
# Dataset of lam/ラム/拉姆 (Neural Cloud)

This is the dataset of lam/ラム/拉姆 (Neural Cloud), containing 75 images and their tags.

The core tags of this character are `long_hair, multicolored_hair, breasts, bangs, twintails, grey_hair, hair_ornament, blue_eyes, gradient_hair, hairclip, hair_between_eyes, medium_breasts`, which are pruned in this dataset.

Images are crawled from many sites (e.g. danbooru, pixiv, zerochan ...), the auto-crawling system is powered by [DeepGHS Team](https://github.com/deepghs)([huggingface organization](https://huggingface.co/deepghs)).

## List of Packages

| Name             |   Images | Size       | Download                                                                                                         | Type       | Description                                                          |
|:-----------------|---------:|:-----------|:-----------------------------------------------------------------------------------------------------------------|:-----------|:---------------------------------------------------------------------|
| raw              |       75 | 124.43 MiB | [Download](https://huggingface.co/datasets/CyberHarem/lam_neuralcloud/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       75 | 66.24 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/lam_neuralcloud/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      188 | 140.84 MiB | [Download](https://huggingface.co/datasets/CyberHarem/lam_neuralcloud/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       75 | 111.28 MiB | [Download](https://huggingface.co/datasets/CyberHarem/lam_neuralcloud/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      188 | 207.33 MiB | [Download](https://huggingface.co/datasets/CyberHarem/lam_neuralcloud/resolve/main/dataset-stage3-p480-1200.zip) | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |

### Load Raw Dataset with Waifuc

We provide raw dataset (including tagged images) for [waifuc](https://deepghs.github.io/waifuc/main/tutorials/installation/index.html) loading. If you need this, just run the following code

```python
import os
import zipfile

from huggingface_hub import hf_hub_download
from waifuc.source import LocalSource

# download raw archive file
zip_file = hf_hub_download(
    repo_id='CyberHarem/lam_neuralcloud',
    repo_type='dataset',
    filename='dataset-raw.zip',
)

# extract files to your directory
dataset_dir = 'dataset_dir'
os.makedirs(dataset_dir, exist_ok=True)
with zipfile.ZipFile(zip_file, 'r') as zf:
    zf.extractall(dataset_dir)

# load the dataset with waifuc
source = LocalSource(dataset_dir)
for item in source:
    print(item.image, item.meta['filename'], item.meta['tags'])
```

## List of Clusters

List of tag clustering result, maybe some outfits can be mined here.

### Raw Text Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | Tags                                                                                                                                                                                                                                                                                                                                                                                    |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
|   0 |         8 | ![](samples/0/clu0-sample0.png) | ![](samples/0/clu0-sample1.png) | ![](samples/0/clu0-sample2.png) | ![](samples/0/clu0-sample3.png) | ![](samples/0/clu0-sample4.png) | 1girl, cleavage, solo, bare_shoulders, looking_at_viewer, braid, closed_mouth, hair_bow, aqua_eyes, open_jacket, aqua_bow, black_thighhighs, china_dress, collarbone, earrings, off_shoulder, official_alternate_costume, ponytail, simple_background, white_background, blush, holding, large_breasts, upper_body                                                                      |
|   1 |         6 | ![](samples/1/clu1-sample0.png) | ![](samples/1/clu1-sample1.png) | ![](samples/1/clu1-sample2.png) | ![](samples/1/clu1-sample3.png) | ![](samples/1/clu1-sample4.png) | 1girl, black_gloves, crop_top, full_body, holding_gun, midriff, navel, short_shorts, single_thighhigh, solo, white_shirt, belt, headphones, headset, red_jacket, scope, shoes, thigh_strap, blue_shorts, looking_at_viewer, off_shoulder, open_clothes, simple_background, single_sock, uneven_legwear, white_background, white_hair, black_footwear, pink_hair, sniper_rifle, standing |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | cleavage   | solo   | bare_shoulders   | looking_at_viewer   | braid   | closed_mouth   | hair_bow   | aqua_eyes   | open_jacket   | aqua_bow   | black_thighhighs   | china_dress   | collarbone   | earrings   | off_shoulder   | official_alternate_costume   | ponytail   | simple_background   | white_background   | blush   | holding   | large_breasts   | upper_body   | black_gloves   | crop_top   | full_body   | holding_gun   | midriff   | navel   | short_shorts   | single_thighhigh   | white_shirt   | belt   | headphones   | headset   | red_jacket   | scope   | shoes   | thigh_strap   | blue_shorts   | open_clothes   | single_sock   | uneven_legwear   | white_hair   | black_footwear   | pink_hair   | sniper_rifle   | standing   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:-----------|:-------|:-----------------|:--------------------|:--------|:---------------|:-----------|:------------|:--------------|:-----------|:-------------------|:--------------|:-------------|:-----------|:---------------|:-----------------------------|:-----------|:--------------------|:-------------------|:--------|:----------|:----------------|:-------------|:---------------|:-----------|:------------|:--------------|:----------|:--------|:---------------|:-------------------|:--------------|:-------|:-------------|:----------|:-------------|:--------|:--------|:--------------|:--------------|:---------------|:--------------|:-----------------|:-------------|:-----------------|:------------|:---------------|:-----------|
|   0 |         8 | ![](samples/0/clu0-sample0.png) | ![](samples/0/clu0-sample1.png) | ![](samples/0/clu0-sample2.png) | ![](samples/0/clu0-sample3.png) | ![](samples/0/clu0-sample4.png) | X       | X          | X      | X                | X                   | X       | X              | X          | X           | X             | X          | X                  | X             | X            | X          | X              | X                            | X          | X                   | X                  | X       | X         | X               | X            |                |            |             |               |           |         |                |                    |               |        |              |           |              |         |         |               |               |                |               |                  |              |                  |             |                |            |
|   1 |         6 | ![](samples/1/clu1-sample0.png) | ![](samples/1/clu1-sample1.png) | ![](samples/1/clu1-sample2.png) | ![](samples/1/clu1-sample3.png) | ![](samples/1/clu1-sample4.png) | X       |            | X      |                  | X                   |         |                |            |             |               |            |                    |               |              |            | X              |                              |            | X                   | X                  |         |           |                 |              | X              | X          | X           | X             | X         | X       | X              | X                  | X             | X      | X            | X         | X            | X       | X       | X             | X             | X              | X             | X                | X            | X                | X           | X              | X          |


task_categories:text-to-image size_categories:n<1K license:mit art not-for-all-audiences region:us
{"license": "mit", "size_categories": ["n<1K"], "task_categories": ["text-to-image"], "tags": ["art", "not-for-all-audiences"]}
TAGS
#task_categories-text-to-image #size_categories-n<1K #license-mit #art #not-for-all-audiences #region-us 

Dataset of lam/ラム/拉姆 (Neural Cloud)
===================================


This is the dataset of lam/ラム/拉姆 (Neural Cloud), containing 75 images and their tags.


The core tags of this character are 'long\_hair, multicolored\_hair, breasts, bangs, twintails, grey\_hair, hair\_ornament, blue\_eyes, gradient\_hair, hairclip, hair\_between\_eyes, medium\_breasts', which are pruned in this dataset.


Images are crawled from many sites (e.g. danbooru, pixiv, zerochan ...), the auto-crawling system is powered by DeepGHS Team(huggingface organization).


List of Packages
----------------



### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here.


### Raw Text Version



### Table Version




### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here. ### Raw Text Version ### Table Version
TAGS
#task_categories-text-to-image #size_categories-n<1K #license-mit #art #not-for-all-audiences #region-us 
 ### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here. ### Raw Text Version ### Table Version