Instructions to use CarolinePascal/flux_sample with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use CarolinePascal/flux_sample with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
Upload folder using huggingface_hub
Browse files- README.md +204 -0
- adapter_config.json +51 -0
- adapter_model.safetensors +3 -0
- config.json +142 -0
- policy_postprocessor.json +24 -0
- policy_postprocessor_step_0_flux3_action_history_unnormalizer.safetensors +3 -0
- policy_preprocessor.json +44 -0
- policy_preprocessor_step_3_flux3_action_history_normalizer.safetensors +3 -0
- train_config.json +356 -0
README.md
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| 1 |
+
---
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| 2 |
+
library_name: peft
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| 3 |
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tags:
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| 4 |
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- base_model:adapter:/fsx/caroline_pascal/models/so101
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- lora
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| 6 |
+
---
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| 7 |
+
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| 8 |
+
# Model Card for Model ID
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| 9 |
+
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| 10 |
+
<!-- Provide a quick summary of what the model is/does. -->
|
| 11 |
+
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| 12 |
+
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| 13 |
+
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| 14 |
+
## Model Details
|
| 15 |
+
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| 16 |
+
### Model Description
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| 17 |
+
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| 18 |
+
<!-- Provide a longer summary of what this model is. -->
|
| 19 |
+
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| 20 |
+
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| 21 |
+
|
| 22 |
+
- **Developed by:** [More Information Needed]
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| 23 |
+
- **Funded by [optional]:** [More Information Needed]
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| 24 |
+
- **Shared by [optional]:** [More Information Needed]
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| 25 |
+
- **Model type:** [More Information Needed]
|
| 26 |
+
- **Language(s) (NLP):** [More Information Needed]
|
| 27 |
+
- **License:** [More Information Needed]
|
| 28 |
+
- **Finetuned from model [optional]:** [More Information Needed]
|
| 29 |
+
|
| 30 |
+
### Model Sources [optional]
|
| 31 |
+
|
| 32 |
+
<!-- Provide the basic links for the model. -->
|
| 33 |
+
|
| 34 |
+
- **Repository:** [More Information Needed]
|
| 35 |
+
- **Paper [optional]:** [More Information Needed]
|
| 36 |
+
- **Demo [optional]:** [More Information Needed]
|
| 37 |
+
|
| 38 |
+
## Uses
|
| 39 |
+
|
| 40 |
+
<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
|
| 41 |
+
|
| 42 |
+
### Direct Use
|
| 43 |
+
|
| 44 |
+
<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
|
| 45 |
+
|
| 46 |
+
[More Information Needed]
|
| 47 |
+
|
| 48 |
+
### Downstream Use [optional]
|
| 49 |
+
|
| 50 |
+
<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
|
| 51 |
+
|
| 52 |
+
[More Information Needed]
|
| 53 |
+
|
| 54 |
+
### Out-of-Scope Use
|
| 55 |
+
|
| 56 |
+
<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
|
| 57 |
+
|
| 58 |
+
[More Information Needed]
|
| 59 |
+
|
| 60 |
+
## Bias, Risks, and Limitations
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| 61 |
+
|
| 62 |
+
<!-- This section is meant to convey both technical and sociotechnical limitations. -->
|
| 63 |
+
|
| 64 |
+
[More Information Needed]
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| 65 |
+
|
| 66 |
+
### Recommendations
|
| 67 |
+
|
| 68 |
+
<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
|
| 69 |
+
|
| 70 |
+
Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
|
| 71 |
+
|
| 72 |
+
## How to Get Started with the Model
|
| 73 |
+
|
| 74 |
+
Use the code below to get started with the model.
