initial upload
Browse files- README.md +19 -0
- config.json +95 -0
- model.safetensors +3 -0
- policy_postprocessor.json +32 -0
- policy_postprocessor_step_0_unnormalizer_processor.safetensors +3 -0
- policy_preprocessor.json +87 -0
- policy_preprocessor_step_5_normalizer_processor.safetensors +3 -0
README.md
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---
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library_name: lerobot
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license: cc-by-4.0
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pipeline_tag: robotics
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tags:
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- robotics
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- imitation-learning
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- active-vision
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- humanoid
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- pi0
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- tavis
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datasets:
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- tavis-benchmark/tavis-head-gr1t2
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base_model: lerobot/pi0_base
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---
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π₀ multi-task checkpoint, fine-tuned on the TAVIS-Head suite for the GR1T2 humanoid with the static workspace (fixed) camera.
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See the [tavis-benchmark org page](https://huggingface.co/tavis-benchmark) for benchmark description, full eval results, and usage instructions.
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config.json
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{
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"type": "pi0",
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"n_obs_steps": 1,
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"input_features": {
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"observation.images.OBS_FIXED": {
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"type": "VISUAL",
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"shape": [
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3,
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480,
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640
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]
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},
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"observation.images.OBS_WRIST_LEFT": {
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"type": "VISUAL",
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"shape": [
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3,
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480,
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640
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]
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},
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"observation.images.OBS_WRIST_RIGHT": {
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"type": "VISUAL",
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"shape": [
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3,
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480,
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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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44
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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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"shape": [
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19
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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,
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"push_to_hub": true,
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"repo_id": null,
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"private": null,
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"tags": null,
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"license": null,
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"pretrained_path": null,
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"paligemma_variant": "gemma_2b",
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"action_expert_variant": "gemma_300m",
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"dtype": "float32",
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"chunk_size": 16,
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"n_action_steps": 8,
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"max_state_dim": 44,
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"max_action_dim": 32,
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"num_inference_steps": 10,
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"time_sampling_beta_alpha": 1.5,
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"time_sampling_beta_beta": 1.0,
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"time_sampling_scale": 0.999,
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"time_sampling_offset": 0.001,
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"min_period": 0.004,
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"max_period": 4.0,
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"rtc_config": null,
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"image_resolution": [
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224,
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224
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],
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"empty_cameras": 0,
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"normalization_mapping": {
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"VISUAL": "IDENTITY",
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"STATE": "MEAN_STD",
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"ACTION": "MEAN_STD"
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},
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"gradient_checkpointing": true,
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"compile_model": false,
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"compile_mode": "max-autotune",
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"freeze_vision_encoder": false,
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"train_expert_only": false,
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"optimizer_lr": 2.5e-05,
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"optimizer_betas": [
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0.9,
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0.95
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],
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"optimizer_eps": 1e-08,
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"optimizer_weight_decay": 0.01,
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"optimizer_grad_clip_norm": 1.0,
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"scheduler_warmup_steps": 1000,
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"scheduler_decay_steps": 30000,
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"scheduler_decay_lr": 2.5e-06,
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"tokenizer_max_length": 48
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:60679abbd20b27e64f5a45abda2f358b1dcf3c2fd5e5e8254afdebdafbd68ec9
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size 14005672408
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policy_postprocessor.json
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{
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"name": "policy_postprocessor",
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"steps": [
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{
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"registry_name": "unnormalizer_processor",
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"config": {
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"eps": 1e-08,
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"features": {
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"action": {
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"type": "ACTION",
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"shape": [
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]
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}
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},
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"norm_map": {
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"VISUAL": "IDENTITY",
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"STATE": "MEAN_STD",
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"ACTION": "MEAN_STD"
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}
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},
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"state_file": "policy_postprocessor_step_0_unnormalizer_processor.safetensors"
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},
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{
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"registry_name": "device_processor",
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"config": {
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"device": "cpu",
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"float_dtype": null
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}
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}
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]
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}
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policy_postprocessor_step_0_unnormalizer_processor.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:460c9319c56abf01171cd9adc2d86598d5a68cc811e7740e866fadbc9643df2f
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size 15772
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policy_preprocessor.json
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{
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"name": "policy_preprocessor",
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"steps": [
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{
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"registry_name": "rename_observations_processor",
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"config": {
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"rename_map": {}
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}
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},
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{
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"registry_name": "to_batch_processor",
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"config": {}
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},
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{
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"registry_name": "pi0_new_line_processor",
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"config": {}
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},
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{
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"registry_name": "tokenizer_processor",
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"config": {
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"max_length": 48,
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"task_key": "task",
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"padding_side": "right",
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"padding": "max_length",
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"truncation": true,
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"tokenizer_name": "google/paligemma-3b-pt-224"
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}
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},
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{
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"registry_name": "device_processor",
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"config": {
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"device": "cuda",
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"float_dtype": null
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}
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},
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{
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"registry_name": "normalizer_processor",
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"config": {
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"eps": 1e-08,
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"features": {
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"observation.images.OBS_FIXED": {
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"type": "VISUAL",
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"shape": [
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3,
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480,
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640
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]
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},
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"observation.images.OBS_WRIST_LEFT": {
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"type": "VISUAL",
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"shape": [
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3,
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480,
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640
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]
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},
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"observation.images.OBS_WRIST_RIGHT": {
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"type": "VISUAL",
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"shape": [
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3,
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480,
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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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44
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]
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},
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"action": {
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"type": "ACTION",
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"shape": [
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19
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]
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}
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},
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"norm_map": {
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| 79 |
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"VISUAL": "IDENTITY",
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"STATE": "MEAN_STD",
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"ACTION": "MEAN_STD"
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}
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},
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"state_file": "policy_preprocessor_step_5_normalizer_processor.safetensors"
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}
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]
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}
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policy_preprocessor_step_5_normalizer_processor.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:460c9319c56abf01171cd9adc2d86598d5a68cc811e7740e866fadbc9643df2f
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size 15772
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