home models images videos articles comics bounties challenges updates shop

Arknights: Endfield | Operators Collection

Name: Arknights: Endfield | Operators Collection
Rating: 5 (231 reviews)
Author: motimalu

231

1.6k

663

Updated: Jun 19, 2026

character

arknights: endfield endfield arknights

Download

1 variant available

SafeTensor

283.88 MB

Verified: a day ago

Download (283.88 MB)

Details

Type

LoRA

Stats

189

Reviews

Positive

(41)

Published

Jun 19, 2026

Base Model

Anima

Hash

AutoV2

7DE619A159

Tensors

About this version

Trained on Anima Base 1 with diffusion-pipe

Dataset updated to cutoff of 2026/06/14

Added partially supported characters:

arcane \(arknights\)

camille \(arknights\)

feranmut proxy \(arknights\)
*these characters have not released, so their designs are unknown/inconsistent.

Training config:

output_dir = '/mnt/d/anima/training_output/anima-base-1-arknights-v31'

dataset = 'dataset-anima-arknights-s1.toml'

# training settings
epochs = 5
# Per-resolution batch sizes
micro_batch_size_per_gpu = [[512, 64], [1024, 32], [1536, 16]]
pipeline_stages = 1
gradient_accumulation_steps = 1
gradient_clipping = 1
warmup_steps = 250
lr_scheduler = 'cosine'

# misc settings
save_every_n_epochs = 1
activation_checkpointing = true

partition_method = 'parameters'

save_dtype = 'bfloat16'
caching_batch_size = 1
map_num_proc = 8
steps_per_print = 1
compile = true

[model]
type = 'anima'
transformer_path = '/mnt/c/workspace/models/diffusion_models/anima-base-v1.0.safetensors'
vae_path = '/mnt/c/workspace/models/vae/qwen_image_vae.safetensors'
llm_path = '/mnt/c/workspace/models/text_encoders/qwen_3_06b_base.safetensors'
dtype = 'bfloat16'
llm_adapter_lr = 1e-6
sigmoid_scale = 1.3

[adapter]
type = 'lora'
rank = 64
dtype = 'bfloat16'

[optimizer]
type = 'adamw_optimi'
lr = 4e-5
betas = [0.9, 0.99]
weight_decay = 0.01
eps = 1e-8

motimalu

License:

Anima

The Anima Model is licensed by CircleStone Labs LLC. Copyright CircleStone Labs LLC. IN NO EVENT SHALL CIRCLESTONE LABS LLC BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH USE OF THIS MODEL.

Built on NVIDIA Cosmos

Arknights: Endfield | Operators Collection

Intended to generate non-commercial fan works of Operators from the Arknights: Endfield video game.

ℹ️ LoRA work best when applied to the base models on which they are trained. Please read the About This Version on the appropriate base models and workflow/training information.

Version 3.0 (Latest)

This was re-trained with several attempts to reach the same level of quality as the full-finetune which included the same dataset:

Kirazuri (Anima)

The LoRA is not quite there, even when adjusting hyperparameters and extending the training time.

Little disappointed about this, but it may be an expected limitation of LoRA training.

Operators (game version 1.0):


female endministrator \(arknights\)
male endministrator \(arknights\)
perlica \(arknights\)
chen qianyu \(arknights\)

akekuri \(arknights\)
alesh \(arknights\)
antal \(arknights\)
arclight \(arknights\)
ardelia \(arknights\)
avywenna \(arknights\)
catcher \(arknights\)
da pan \(arknights\)
estella \(arknights\)
fluorite \(arknights\)
gilberta \(arknights\)
laevatain \(arknights\)
last rite \(arknights\)
lifeng \(arknights\)
snowshine \(arknights\)
wulfgard \(arknights\)
xaihi \(arknights\)
yvonne \(arknights\)

Operators (game version 1.1):


mi fu \(arknights\)
rossi \(arknights\)
tangtang \(arknights\)
zhuang fangyi \(arknights\)

Unreleased Operators (unconfirmed designs):


arcane \(arknights\)
camille \(arknights\)
feranmut proxy \(arknights\)

Antagonists:


ardashir \(arknights\)
nefarith \(arknights\)

Works best in combination with NL if you name a character, then describe their basic appearance.


A vibrant and dynamic illustration of Yvonne from Arknights: Endfield, featuring her with long pink hair styled in twintails, pointy ears, and small horns, along with a playful tail...

To be fixed:

Pogranichnik had a mistake for his labelling

Ember did not seem to learn her outfit/features