|
| 75 |
+
|
| 76 |
+
[More Information Needed]
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| 77 |
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| 78 |
+
## Training Details
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| 79 |
+
|
| 80 |
+
### Training Data
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| 81 |
+
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| 82 |
+
<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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| 83 |
+
|
| 84 |
+
[More Information Needed]
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| 85 |
+
|
| 86 |
+
### Training Procedure
|
| 87 |
+
|
| 88 |
+
<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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| 89 |
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#### Preprocessing [optional]
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| 91 |
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| 92 |
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[More Information Needed]
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| 94 |
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| 95 |
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#### Training Hyperparameters
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| 96 |
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|
| 97 |
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- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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| 99 |
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#### Speeds, Sizes, Times [optional]
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| 100 |
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| 101 |
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<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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[More Information Needed]
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+
## Evaluation
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| 106 |
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<!-- This section describes the evaluation protocols and provides the results. -->
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+
### Testing Data, Factors & Metrics
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| 110 |
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| 111 |
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#### Testing Data
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| 112 |
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| 113 |
+
<!-- This should link to a Dataset Card if possible. -->
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| 114 |
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| 115 |
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[More Information Needed]
|
| 116 |
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|
| 117 |
+
#### Factors
|
| 118 |
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| 119 |
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<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
|
| 120 |
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| 121 |
+
[More Information Needed]
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| 122 |
+
|
| 123 |
+
#### Metrics
|
| 124 |
+
|
| 125 |
+
<!-- These are the evaluation metrics being used, ideally with a description of why. -->
|
| 126 |
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| 127 |
+
[More Information Needed]
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| 129 |
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### Results
|
| 130 |
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| 131 |
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[More Information Needed]
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| 132 |
+
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| 133 |
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#### Summary
|
| 134 |
+
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| 135 |
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| 136 |
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| 137 |
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## Model Examination [optional]
|
| 138 |
+
|
| 139 |
+
<!-- Relevant interpretability work for the model goes here -->
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| 140 |
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| 141 |
+
[More Information Needed]
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| 142 |
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| 143 |
+
## Environmental Impact
|
| 144 |
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| 145 |
+
<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
|
| 146 |
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|
| 147 |
+
Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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| 148 |
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| 149 |
+
- **Hardware Type:** [More Information Needed]
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| 150 |
+
- **Hours used:** [More Information Needed]
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| 151 |
+
- **Cloud Provider:** [More Information Needed]
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| 152 |
+
- **Compute Region:** [More Information Needed]
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| 153 |
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- **Carbon Emitted:** [More Information Needed]
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| 154 |
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| 155 |
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## Technical Specifications [optional]
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| 156 |
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| 157 |
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### Model Architecture and Objective
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| 158 |
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[More Information Needed]
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### Compute Infrastructure
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| 162 |
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[More Information Needed]
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#### Hardware
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| 166 |
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| 167 |
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[More Information Needed]
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#### Software
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[More Information Needed]
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| 172 |
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## Citation [optional]
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| 174 |
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| 175 |
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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| 176 |
+
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| 177 |
+
**BibTeX:**
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| 178 |
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| 179 |
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[More Information Needed]
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| 180 |
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| 181 |
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**APA:**
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| 182 |
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| 183 |
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[More Information Needed]
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| 184 |
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| 185 |
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## Glossary [optional]
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| 186 |
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| 187 |
+
