Robotics
LeRobot
Safetensors
droid
franka
flux
world-action-model
world-model
robot-learning
black-forest-labs
flux-3
Instructions to use black-forest-labs/flux-3-action-droid with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use black-forest-labs/flux-3-action-droid with LeRobot:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
variants/gd, variants/sd: LeRobot config.json + config.native.json (same two-file layout as the root)
Browse filesThe variant folders shipped the native PolicyConfig as config.json, so Flux3Policy.from_pretrained failed with "Missing 'type' field". Each now has the root's LeRobot config with the variant's sampler values (gd: guidance_scale 1.0; sd: guidance_scale 1.0, num_inference_steps 1), the native config as config.native.json, and a manifest listing both. fp8r variants are left standalone-only (no Flux3Config equivalent for quantization).
- variants/gd/config.json +73 -35
- variants/gd/config.native.json +57 -0
- variants/gd/manifest.json +3 -2
- variants/sd/config.json +73 -35
- variants/sd/config.native.json +57 -0
- variants/sd/manifest.json +3 -2
variants/gd/config.json
CHANGED
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@@ -1,57 +1,95 @@
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{
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"camera_layout": "droid",
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| 5 |
"camera_keys": [
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| 6 |
-
"images.
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| 7 |
-
"images.
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| 8 |
-
"images.
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| 9 |
],
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"canvas_hw": [
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544,
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736
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],
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-
"
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| 15 |
-
"n_action_steps": 32,
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| 16 |
-
"fps": 15.0,
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"action_scale": 2.0,
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| 18 |
"gripper_flip_dims": [
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-1
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],
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"
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"video_vae_id": "black-forest-labs/flux-3-action-base:video_vae.safetensors@62878e2925e59b7a89ec14463ce89932624c490d",
|
| 29 |
"text_encoder_id": "black-forest-labs/flux-3-action-base:text_encoder@62878e2925e59b7a89ec14463ce89932624c490d",
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-
"dit_config":
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| 31 |
-
"content_streams": [
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-
"video",
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-
"video_cond"
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| 34 |
-
],
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| 35 |
-
"head_init_seed": 0,
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| 36 |
-
"torch_dtype": "bfloat16",
|
| 37 |
-
"quantization": null,
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| 38 |
"attn_mode": "torch",
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| 39 |
"compile_model": false,
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| 40 |
-
"single_frame_encode": false,
|
| 41 |
-
"inference_profile": "default",
|
| 42 |
"sampler": "cosmos_unipc",
|
| 43 |
"num_inference_steps": 4,
|
| 44 |
"guidance_scale": 1.0,
|
| 45 |
"guidance_scale_action": 1.0,
|
| 46 |
"sampler_shift": 5.0,
|
| 47 |
-
"inference_seed": 0
|
| 48 |
-
"train_timestep_width": 0.75,
|
| 49 |
-
"train_timestep_shift": 42.0,
|
| 50 |
-
"action_loss_weight": 50.0,
|
| 51 |
-
"video_loss_weight": 1.0,
|
| 52 |
-
"caption_dropout": 0.1,
|
| 53 |
-
"augment": true,
|
| 54 |
-
"vae_batch_windows": 8,
|
| 55 |
-
"optimizer_lr": 0.000192,
