datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
ditec-wdn--
Dataset Card for DiTEC-WDN
Dataset Summary
DiTEC-WDN Dataset consists of 36 Water Distribution Networks (WDNs). Each network has unique 1,000 scenarios with distinct characteristics.
Scenario represents a timeseries of directed shared-topology graphs, referred to as states or snapshots. In terms of graph-ml, it can be seen as a spatiotemporal graph where nodes and edges are multivariate time series.
A node can represent a reservoir, junction, or tank, while an edge… See the full description on the dataset page: https://huggingface.co/datasets/rugds/ditec-wdn.ditec-wdn--
Dataset Card for DiTEC-WDN
Dataset Summary
DiTEC-WDN Dataset consists of 36 Water Distribution Networks (WDNs). Each network has unique 1,000 scenarios with distinct characteristics.
Scenario represents a timeseries of directed shared-topology graphs, referred to as states or snapshots. In terms of graph-ml, it can be seen as a spatiotemporal graph where nodes and edges are multivariate time series.
A node can represent a reservoir, junction, or tank, while an edge… See the full description on the dataset page: https://huggingface.co/datasets/Dihaw00/ditec-wdn.ditec-wdn--
Dataset Card for DiTEC-WDN
Dataset Summary
DiTEC-WDN Dataset consists of 36 Water Distribution Networks (WDNs). Each network has unique 1,000 scenarios with distinct characteristics.
Scenario represents a timeseries of directed shared-topology graphs, referred to as states or snapshots. In terms of graph-ml, it can be seen as a spatiotemporal graph where nodes and edges are multivariate time series.
A node can represent a reservoir, junction, or tank, while an edge… See the full description on the dataset page: https://huggingface.co/datasets/hulaba/ditec-wdn.ditec-wdn--
Dataset Card for DiTEC-WDN
Dataset Summary
DiTEC-WDN Dataset consists of 36 Water Distribution Networks (WDNs). Each network has unique 1,000 scenarios with distinct characteristics.
Scenario represents a timeseries of directed shared-topology graphs, referred to as states or snapshots. In terms of graph-ml, it can be seen as a spatiotemporal graph where nodes and edges are multivariate time series.
A node can represent a reservoir, junction, or tank, while an edge… See the full description on the dataset page: https://huggingface.co/datasets/jattcoder00/ditec-wdn.ditec-wdn--
Dataset Card for DiTEC-WDN
Dataset Summary
DiTEC-WDN Dataset consists of 36 Water Distribution Networks (WDNs). Each network has unique 1,000 scenarios with distinct characteristics.
Scenario represents a timeseries of directed shared-topology graphs, referred to as states or snapshots. In terms of graph-ml, it can be seen as a spatiotemporal graph where nodes and edges are multivariate time series.
A node can represent a reservoir, junction, or tank, while an edge… See the full description on the dataset page: https://huggingface.co/datasets/razaali10/ditec-wdn.dit-loras-interpreting
andyx10/dit-loras-interpreting
Experimenting with interpreting write vectors over 100 hidden-topic model organisms fromdiff-interpretation-tuning/loras
implementation
We use 'self_attn.o_proj andmlp.down_proj` for write vectors: two per block across 36 blocks, with a total of 72 write vectors per organism.
Jacobian Lens from Neuronpedia
neuronpedia/jacobian-lens
(qwen3-4b/jlens/Salesforce-wikitext/Qwen3-4B_jacobian_lens.pt)
layout
test100/… See the full description on the dataset page: https://huggingface.co/datasets/andyx10/dit-loras-interpreting.zangei-dit-stage-1-250k-256px-dinov3
Zangei 256px DINOv3 Features — Repacked
Repacked from the known Colab extraction layout.
Source dataset: kingsidharth/zangei-dit-stage-1-250k-256px-img
Feature model: DINOv3 ViT-S/16
Image variants:
resized
square
Feature kinds:
cls
reg
patch
Files:
shards/dinov3_vits16_256_.safetensors
Matching row index:
shards/dinov3_vits16_256_.parquet
Tensor keys:
cls
reg
patch
Manifests:
manifests/files.parquet
manifests/files.csv
config.json
Cinematic-DiT-Video-Dataset
Cinematic DiT Video Dataset
This dataset is publicly downloadable under a restricted research license. It
is intended for non-commercial research on AI-generated video detection, media
forensics, authenticity analysis, and content-safety evaluation.