<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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| 188 |
+
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| 189 |
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[More Information Needed]
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## More Information [optional]
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| 192 |
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[More Information Needed]
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## Model Card Authors [optional]
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| 196 |
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| 197 |
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[More Information Needed]
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## Model Card Contact
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| 200 |
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| 201 |
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[More Information Needed]
|
| 202 |
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### Framework versions
|
| 203 |
+
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| 204 |
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- PEFT 0.21.0
|
adapter_config.json
ADDED
|
@@ -0,0 +1,51 @@
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{
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| 2 |
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"alora_invocation_tokens": null,
|
| 3 |
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"alpha_pattern": {},
|
| 4 |
+
"arrow_config": null,
|
| 5 |
+
"auto_mapping": {
|
| 6 |
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"base_model_class": "Flux3Policy",
|
| 7 |
+
"parent_library": "lerobot.policies.flux3.modeling_flux3"
|
| 8 |
+
},
|
| 9 |
+
"base_model_name_or_path": "/fsx/caroline_pascal/models/so101",
|
| 10 |
+
"bias": "none",
|
| 11 |
+
"corda_config": null,
|
| 12 |
+
"ensure_weight_tying": false,
|
| 13 |
+
"eva_config": null,
|
| 14 |
+
"exclude_modules": null,
|
| 15 |
+
"fan_in_fan_out": false,
|
| 16 |
+
"inference_mode": true,
|
| 17 |
+
"init_lora_weights": true,
|
| 18 |
+
"kasa_config": null,
|
| 19 |
+
"layer_replication": null,
|
| 20 |
+
"layers_pattern": null,
|
| 21 |
+
"layers_to_transform": null,
|
| 22 |
+
"loftq_config": {},
|
| 23 |
+
"lora_alpha": 32,
|
| 24 |
+
"lora_bias": false,
|
| 25 |
+
"lora_dropout": 0.0,
|
| 26 |
+
"lora_ga_config": null,
|
| 27 |
+
"megatron_config": null,
|
| 28 |
+
"megatron_core": "megatron.core",
|
| 29 |
+
"modules_to_save": [
|
| 30 |
+
"dit.emb_in.action",
|
| 31 |
+
"dit.emb_in.action_cond",
|
| 32 |
+
"dit.final_layer.action",
|
| 33 |
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"dit.final_layer.action_cond"
|
| 34 |
+
],
|
| 35 |
+
"monteclora_config": null,
|
| 36 |
+
"peft_type": "LORA",
|
| 37 |
+
"peft_version": "0.21.0",
|
| 38 |
+
"qalora_group_size": 16,
|
| 39 |
+
"r": 32,
|
| 40 |
+
"rank_pattern": {},
|
| 41 |
+
"revision": null,
|
| 42 |
+
"target_modules": ".*\\.(q_proj|k_proj|v_proj|attn_out|mlp_in|mlp_out)",
|
| 43 |
+
"target_parameters": null,
|
| 44 |
+
"task_type": null,
|
| 45 |
+
"trainable_token_indices": null,
|
| 46 |
+
"use_bdlora": null,
|
| 47 |
+
"use_dora": false,
|
| 48 |
+
"use_qalora": false,
|
| 49 |
+
"use_rslora": false,
|
| 50 |
+
"velora_config": null
|
| 51 |
+
}
|
adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:f3b2864bbe5c195833e219c054ac237c8ea241780df4e181403f285cd4eb786b
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| 3 |
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size 471701520
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config.json
ADDED
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
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|
|
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|
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|
|
|
|
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|
|
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|
|
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|
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|
|
|
|
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|
|
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|
|
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|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"type": "flux3",
|
| 3 |
+
"n_obs_steps": 1,
|
| 4 |
+
"input_features": {
|
| 5 |
+
"observation.images.scene": {
|
| 6 |
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"type": "VISUAL",
|
| 7 |
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"shape": [
|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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]
|
| 12 |
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},
|
| 13 |
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"observation.images.wrist": {
|
| 14 |
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"type": "VISUAL",
|
| 15 |
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"shape": [
|
| 16 |
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3,
|
| 17 |
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|
| 18 |
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|
| 19 |
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]
|
| 20 |
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},
|
| 21 |
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|
| 22 |
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"type": "STATE",
|
| 23 |
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"shape": [
|
| 24 |
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|
| 25 |
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]
|
| 26 |
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}
|
| 27 |
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},
|
| 28 |
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|
| 29 |
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"action": {
|
| 30 |
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"type": "ACTION",
|
| 31 |
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"shape": [
|
| 32 |
+
6
|
| 33 |
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]
|
| 34 |
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}
|
| 35 |
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},
|
| 36 |
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"device": "cuda",
|
| 37 |
+
"use_amp": false,
|
| 38 |
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"use_peft": true,
|
| 39 |
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|
| 40 |
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|
| 41 |
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"private": null,
|
| 42 |
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"tags": null,
|
| 43 |
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"license": null,
|
| 44 |
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"pretrained_path": "/fsx/caroline_pascal/models/so101",
|
| 45 |
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|
| 46 |
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"conditioning": "history",
|
| 47 |
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"packer": null,
|
| 48 |
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|
| 49 |
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"action_representation": "delta",
|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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],
|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 75 |
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"camera_layout": "side_by_side",
|
| 76 |
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|
| 77 |
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"observation.images.scene",
|
| 78 |
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|
| 79 |
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],
|
| 80 |
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|
| 81 |
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|
| 82 |
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|
| 83 |
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|
| 84 |
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|
