Dataset Viewer
The dataset viewer is not available for this subset.
Cannot get the split names for the config 'default' of the dataset.
Exception: SplitsNotFoundError
Message: The split names could not be parsed from the dataset config.
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 286, in get_dataset_config_info
for split_generator in builder._split_generators(
~~~~~~~~~~~~~~~~~~~~~~~~~^
StreamingDownloadManager(base_path=builder.base_path, download_config=download_config)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/harbor/harbor.py", line 171, in _split_generators
raise DataFilesNotFoundError("No task.toml or instruction.md files found")
datasets.exceptions.DataFilesNotFoundError: No task.toml or instruction.md files found
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/split_names.py", line 68, in compute_split_names_from_streaming_response
for split in get_dataset_split_names(
~~~~~~~~~~~~~~~~~~~~~~~^
path=dataset,
^^^^^^^^^^^^^
config_name=config,
^^^^^^^^^^^^^^^^^^^
token=hf_token,
^^^^^^^^^^^^^^^
)
^
File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 340, in get_dataset_split_names
info = get_dataset_config_info(
path,
...<6 lines>...
**config_kwargs,
)
File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 291, in get_dataset_config_info
raise SplitsNotFoundError("The split names could not be parsed from the dataset config.") from err
datasets.inspect.SplitsNotFoundError: The split names could not be parsed from the dataset config.Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
LoRASpace LoRA Pools
The diffusion LoRA pools used in LoRASpace: A Pool-Wide Shared Substrate for Static and Dynamic Multi-LoRA Composition (NeurIPS 2026).
Project page | Code | OpenReview
Every adapter here is a third-party LoRA, redistributed unmodified (byte-identical to the creator's Civitai upload, sha256 listed below). We did not train any of them. All rights remain with the original creators, credited below.
Pools
| Pool | Base model | Adapters | Description |
|---|---|---|---|
| Pool A | SD 1.5 | 11 | 11 LoRAs across character, clothing, style, background and object (ComposLoRA reality pool). |
| Pool B | SD 1.5 | 17 | 17 LoRAs: Pool A plus detail (2), pose (2) and expression (2), for the high-cardinality regime. |
| Pool C | SDXL 1.0 | 17 | 17 LoRAs across character, background, lighting, material, expression and accessory. |
The pool manifests (pools/pool_{a,b,c}.json in the code repository) list every adapter with its source, sha256, trigger words and distribution status. Pool B reuses the Pool A files, so files are stored once under pool_a/.
Not every adapter can be hosted here:
- Hosted (25 files): creators allow redistribution.
- Link only (6 files): the creator does not allow derivatives or relicensing, or we chose not to host the file. Download it from the original Civitai page;
download_adapters.pyin the code repository does this and checks the sha256. - Unavailable (3 files): the three Pool A character LoRAs depict real people. Civitai has removed them and we do not redistribute them. They are listed by name and sha256 for the record only. Pool A and Pool B experiments that need them cannot be rerun from public sources.
Usage
from huggingface_hub import hf_hub_download
path = hf_hub_download("Thamirawaran/loraspace-pools", "pool_c/lighting_3.safetensors", repo_type="dataset")
Or fetch a whole pool (hosted and link-only files, with sha256 checks) with the code repository: python pools/download_adapters.py --pool pool_c.
Hosted adapters and credits
| File | Original LoRA (version) | Creator | Base | Source | Creator terms |
|---|---|---|---|---|---|
pool_a/background_1.safetensors |
Library bookshelf (v1.6) | fok3827 | SD 1.5 | Civitai 113488@125699 | permissive |
pool_a/background_2.safetensors |
The forest light (v3.0) | fok3827 | SD 1.5 | Civitai 104292@127699 | permissive |
pool_a/clothing_1.safetensors |
Thai university uniform (v2) | Prompt_Play | SD 1.5 | Civitai 12657@58690 | no commercial use |
pool_a/object_1.safetensors |
umbrellaLORA (v1.0) | str4nger | SD 1.5 | Civitai 54218@58578 | no commercial use |
pool_a/object_2.safetensors |
Bubble Gum (バブルガム / 泡泡糖 / Kaugummi) v2.0 | Jehovah | SD 1.5 | Civitai 97550@117038 | credit required, same terms only |
pool_a/style_1.safetensors |
Japan Vibes - Film color (v1.1 - Heavy_grain) | buzimage | SD 1.5 | Civitai 90393@107032 | no commercial use |
pool_a/style_2.safetensors |
Brightness Tweaker LoRA (亮度调整LoRA) (v1.0) | ITvovTI | SD 1.5 | Civitai 70034@74697 | permissive |
pool_b/detail_1.safetensors |
Detail Tweaker LoRA (细节调整LoRA) (v1.0) | CyberAIchemist | SD 1.5 | Civitai 58390@62833 | no commercial use |
pool_b/detail_2.safetensors |
Add More Details - Detail Enhancer / Tweaker (细节调整) LoRA (v1.0) | Lykon | SD 1.5 | Civitai 82098@87153 | permissive |
pool_c/background_1.safetensors |
Polyhedron: Lighting/Location SDXL: Catwalk (V1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 263248@296806 | no commercial use |
pool_c/background_3.safetensors |
Polyhedron: Environment, Location SDXL: ⚡︎ POWER GRID! ⚡︎ (v1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 368990@412311 | no commercial use |
pool_c/background_4.safetensors |
