
# Dataset of alma_armas/アルマ・アルマス/阿尔玛·阿玛斯 (Girls' Frontline)

This is the dataset of alma_armas/アルマ・アルマス/阿尔玛·阿玛斯 (Girls' Frontline), containing 103 images and their tags.

The core tags of this character are `long_hair, blonde_hair, breasts, dark-skinned_female, ahoge, dark_skin, glasses, large_breasts, semi-rimless_eyewear, brown_eyes, over-rim_eyewear, black-framed_eyewear`, 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              |      103 | 132.91 MiB | [Download](https://huggingface.co/datasets/CyberHarem/alma_armas_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      103 | 72.21 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/alma_armas_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      241 | 152.58 MiB | [Download](https://huggingface.co/datasets/CyberHarem/alma_armas_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      103 | 117.08 MiB | [Download](https://huggingface.co/datasets/CyberHarem/alma_armas_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      241 | 222.41 MiB | [Download](https://huggingface.co/datasets/CyberHarem/alma_armas_girlsfrontline/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/alma_armas_girlsfrontline',
    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 |         5 | ![](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, blush, ribbed_sweater, solo, sweater_lift, turtleneck_sweater, lifted_by_self, looking_at_viewer, mechanical_hands, navel, purple_sweater, nipples, no_bra, very_long_hair, bangs, panties, sitting, smile, white_background                                                                                                           |
|   1 |         7 | ![](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, solo, black_pants, looking_at_viewer, purple_sweater, ribbed_sweater, turtleneck_sweater, black_gloves, long_sleeves, mechanical_hands, smile, bangs, jeans, standing, beer_can, black_footwear, boots, holding_can                                                                                                                    |
|   2 |         6 | ![](samples/2/clu2-sample0.png) | ![](samples/2/clu2-sample1.png) | ![](samples/2/clu2-sample2.png) | ![](samples/2/clu2-sample3.png) | ![](samples/2/clu2-sample4.png) | 1girl, ribbed_sweater, solo, looking_at_viewer, smile, turtleneck_sweater, mechanical_hands, upper_body, black_sweater, lips                                                                                                                                                                                                                  |
|   3 |        11 | ![](samples/3/clu3-sample0.png) | ![](samples/3/clu3-sample1.png) | ![](samples/3/clu3-sample2.png) | ![](samples/3/clu3-sample3.png) | ![](samples/3/clu3-sample4.png) | 1boy, hetero, solo_focus, 1girl, penis, nipples, sweater_lift, blush, paizuri, ribbed_sweater, uncensored, clothed_female_nude_male, no_bra, cum, turtleneck_sweater, yellow_eyes, black_gloves, breasts_squeezed_together, looking_at_viewer, mechanical_hands, pov, smile, breasts_out, fellatio, huge_breasts, interracial, purple_sweater |
|   4 |        13 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-sample4.png) | 1girl, solo, looking_at_viewer, navel, smile, white_background, mechanical_hands, thighs, completely_nude, huge_ahoge, simple_background, barefoot, dark_nipples, full_body, laptop, armpits, cleavage, curvy, female_pubic_hair                                                                                                              |
|   5 |         6 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | 1girl, solo, black_bra, black_panties, looking_at_viewer, mechanical_hands, navel, cleavage, thighs, yellow_eyes, biting, black_gloves, lace-trimmed_bra, on_bed, sitting, smile, underwear_only                                                                                                                                              |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | blush   | ribbed_sweater   | solo   | sweater_lift   | turtleneck_sweater   | lifted_by_self   | looking_at_viewer   | mechanical_hands   | navel   | purple_sweater   | nipples   | no_bra   | very_long_hair   | bangs   | panties   | sitting   | smile   | white_background   | black_pants   | black_gloves   | long_sleeves   | jeans   | standing   | beer_can   | black_footwear   | boots   | holding_can   | upper_body   | black_sweater   | lips   | 1boy   | hetero   | solo_focus   | penis   | paizuri   | uncensored   | clothed_female_nude_male   | cum   | yellow_eyes   | breasts_squeezed_together   | pov   | breasts_out   | fellatio   | huge_breasts   | interracial   | thighs   | completely_nude   | huge_ahoge   | simple_background   | barefoot   | dark_nipples   | full_body   | laptop   | armpits   | cleavage   | curvy   | female_pubic_hair   | black_bra   | black_panties   | biting   | lace-trimmed_bra   | on_bed   | underwear_only   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------|:-----------------|:-------|:---------------|:---------------------|:-----------------|:--------------------|:-------------------|:--------|:-----------------|:----------|:---------|:-----------------|:--------|:----------|:----------|:--------|:-------------------|:--------------|:---------------|:---------------|:--------|:-----------|:-----------|:-----------------|:--------|:--------------|:-------------|:----------------|:-------|:-------|:---------|:-------------|:--------|:----------|:-------------|:---------------------------|:------|:--------------|:----------------------------|:------|:--------------|:-----------|:---------------|:--------------|:---------|:------------------|:-------------|:--------------------|:-----------|:---------------|:------------|:---------|:----------|:-----------|:--------|:--------------------|:------------|:----------------|:---------|:-------------------|:---------|:-----------------|
