Upload GR00T trained model
Browse files- README.md +323 -0
- checkpoint-100000/config.json +64 -0
- checkpoint-100000/experiment_cfg/metadata.json +195 -0
- checkpoint-100000/model-00001-of-00002.safetensors +3 -0
- checkpoint-100000/model-00002-of-00002.safetensors +3 -0
- checkpoint-100000/model.safetensors.index.json +0 -0
- checkpoint-200000/config.json +64 -0
- checkpoint-200000/experiment_cfg/metadata.json +195 -0
- checkpoint-200000/model-00001-of-00002.safetensors +3 -0
- checkpoint-200000/model-00002-of-00002.safetensors +3 -0
- checkpoint-200000/model.safetensors.index.json +0 -0
- config.json +64 -0
- experiment_cfg/metadata.json +195 -0
- model-00001-of-00002.safetensors +3 -0
- model-00002-of-00002.safetensors +3 -0
- model.safetensors.index.json +0 -0
README.md
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1 |
+
---
|
2 |
+
language:
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3 |
+
- en
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4 |
+
license: mit
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5 |
+
library_name: transformers
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6 |
+
pipeline_tag: robotics
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7 |
+
tags:
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8 |
+
- gr00t
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9 |
+
- robotics
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10 |
+
- nvidia
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11 |
+
- embodied-ai
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12 |
+
- trained-model
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13 |
+
private: true
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14 |
+
---
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15 |
+
|
16 |
+
# gr00t-wholettheducksout-1to1-matched
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17 |
+
|
18 |
+
This is a GR00T (Generalist Robot 00 Technology) model trained using NVIDIA's GR00T training framework.
|
19 |
+
|
20 |
+
## Model Details
|
21 |
+
|
22 |
+
- **Model Type**: GR00T Embodied AI Model
|
23 |
+
- **Training Job**: wholettheducksout_1to1_matched
|
24 |
+
- **Training Steps**: 200,000
|
25 |
+
- **Training Duration**: ~23.5 hours
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26 |
+
- **Data Configuration**: so100_dualcam
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27 |
+
- **Base Model**: nvidia/GR00T-N1.5-3B
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28 |
+
|
29 |
+
## Training Configuration
|
30 |
+
|
31 |
+
```json
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32 |
+
{
|
33 |
+
"action_dim": 32,
|
34 |
+
"action_head_cfg": {
|
35 |
+
"action_dim": 32,
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36 |
+
"action_horizon": 16,
|
37 |
+
"add_pos_embed": true,
|
38 |
+
"backbone_embedding_dim": 2048,
|
39 |
+
"diffusion_model_cfg": {
|
40 |
+
"attention_head_dim": 48,
|
41 |
+
"cross_attention_dim": 2048,
|
42 |
+
"dropout": 0.2,
|
43 |
+
"final_dropout": true,
|
44 |
+
"interleave_self_attention": true,
|
45 |
+
"norm_type": "ada_norm",
|
46 |
+
"num_attention_heads": 32,
|
47 |
+
"num_layers": 16,
|
48 |
+
"output_dim": 1024,
|
49 |
+
"positional_embeddings": null
|
50 |
+
},
|
51 |
+
"hidden_size": 1024,
|
52 |
+
"input_embedding_dim": 1536,
|
53 |
+
"max_action_dim": 32,
|
54 |
+
"max_state_dim": 64,
|
55 |
+
"model_dtype": "float32",
|
56 |
+
"noise_beta_alpha": 1.5,
|
57 |
+
"noise_beta_beta": 1.0,
|
58 |
+
"noise_s": 0.999,
|
59 |
+
"num_inference_timesteps": 4,
|
60 |
+
"num_target_vision_tokens": 32,
|
61 |
+
"num_timestep_buckets": 1000,
|
62 |
+
"tune_diffusion_model": true,
|
63 |
+
"tune_projector": true,
|
64 |
+
"use_vlln": true,
|
65 |
+
"vl_self_attention_cfg": {
|
66 |
+
"attention_head_dim": 64,
|
67 |
+
"dropout": 0.2,
|
68 |
+
"final_dropout": true,
|
69 |
+
"num_attention_heads": 32,
|
70 |
+
"num_layers": 4,
|
71 |
+
"positional_embeddings": null
|
72 |
+
}
|
73 |
+
},
|
74 |
+
"action_horizon": 16,
|
75 |
+
"architectures": [
|
76 |
+
"GR00T_N1_5"
|
77 |
+
],
|
78 |
+
"attn_implementation": null,
|
79 |
+
"backbone_cfg": {
|
80 |
+
"eagle_path": "NVEagle/eagle_er-qwen3_1_7B-Siglip2_400M_stage1_5_128gpu_er_v7_1mlp_nops",
|
81 |
+
"load_bf16": false,
|
82 |
+
"project_to_dim": null,
|
83 |
+
"reproject_vision": false,
|
84 |
+
"select_layer": 12,
|
85 |
+
"tune_llm": false,
|
86 |
+
"tune_visual": true,
|
87 |
+
"use_flash_attention": true
|
88 |
+
},
|
89 |
+
"compute_dtype": "bfloat16",
|
90 |
+
"hidden_size": 2048,
|
91 |
+
"model_dtype": "float32",
|
92 |
+
"model_type": "gr00t_n1_5",
|
93 |
+
"torch_dtype": "bfloat16",
|
94 |
+
"transformers_version": "4.51.3"
|
95 |
+
}
|
96 |
+
```
|
97 |
+
|
98 |
+
## Usage
|
99 |
+
|
100 |
+
This model can be used with the GR00T inference framework:
|
101 |
+
|
102 |
+
```python
|
103 |
+
# Example usage (adjust based on your specific setup)
|
104 |
+
from gr00t_inference import GR00TInference
|
105 |
+
|
106 |
+
model = GR00TInference(
|
107 |
+
model_path="path/to/this/model",
|
108 |
+
embodiment_tag="new_embodiment",
|
109 |
+
data_config="so100"
|
110 |
+
)
|
111 |
+
|
112 |
+
# Use for inference
|
113 |
+
results = model.infer(your_input_data)
|
114 |
+
```
|
115 |
+
|
116 |
+
## Training Metadata
|
117 |
+
|
118 |
+
{
|
119 |
+
"new_embodiment": {
|
120 |
+
"statistics": {
|
121 |
+
"state": {
|
122 |
+
"single_arm": {
|
123 |
+
"max": [
|
124 |
+
72.46653747558594,
|
125 |
+
62.818336486816406,
|
126 |
+
99.72752380371094,
|
127 |
+
99.39103698730469,
|
128 |
+
-46.26399230957031
|
129 |
+
],
|
130 |
+
"min": [
|
131 |
+
-86.99808502197266,
|
132 |
+
-99.32088470458984,
|
133 |
+
-97.72933959960938,
|
134 |
+
-87.64680480957031,
|
135 |
+
-65.0611801147461
|
136 |
+
],
|
137 |
+
"mean": [
|
138 |
+
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|
139 |
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140 |
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|
141 |
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|
142 |
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|
143 |
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],
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144 |
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"std": [
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|
148 |
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|
149 |
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|
150 |
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],
|
151 |
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"q01": [
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|
155 |
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|
156 |
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|
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],