Polyhedron: Environment, Botany: Dandelions // SDXL (v1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 433835@483257 | no commercial use |
pool_c/character_1.safetensors |
SL Assorted Female Nobodies XL (CamelliaXL) | ShubbleLover | SDXL 1.0 | Civitai 160073@180123 | permissive |
pool_c/character_2.safetensors |
SL Assorted Female Nobodies XL (HelenaXL) | ShubbleLover | SDXL 1.0 | Civitai 160073@182484 | permissive |
pool_c/character_3.safetensors |
SL Assorted Female Nobodies XL (VioletXL) | ShubbleLover | SDXL 1.0 | Civitai 160073@241816 | permissive |
pool_c/expression_1.safetensors |
Polyhedron: Facial Expressions SDXL: Anger (female) (v1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 158024@177553 | no commercial use |
pool_c/expression_3.safetensors |
Polyhedron: Facial Expressions SDXL: Fear (female) (v1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 171708@192887 | no commercial use |
pool_c/lighting_2.safetensors |
Polyhedron: Lighting SDXL: GOD RAYS (v1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 161831@182184 | no commercial use |
pool_c/lighting_3.safetensors |
Polyhedron: Lighting SDXL: Chiaroscuro (v1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 146662@163391 | no commercial use |
pool_c/lighting_4.safetensors |
Polyhedron: Lighting SDXL: Fog (v1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 211173@237874 | no commercial use |
pool_c/lighting_5.safetensors |
Polyhedron: Lighting SDXL: Golden Hour (v1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 188248@211400 | no commercial use |
pool_c/material_1.safetensors |
Polyhedron: Materials SDXL: Corrosion (v1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 290504@326562 | no commercial use |
pool_c/material_2.safetensors |
Polyhedron: Materials SDXL: Old Wood (v1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 325535@364934 | no commercial use |
pool_c/material_3.safetensors |
Polyhedron: Materials SDXL: Old Gold (v1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 273942@308755 | no commercial use |
pool_c/material_4.safetensors |
Polyhedron: Materials SDXL: Old Copper (v1.0) | Polyhedron_AI | SDXL 1.0 | Civitai 251246@283485 | no commercial use |
Link-only adapters (not hosted)
| Pool id | Original LoRA (version) | Creator | Base | Source | sha256 |
|---|---|---|---|---|---|
pool_a/clothing_2 |
School Dress Collection By Stable Yogi (White Blue) | Stable_Yogi | SD 1.5 | Civitai 201305@291486 | 24e162ae51a4588c8fbf869e10bd34a06789b8c38e80b9ddb9793185999d8a69 |
pool_b/expression_1 |
open mouth pain screaming shouting angry expressions | 灵魂大叫 怒吼 尖叫 痛苦 (v1.0) | 7dragons | SD 1.5 | Civitai 100668@107745 | 884e863e81b53539f4dac8d89b3154fb2b0996d7a72511cac580cc7596bd4a94 |
pool_b/expression_2 |
Piercing sharp eyes glaring Kubrick stare | 锐利的眼神 (v1.0) | 7dragons | SD 1.5 | Civitai 100676@107752 | bd345a9e9f60f36411ddf6bc298294586de749da7aa77902686ed11969230448 |
pool_b/pose_1 |
Shirt Tug Pose (LORA) (shirt_tug) | Akiseki | SD 1.5 | Civitai 7706@9048 | a1c6bb7f6fda0c7500e7f019087ff3da5eb5b186258206903d8324da5ffbe68c |
pool_b/pose_2 |
Covering eyes Pose LORA (covering_eyes) | Akiseki | SD 1.5 | Civitai 8072@9521 | a7508476e4dcce02c24fb53c144ded3121efc2a867157aa9ee73fab1dfea7720 |
pool_c/accessory_3 |
Sunglasses on top of head (sdxl) (V1) | unknown | SDXL 1.0 | Civitai 462726@514911 | 82267376a25e54fed2cdf9f84500a95508b5a712db54f0c3256e20996c36697d |
Unavailable adapters (never redistributed)
| Pool id | Description | Base | sha256 |
|---|---|---|---|
pool_a/character_1 |
real-person likeness LoRA, removed from Civitai | SD 1.5 | c9598ba3470c9529ba2bb386a0bf74bcdcac5e6c4efcfde70067755f3b76316a |
pool_a/character_2 |
real-person likeness LoRA, removed from Civitai | SD 1.5 | ad21a3598c2dd87bb3188f146d789aa2f077ef483a17004a5de7c1880ac032f1 |
pool_a/character_3 |
real-person likeness LoRA, removed from Civitai | SD 1.5 | 542cf4ffee4d02a512187cf4fa3c44e7aebdadbc6a9b7108849daa1b7287c027 |
License and terms of use
This repository has no single license. Each file stays under its creator's terms on its Civitai page (summarised in the table above), and under the license of its base model:
- SD 1.5 adapters: CreativeML Open RAIL-M, including its use-based restrictions (Attachment A), which apply to any use of these files.
- SDXL 1.0 adapters: CreativeML Open RAIL++-M, including its use-based restrictions (Attachment A), which apply to any use of these files.
We redistribute these files for non-commercial research on multi-LoRA composition only. If you are a creator listed here and want a file removed, please open a discussion on this repository or an issue on the code repository and we will remove it.
Credits: buzimage, CyberAIchemist, fok3827, ITvovTI, Jehovah, Lykon, Polyhedron_AI, Prompt_Play, ShubbleLover, str4nger. Thank you for publishing your work.
Citation
@inproceedings{sathiyalogeswaran2026loraspace,
title = {LoRASpace: A Pool-Wide Shared Substrate for Static and Dynamic Multi-LoRA Composition},
author = {Sathiyalogeswaran, Thamirawaran and De Silva, Navindu and Siriwardane, Chamikara and Alwis, W K and Mars, Jason and Perera Miriya Thanthrige, Udaya Sampath K. and Rodrigo, Ranga},
booktitle = {Advances in Neural Information Processing Systems},
year = {2026}
}
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