|
| 56 |
-
"optimizer_lr_heads_multiplier": 5.0
|
| 57 |
}
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| 1 |
{
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| 2 |
+
"type": "flux3",
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| 3 |
+
"n_obs_steps": 1,
|
| 4 |
+
"input_features": {
|
| 5 |
+
"observation.images.wrist_image_left": {
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| 6 |
+
"type": "VISUAL",
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| 7 |
+
"shape": [
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3,
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+
360,
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+
640
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]
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},
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"observation.images.exterior_image_1_left": {
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"type": "VISUAL",
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"shape": [
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3,
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360,
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640
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]
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},
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"observation.images.exterior_image_2_left": {
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"type": "VISUAL",
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"shape": [
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3,
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360,
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+
640
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]
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},
|
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"observation.state": {
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"type": "STATE",
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"shape": [
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8
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]
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}
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},
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"output_features": {
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"action": {
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"type": "ACTION",
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| 39 |
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"shape": [
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+
8
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]
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}
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},
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"device": "cuda",
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"use_amp": false,
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"use_peft": false,
|
| 47 |
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"conditioning": "frame",
|
| 48 |
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"packer": null,
|
| 49 |
+
"condition_on_past_actions": false,
|
| 50 |
+
"action_representation": "absolute",
|
| 51 |
+
"delta_absolute_dims": [],
|
| 52 |
+
"text_fixed_length": null,
|
| 53 |
+
"video_position_fps": null,
|
| 54 |
+
"history_snapshots": 1,
|
| 55 |
+
"chunk_size": 32,
|
| 56 |
+
"n_action_steps": 32,
|
| 57 |
+
"fps": 15.0,
|
| 58 |
"camera_layout": "droid",
|
| 59 |
"camera_keys": [
|
| 60 |
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"observation.images.wrist_image_left",
|
| 61 |
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"observation.images.exterior_image_1_left",
|
| 62 |
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"observation.images.exterior_image_2_left"
|
| 63 |
],
|
| 64 |
"canvas_hw": [
|
| 65 |
544,
|
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736
|
| 67 |
],
|
| 68 |
+
"action_modality": "action_prediction_droid",