|   0 |         5 | ![](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                  |               |                |                |         |            |            |                  |         |               |              |                 |        |        |          |              |         |           |              |                            |       |               |                             |       |               |            |                |               |          |                   |              |                     |            |                |             |          |           |            |         |                     |             |                 |          |                    |          |                  |
|   1 |         7 | ![](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             |              |                 |        |        |          |              |         |           |              |                            |       |               |                             |       |               |            |                |               |          |                   |              |                     |            |                |             |          |           |            |         |                     |             |                 |          |                    |          |                  |
|   2 |         6 | ![](samples/2/clu2-sample0.png) | ![](samples/2/clu2-sample1.png) | ![](samples/2/clu2-sample2.png) | ![](samples/2/clu2-sample3.png) | ![](samples/2/clu2-sample4.png) | X       |         | X                | X      |                | X                    |                  | X                   | X                  |         |                  |           |          |                  |         |           |           | X       |                    |               |                |                |         |            |            |                  |         |               | X            | X               | X      |        |          |              |         |           |              |                            |       |               |                             |       |               |            |                |               |          |                   |              |                     |            |                |             |          |           |            |         |                     |             |                 |          |                    |          |                  |
|   3 |        11 | ![](samples/3/clu3-sample0.png) | ![](samples/3/clu3-sample1.png) | ![](samples/3/clu3-sample2.png) | ![](samples/3/clu3-sample3.png) | ![](samples/3/clu3-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             |          |                   |              |                     |            |                |             |          |           |            |         |                     |             |                 |          |                    |          |                  |
|   4 |        13 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-sample4.png) | X       |         |                  | X      |                |                      |                  | X                   | X                  | X       |                  |           |          |                  |         |           |           | X       | X                  |               |                |                |         |            |            |                  |         |               |              |                 |        |        |          |              |         |           |              |                            |       |               |                             |       |               |            |                |               | X        | X                 | X            | X                   | X          | X              | X           | X        | X         | X          | X       | X                   |             |                 |          |                    |          |                  |
|   5 |         6 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | 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 alma\_armas/アルマ・アルマス/阿尔玛·阿玛斯 (Girls' Frontline)
==========================================================


This is the dataset of alma\_armas/アルマ・アルマス/阿尔玛·阿玛斯 (Girls' Frontline), containing 103 images and their tags.


The core tags of this character are 'long\_hair, blonde\_hair, breasts, dark-skinned\_female, ahoge, dark\_skin, glasses, large\_breasts, semi-rimless\_eyewear, brown\_eyes, over-rim\_eyewear, black-framed\_eyewear', 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
passage: 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