| 85 |
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|
| 86 |
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|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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],
|
| 91 |
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|
| 92 |
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"shoulder_pan.pos",
|
| 93 |
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"shoulder_lift.pos",
|
| 94 |
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"elbow_flex.pos",
|
| 95 |
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"wrist_flex.pos",
|
| 96 |
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"wrist_roll.pos",
|
| 97 |
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"gripper.pos"
|
| 98 |
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],
|
| 99 |
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"normalization_mapping": {
|
| 100 |
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"VISUAL": "IDENTITY",
|
| 101 |
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"STATE": "IDENTITY",
|
| 102 |
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"ACTION": "IDENTITY"
|
| 103 |
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},
|
| 104 |
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"trunk_weights": null,
|
| 105 |
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"video_vae_id": "/fsx/caroline_pascal/models/so101/components/video_vae.safetensors",
|
| 106 |
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"text_encoder_id": "/fsx/caroline_pascal/models/so101/components/text_encoder",
|
| 107 |
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"dit_config": null,
|
| 108 |
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"content_streams": [
|
| 109 |
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"video",
|
| 110 |
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"video_cond"
|
| 111 |
+
],
|
| 112 |
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"attn_mode": "torch",
|
| 113 |
+
"dtype": "bfloat16",
|
| 114 |
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"compile_model": false,
|
| 115 |
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"sampler": "cosmos_unipc",
|
| 116 |
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"num_inference_steps": 4,
|
| 117 |
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|
| 118 |
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|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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|
| 124 |
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|
| 125 |
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|
| 126 |
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|
| 127 |
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"augment": false,
|
| 128 |
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|
| 129 |
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|
| 130 |
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"optimizer_betas": [
|
| 131 |
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|
| 132 |
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|
| 133 |
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],
|
| 134 |
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"optimizer_eps": 1e-08,
|
| 135 |
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|
| 136 |
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|
| 137 |
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|
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|
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|
| 140 |
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|
| 141 |
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"scheduler_cooldown_steps": 0
|
| 142 |
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}
|
policy_postprocessor.json
ADDED
|
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "policy_postprocessor",
|
| 3 |
+
"steps": [
|
| 4 |
+
{
|
| 5 |
+
"registry_name": "flux3_action_history_unnormalizer",
|
| 6 |
+
"config": {
|
| 7 |
+
"action_dim": 6,
|
| 8 |
+
"action_representation": "delta",
|
| 9 |
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"absolute_dims": [
|
| 10 |
+
-1
|
| 11 |
+
],
|
| 12 |
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"normalization_clip": 6.0
|
| 13 |
+
},
|
| 14 |
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"state_file": "policy_postprocessor_step_0_flux3_action_history_unnormalizer.safetensors"
|
| 15 |
+
},
|
| 16 |
+
{
|
| 17 |
+
"registry_name": "device_processor",
|
| 18 |
+
"config": {
|
| 19 |
+
"device": "cpu",
|
| 20 |
+
"float_dtype": null
|
| 21 |
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}
|
| 22 |
+
}
|
| 23 |
+
]
|
| 24 |
+
}
|
policy_postprocessor_step_0_flux3_action_history_unnormalizer.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:96a5f8de8c33db904ba2cfadeac7a4477f64bca1e0a5bba8da6f4ed576ff4331
|
| 3 |
+
size 184
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policy_preprocessor.json
ADDED
|
@@ -0,0 +1,44 @@
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|
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|
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|
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|
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|
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|
|
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|
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|
|
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|
|
|
|
|
|
|
|
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|
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|
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|
|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "policy_preprocessor",
|
| 3 |
+
"steps": [
|
| 4 |
+
{
|
| 5 |
+
"registry_name": "rename_observations_processor",
|
| 6 |
+
"config": {
|
| 7 |
+
"rename_map": {
|
| 8 |
+
"observation.images.on_top": "observation.images.scene",
|
| 9 |
+
"observation.images.camera_on_follower": "observation.images.wrist"
|
| 10 |
+
}
|
| 11 |
+
}
|
| 12 |
+
},
|
| 13 |
+
{
|
| 14 |
+
"registry_name": "to_batch_processor",
|
| 15 |
+
"config": {}
|
| 16 |
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},
|
| 17 |
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{
|
| 18 |
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"registry_name": "device_processor",
|
| 19 |
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"config": {
|
| 20 |
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"device": "cuda",
|
| 21 |
+
"float_dtype": null
|
| 22 |
+
}
|
| 23 |
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},
|
| 24 |
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{
|
| 25 |
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"registry_name": "flux3_action_history_normalizer",
|
| 26 |
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"config": {
|
| 27 |
+
"action_dim": 6,
|
| 28 |
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"action_representation": "delta",
|
| 29 |
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"absolute_dims": [
|
| 30 |
+
-1
|
| 31 |
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],
|
| 32 |
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"normalization_clip": 6.0,
|
| 33 |
+
"n_obs_steps": 1,
|
| 34 |
+
"chunk_size": 32,
|
| 35 |
+
"camera_keys": [
|
| 36 |
+
"observation.images.scene",
|
| 37 |
+
"observation.images.wrist"
|
| 38 |
+
],
|
| 39 |
+
"condition_on_past_actions": false
|
| 40 |
+
},
|
| 41 |
+
"state_file": "policy_preprocessor_step_3_flux3_action_history_normalizer.safetensors"
|
| 42 |
+
}
|
| 43 |
+
]
|
| 44 |
+
}
|
policy_preprocessor_step_3_flux3_action_history_normalizer.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:fb0b16f0b7909cb2604c089e1fdda2caf34d7ea168574594a5f5cf673d326d97
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| 3 |
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size 360
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train_config.json
ADDED
|
@@ -0,0 +1,356 @@
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