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| 69 |
"action_scale": 2.0,
|
| 70 |
"gripper_flip_dims": [
|
| 71 |
-1
|
| 72 |
],
|
| 73 |
+
"use_relative_actions": false,
|
| 74 |
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"relative_exclude_joints": [
|
| 75 |
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"gripper"
|
| 76 |
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],
|
| 77 |
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"action_feature_names": null,
|
| 78 |
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"normalization_mapping": {
|
| 79 |
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"VISUAL": "IDENTITY",
|
| 80 |
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"STATE": "IDENTITY",
|
| 81 |
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"ACTION": "IDENTITY"
|
| 82 |
+
},
|
| 83 |
"video_vae_id": "black-forest-labs/flux-3-action-base:video_vae.safetensors@62878e2925e59b7a89ec14463ce89932624c490d",
|
| 84 |
"text_encoder_id": "black-forest-labs/flux-3-action-base:text_encoder@62878e2925e59b7a89ec14463ce89932624c490d",
|
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"dit_config": null,
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"attn_mode": "torch",
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"dtype": "bfloat16",
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"compile_model": false,
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| 89 |
"sampler": "cosmos_unipc",
|
| 90 |
"num_inference_steps": 4,
|
| 91 |
"guidance_scale": 1.0,
|
| 92 |
"guidance_scale_action": 1.0,
|
| 93 |
"sampler_shift": 5.0,
|
| 94 |
+
"inference_seed": 0
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}
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variants/gd/config.native.json
ADDED
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@@ -0,0 +1,57 @@
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{
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| 2 |
+
"action_dim": 8,
|
| 3 |
+
"action_modality": "action_prediction_droid",
|
| 4 |
+
"camera_layout": "droid",
|
| 5 |
+
"camera_keys": [
|
| 6 |
+
"images.wrist",
|
| 7 |
+
"images.left",
|
| 8 |
+
"images.right"
|
| 9 |
+
],
|
| 10 |
+
"canvas_hw": [
|
| 11 |
+
544,
|
| 12 |
+
736
|
| 13 |
+
],
|
| 14 |
+
"chunk_size": 32,
|
| 15 |
+
"n_action_steps": 32,
|
| 16 |
+
"fps": 15.0,
|
| 17 |
+
"action_scale": 2.0,
|
| 18 |
+
"gripper_flip_dims": [
|
| 19 |
+
-1
|
| 20 |
+
],
|
| 21 |
+
"action_parameterization": "absolute",
|
| 22 |
+
"absolute_action_dims": [],
|
| 23 |
+
"action_normalization": null,
|
| 24 |
+
"state_normalization": null,
|
| 25 |
+
"normalization_clip": 6.0,
|
| 26 |
+
"camera_dropout": {},
|
| 27 |
+
"trunk_weights": null,
|
| 28 |
+
"video_vae_id": "black-forest-labs/flux-3-action-base:video_vae.safetensors@62878e2925e59b7a89ec14463ce89932624c490d",
|
| 29 |
+
"text_encoder_id": "black-forest-labs/flux-3-action-base:text_encoder@62878e2925e59b7a89ec14463ce89932624c490d",
|
| 30 |
+
"dit_config": {},
|
| 31 |
+
"content_streams": [
|
| 32 |
+
"video",
|
| 33 |
+
"video_cond"
|
| 34 |
+
],
|
| 35 |
+
"head_init_seed": 0,
|
| 36 |
+
"torch_dtype": "bfloat16",
|
| 37 |
+
"quantization": null,
|
| 38 |
+
"attn_mode": "torch",
|
| 39 |
+
"compile_model": false,
|
| 40 |
+
"single_frame_encode": false,
|
| 41 |
+
"inference_profile": "default",
|
| 42 |
+
"sampler": "cosmos_unipc",
|
| 43 |
+
"num_inference_steps": 4,
|
| 44 |
+
"guidance_scale": 1.0,
|
| 45 |
+
"guidance_scale_action": 1.0,
|
| 46 |
+
"sampler_shift": 5.0,
|
| 47 |
+
"inference_seed": 0,
|
| 48 |
+
"train_timestep_width": 0.75,
|
| 49 |
+
"train_timestep_shift": 42.0,
|
| 50 |
+
"action_loss_weight": 50.0,
|
| 51 |
+
"video_loss_weight": 1.0,
|
| 52 |
+
"caption_dropout": 0.1,
|
| 53 |
+
"augment": true,
|
| 54 |
+
"vae_batch_windows": 8,
|
| 55 |
+
"optimizer_lr": 0.000192,
|
| 56 |
+
"optimizer_lr_heads_multiplier": 5.0
|
| 57 |
+
}
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variants/gd/manifest.json
CHANGED
|
@@ -3,7 +3,8 @@
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| 3 |
"kind": "policy_export",