Dataset Summary
This dataset contains 9,000 synthetic text-to-video samples generated from
3,000 Chinese cinematic prompts. Each source prompt has one video in each of
three generation profiles. The prompt pipeline… See the full description on the dataset page: https://huggingface.co/datasets/Tsu7am1/Cinematic-DiT-Video-Dataset.ditflow_drawer_vision_only_v1_evalThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "franka",
"total_episodes": 26,
"total_frames": 11562,
"total_tasks": 1,
"total_videos": 78,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 15,
"splits": {
"train": "0:26"},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/danielsanjosepro/ditflow_drawer_vision_only_v1_eval.rollout_eval_multi_task_dit_frazier_v2_20260907_124913This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_eval_multi_task_dit_frazier_v2_20260907_124913.rollout_eval_multi_task_dit_frazier_p1_20260908_152737This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_eval_multi_task_dit_frazier_p1_20260908_152737.eval_dit_posttrainv2_er_dit_real_2_on_real_0_seed1000This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0","robot_type": "franka",
"total_episodes": 11,
"total_frames": 3508,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 1,
"video_files_size_in_mb": 1,
"fps": 15,
"splits": {
"train": "0:11"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/continuallearning/eval_dit_posttrainv2_er_dit_real_2_on_real_0_seed1000.rollout_eval_multi_task_dit_frazier_rotate_orientation_20260908_143040This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_eval_multi_task_dit_frazier_rotate_orientation_20260908_143040.rollout_eval_multi_task_dit_frazier_move_basket_10cm_20260909_154419This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_eval_multi_task_dit_frazier_move_basket_10cm_20260909_154419.rollout_eval_multi_task_dit_frazier_v3_20260910_124005This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_eval_multi_task_dit_frazier_v3_20260910_124005.rollout_eval_frazier_multi_task_dit_30eps_move_basket_10cm_20260904_111530This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_eval_frazier_multi_task_dit_30eps_move_basket_10cm_20260904_111530.rollout_eval_multi_task_dit_frazier_close_curtain_20260906_163856This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_eval_multi_task_dit_frazier_close_curtain_20260906_163856.rollout_eval_frazier_multi_task_dit_30eps_move_basket_5cm_20260904_115928This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_eval_frazier_multi_task_dit_30eps_move_basket_5cm_20260904_115928.rollout_eval_multi_task_dit_frazier_20260906_133926This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_eval_multi_task_dit_frazier_20260906_133926.rollout_multi_task_dit_object_variation_close_curtain_20260919_122132This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_multi_task_dit_object_variation_close_curtain_20260919_122132.rollout_eval_multi_task_dit_frazier_add_object_20260909_094623This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_eval_multi_task_dit_frazier_add_object_20260909_094623.ditflow_shelf_jim_deploy_oodrollout_multi_task_dit_object_variation_20260920_130222This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_multi_task_dit_object_variation_20260920_130222.eval_dit_posttrainv2_clare_dit_0_2_real_3_on_real_1_seed1000This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "franka",
"total_episodes": 10,
"total_frames": 4488,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 1,"video_files_size_in_mb": 1,
"fps": 15,
"splits": {
"train": "0:10"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/continuallearning/eval_dit_posttrainv2_clare_dit_0_2_real_3_on_real_1_seed1000.repro-robuq-pushing-dits-to-w1-58a2-via-robust-activation-quantization-traces
Agent traces
Agent sessions published from a Trackio Logbook.
rollout_multi_task_dit_object_variation_interpolation_20260921_115014This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/seriintan/rollout_multi_task_dit_object_variation_interpolation_20260921_115014.hunyuan-image3-dit-attn-capture
HunyuanImage-3.0 DiT attention capture — handoff
Real attention inputs (q/k/v + mask) captured from the HunyuanImage-3.0 DiT, for
kernel work: choosing/implementing an attention backend that can serve this
model. The mask here is structural, not a padding mask, so it is the part
that constrains what a kernel can accept.
What's in this bundle
File
Size
Contents
out/call0_rank0.npz
16.5 MiB
prefill — q/k/v + mask
out/call32_rank0.npz
14.0 MiB
denoise —… See the full description on the dataset page: https://huggingface.co/datasets/Yi30/hunyuan-image3-dit-attn-capture.eval_dit_posttrainv2_union_norm_seqlora_real_0_on_real_0_seed1000This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "franka",
"total_episodes": 10,
"total_frames": 7419,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 1,"video_files_size_in_mb": 1,
"fps": 15,
"splits": {
"train": "0:10"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/continuallearning/eval_dit_posttrainv2_union_norm_seqlora_real_0_on_real_0_seed1000.eval_dit_flow_mt_cl_seed_42_franka_task_0_put_bowlThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0","robot_type": "franka",
"total_episodes": 3,
"total_frames": 660,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 0,
"video_files_size_in_mb": 0,
"fps": 15,
"splits": {
"train": "0:3"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/continuallearning/eval_dit_flow_mt_cl_seed_42_franka_task_0_put_bowl.eval_dit_posttrainv2_union_norm_seqfft_real_4_on_real_4_seed1000This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "franka",
"total_episodes": 10,
"total_frames": 4375,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 1,"video_files_size_in_mb": 1,
"fps": 15,
"splits": {
"train": "0:10"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/continuallearning/eval_dit_posttrainv2_union_norm_seqfft_real_4_on_real_4_seed1000.