 |
+
|
| 114 |
+
```python
|
| 115 |
+
from huggingface_hub import snapshot_download
|
| 116 |
+
|
| 117 |
+
dataset_path = snapshot_download(
|
| 118 |
+
repo_id="dream-machine-ai/Dream-Machine-08-09-Dataset",
|
| 119 |
+
repo_type="dataset",
|
| 120 |
+
)
|
| 121 |
+
print("Dataset at:", dataset_path)
|
| 122 |
+
```
|
| 123 |
+
|
| 124 |
+
---
|
| 125 |
+
|
| 126 |
+
## 📊 Dataset Statistics
|
| 127 |
+
|
| 128 |
+
| Split | Records | Format | Description |
|
| 129 |
+
|:------|--------:|:------:|:------------|
|
| 130 |
+
| `products` | **1,000** | JSONL | SKU catalogue — price, brand, category, attributes |
|
| 131 |
+
| `users` | **1,000** | JSONL | User profiles — demographics, interests, spending |
|
| 132 |
+
| `behaviors` | **5,000** | JSONL | Click / purchase / rating events |
|
| 133 |
+
|
| 134 |
+
---
|
| 135 |
+
|
| 136 |
+
## ⚖️ License
|
| 137 |
+
|
| 138 |
+
This dataset is licensed under the **Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0)**.
|
| 139 |
+
|
| 140 |
+
| ✅ Permitted | ❌ Prohibited |
|
| 141 |
+
|:---|:---|
|
| 142 |
+
| Academic research & publication | Commercial products or services |
|
| 143 |
+
| Personal learning & experimentation | Revenue-generating deployments |
|
| 144 |
+
| Non-commercial derivative works | Sublicensing for profit |
|
| 145 |
+
| Citing in papers with attribution | Any business use without written permission |
|
| 146 |
+
|
| 147 |
+
> **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).**
|
| 148 |
+
> Contact: fangjunwen168@outlook.com
|
| 149 |
+
|
| 150 |
+
[](https://creativecommons.org/licenses/by-nc/4.0/)
|
| 151 |
+
|
| 152 |
+
---
|
| 153 |
+
|
| 154 |
+
<div align="center">
|
| 155 |
+
|
| 156 |
+
**Paper**: [DreamMachine: A Billion-Item Neural Recommendation Sorcerer](https://doi.org/10.5281/zenodo.21906715)
|
| 157 |
+
**Author**: Fangjun Wen · DreamMachine Research Team · August 2026
|
| 158 |
+
|
| 159 |
+
`// built with focus · DreamMachine Research`
|
| 160 |
+
|
| 161 |
+
</div>
|