|
| 4 |
"weight_profile": "model",
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| 5 |
"sha256": {
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| 6 |
-
"
|
| 7 |
-
"
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| 8 |
}
|
| 9 |
}
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| 3 |
"kind": "policy_export",
|
| 4 |
"weight_profile": "model",
|
| 5 |
"sha256": {
|
| 6 |
+
"model.safetensors": "3008582d8efde46d3722f254e680f91ca6aaaec26e2db96f2769e7f6e8464a56",
|
| 7 |
+
"config.native.json": "1484ac6ab2e5aabec46b595ca4fac95dbee1f34e15d882b4312c5ae71ed2b9c7",
|
| 8 |
+
"config.json": "2139b8772f4cbe74776b40a3d91c474191a96eb0a9c8d11e0979a8d7dbefecc7"
|
| 9 |
}
|
| 10 |
}
|
variants/sd/config.json
CHANGED
|
@@ -1,57 +1,95 @@
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{
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| 4 |
"camera_layout": "droid",
|
| 5 |
"camera_keys": [
|
| 6 |
-
"images.
|
| 7 |
-
"images.
|
| 8 |
-
"images.
|
| 9 |
],
|
| 10 |
"canvas_hw": [
|
| 11 |
544,
|
| 12 |
736
|
| 13 |
],
|
| 14 |
-
"
|
| 15 |
-
"n_action_steps": 32,
|
| 16 |
-
"fps": 15.0,
|
| 17 |
"action_scale": 2.0,
|
| 18 |
"gripper_flip_dims": [
|
| 19 |
-1
|
| 20 |
],
|
| 21 |
-
"
|
| 22 |
-
"
|
| 23 |
-
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-
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-
"
|
| 26 |
-
"
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| 27 |
-
|
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|
| 28 |
"video_vae_id": "black-forest-labs/flux-3-action-base:video_vae.safetensors@62878e2925e59b7a89ec14463ce89932624c490d",
|
| 29 |
"text_encoder_id": "black-forest-labs/flux-3-action-base:text_encoder@62878e2925e59b7a89ec14463ce89932624c490d",
|
| 30 |
-
"dit_config":
|
| 31 |
-
"content_streams": [
|
| 32 |
-
"video",
|
| 33 |
-
"video_cond"
|
| 34 |
-
],
|
| 35 |
-
"head_init_seed": 0,
|
| 36 |
-
"torch_dtype": "bfloat16",
|
| 37 |
-
"quantization": null,
|
| 38 |
"attn_mode": "torch",
|
|
|
|
| 39 |
"compile_model": false,
|
| 40 |
-
"single_frame_encode": false,
|
| 41 |
-
"inference_profile": "default",
|
| 42 |
"sampler": "cosmos_unipc",
|
| 43 |
"num_inference_steps": 1,
|
| 44 |
"guidance_scale": 1.0,
|
| 45 |
"guidance_scale_action": 1.0,
|
| 46 |
"sampler_shift": 5.0,
|
| 47 |
-
"inference_seed": 0
|
| 48 |
-
"train_timestep_width": 0.75,
|
| 49 |
-
"train_timestep_shift": 42.0,
|
| 50 |
-
"action_loss_weight": 50.0,
|
| 51 |
-
"video_loss_weight": 1.0,
|
| 52 |
-
"caption_dropout": 0.1,
|
| 53 |
-
"augment": true,
|
| 54 |
-
"vae_batch_windows": 8,
|
| 55 |
-
"optimizer_lr": 0.000192,
|
| 56 |
-
"optimizer_lr_heads_multiplier": 5.0
|
| 57 |
}
|
|
|
|
| 1 |
{
|
| 2 |
+
"type": "flux3",
|
| 3 |
+
"n_obs_steps": 1,
|
| 4 |
+
"input_features": {
|
| 5 |
+
"observation.images.wrist_image_left": {
|
| 6 |
+
"type": "VISUAL",
|
| 7 |
+
"shape": [
|
| 8 |
+
3,
|
| 9 |
+
360,
|
| 10 |
+
640
|
| 11 |
+
]
|
| 12 |
+
},
|
| 13 |
+
"observation.images.exterior_image_1_left": {
|
| 14 |
+
"type": "VISUAL",
|
| 15 |
+
"shape": [
|
| 16 |
+
3,
|
| 17 |
+
360,
|
| 18 |
+
640
|
| 19 |
+
]
|
| 20 |
+
},
|
| 21 |
+
"observation.images.exterior_image_2_left": {
|
| 22 |
+
"type": "VISUAL",
|
| 23 |
+
"shape": [
|
| 24 |
+
3,
|
| 25 |
+
360,
|
| 26 |
+
640
|
| 27 |
+
]
|
| 28 |
+
},
|
| 29 |
+
"observation.state": {
|
| 30 |
+
"type": "STATE",
|
| 31 |
+
"shape": [
|
| 32 |
+
8
|
| 33 |
+
]
|
| 34 |
+
}
|
| 35 |
+
},
|
| 36 |
+
"output_features": {
|
| 37 |
+
"action": {
|
| 38 |
+
"type": "ACTION",
|
| 39 |
+
"shape": [
|
| 40 |
+
8
|
| 41 |
+
]
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"device": "cuda",
|
| 45 |
+
"use_amp": false,
|
| 46 |
+
"use_peft": false,
|
| 47 |
+
"conditioning": "frame",
|
| 48 |
+
"packer": null,
|
| 49 |
+
"condition_on_past_actions": false,
|
| 50 |
+
"action_representation": "absolute",
|
| 51 |
+
"delta_absolute_dims": [],
|
| 52 |
+
"text_fixed_length": null,
|
| 53 |
+
"video_position_fps": null,
|
| 54 |
+
"history_snapshots": 1,
|
| 55 |
+
"chunk_size": 32,
|
| 56 |
+
"n_action_steps": 32,
|
| 57 |
+
"fps": 15.0,
|
| 58 |
"camera_layout": "droid",
|
| 59 |
"camera_keys": [
|
| 60 |
+
"observation.images.wrist_image_left",
|
| 61 |
+
"observation.images.exterior_image_1_left",
|
| 62 |
+
"observation.images.exterior_image_2_left"
|
| 63 |
],
|
| 64 |
"canvas_hw": [
|
| 65 |
544,
|
| 66 |
736
|
| 67 |
],
|
| 68 |
+
"action_modality": "action_prediction_droid",
|
|
|
|
|
|
|
| 69 |
"action_scale": 2.0,
|
| 70 |
"gripper_flip_dims": [
|
| 71 |
-1
|
| 72 |
],
|
| 73 |
+
"use_relative_actions": false,
|
| 74 |
+
"relative_exclude_joints": [
|
| 75 |
+
"gripper"
|
| 76 |
+
],
|
| 77 |
+
"action_feature_names": null,
|
| 78 |
+
"normalization_mapping": {
|
| 79 |
+
"VISUAL": "IDENTITY",
|
| 80 |
+
"STATE": "IDENTITY",
|
| 81 |
+
"ACTION": "IDENTITY"
|
| 82 |
+
},
|
| 83 |
"video_vae_id": "black-forest-labs/flux-3-action-base:video_vae.safetensors@62878e2925e59b7a89ec14463ce89932624c490d",
|
| 84 |
"text_encoder_id": "black-forest-labs/flux-3-action-base:text_encoder@62878e2925e59b7a89ec14463ce89932624c490d",
|
| 85 |
+
"dit_config": null,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 86 |
"attn_mode": "torch",
|
| 87 |
+
"dtype": "bfloat16",
|
| 88 |
"compile_model": false,
|
|
|
|
|
|
|
| 89 |
"sampler": "cosmos_unipc",
|
| 90 |
"num_inference_steps": 1,
|
| 91 |
"guidance_scale": 1.0,
|
| 92 |
"guidance_scale_action": 1.0,
|
| 93 |
"sampler_shift": 5.0,
|
| 94 |
+
"inference_seed": 0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 95 |
}
|
variants/sd/config.native.json
ADDED
|
@@ -0,0 +1,57 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"action_dim": 8,
|
| 3 |
+
"action_modality": "action_prediction_droid",
|
| 4 |
+
"camera_layout": "droid",
|
| 5 |
+
"camera_keys": [
|
| 6 |
+
"images.wrist",
|
| 7 |
+
"images.left",
|
| 8 |
+
"images.right"
|
| 9 |
+
],
|
| 10 |
+
"canvas_hw": [
|
| 11 |
+
544,
|
| 12 |
+
736
|
| 13 |
+
],
|
| 14 |
+
"chunk_size": 32,
|
| 15 |
+
"n_action_steps": 32,
|
| 16 |
+
"fps": 15.0,
|
| 17 |
+
"action_scale": 2.0,
|
| 18 |
+
"gripper_flip_dims": [
|
| 19 |
+
-1
|
| 20 |
+
],
|
| 21 |
+
"action_parameterization": "absolute",
|
| 22 |
+
"absolute_action_dims": [],
|
| 23 |
+
"action_normalization": null,
|
| 24 |
+
"state_normalization": null,
|
| 25 |
+
"normalization_clip": 6.0,
|
| 26 |
+
"camera_dropout": {},
|
| 27 |
+
"trunk_weights": null,
|
| 28 |
+
"video_vae_id": "black-forest-labs/flux-3-action-base:video_vae.safetensors@62878e2925e59b7a89ec14463ce89932624c490d",
|
| 29 |
+
"text_encoder_id": "black-forest-labs/flux-3-action-base:text_encoder@62878e2925e59b7a89ec14463ce89932624c490d",
|
| 30 |
+
"dit_config": {},
|
| 31 |
+
"content_streams": [
|
| 32 |
+
"video",
|
| 33 |
+
"video_cond"
|
| 34 |
+
],
|
| 35 |
+
"head_init_seed": 0,
|
| 36 |
+
"torch_dtype": "bfloat16",
|
| 37 |
+
"quantization": null,
|
| 38 |
+
"attn_mode": "torch",
|
| 39 |
+
"compile_model": false,
|
| 40 |
+
"single_frame_encode": false,
|
| 41 |
+
"inference_profile": "default",
|
| 42 |
+
"sampler": "cosmos_unipc",
|
| 43 |
+
"num_inference_steps": 1,
|
| 44 |
+
"guidance_scale": 1.0,
|
| 45 |
+
"guidance_scale_action": 1.0,
|
| 46 |
+
"sampler_shift": 5.0,
|
| 47 |
+
"inference_seed": 0,
|
| 48 |
+
"train_timestep_width": 0.75,
|
| 49 |
+
"train_timestep_shift": 42.0,
|
| 50 |
+
"action_loss_weight": 50.0,
|
| 51 |
+
"video_loss_weight": 1.0,
|
| 52 |
+
"caption_dropout": 0.1,
|
| 53 |
+
"augment": true,
|
| 54 |
+
"vae_batch_windows": 8,
|
| 55 |
+
"optimizer_lr": 0.000192,
|
| 56 |
+
"optimizer_lr_heads_multiplier": 5.0
|
| 57 |
+
}
|
variants/sd/manifest.json
CHANGED
|
@@ -3,7 +3,8 @@
|
|
| 3 |
"kind": "policy_export",
|
| 4 |
"weight_profile": "model",
|
| 5 |
"sha256": {
|
| 6 |
-
"
|
| 7 |
-
"
|
|
|
|
| 8 |
}
|
| 9 |
}
|
|
|
|
| 3 |
"kind": "policy_export",
|
| 4 |
"weight_profile": "model",
|
| 5 |
"sha256": {
|
| 6 |
+
"model.safetensors": "8a143e95ff5465f2aa99032eaa1bab7590eb9dbaedcc2c6926d432147033fa94",
|
| 7 |
+
"config.native.json": "d86565c9d8385256f6939663e5fbffd0de5f368513f7efe093b31117ecf21281",
|
| 8 |
+
"config.json": "0e02380ad0d6aea7da3f2dad46b6d30cd6dd5d3c6f34c02c9a50492dd73feeb8"
|
| 9 |
}
|
| 10 |
}
|