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"q99": [
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},
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"gripper": {
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"max": [
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],
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"min": [
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],
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"mean": [
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],
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"std": [
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"q01": [
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],
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"q99": [
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]
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}
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},
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"action": {
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"single_arm": {
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"max": [
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193 |
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100.0,
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194 |
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],
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196 |
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"min": [
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-100.0,
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],
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"mean": [
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],
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"std": [
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],
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"q01": [
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],
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"q99": [
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]
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},
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"gripper": {
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"max": [
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],
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"min": [
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],
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"mean": [
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],
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"q01": [
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],
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"q99": [
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]
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}
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}
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},
|
254 |
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"modalities": {
|
255 |
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"video": {
|
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"front": {
|
257 |
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"resolution": [
|
258 |
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640,
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259 |
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|
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],
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"channels": 3,
|
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"fps": 30.0
|
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},
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"wrist": {
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"resolution": [
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],
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"channels": 3,
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270 |
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"fps": 30.0
|
271 |
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}
|
272 |
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},
|
273 |
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"state": {
|
274 |
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"single_arm": {
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275 |
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"absolute": true,
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"rotation_type": null,
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277 |
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"shape": [
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278 |
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5
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279 |
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],
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280 |
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"continuous": true
|
281 |
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},
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282 |
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"gripper": {
|
283 |
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"absolute": true,
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284 |
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"rotation_type": null,
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285 |
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"shape": [
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286 |
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1
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287 |
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],
|
288 |
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"continuous": true
|
289 |
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}
|
290 |
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},
|
291 |
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"action": {
|
292 |
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"single_arm": {
|
293 |
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"absolute": true,
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294 |
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"rotation_type": null,
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295 |
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"shape": [
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296 |
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5
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297 |
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],
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298 |
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"continuous": true
|
299 |
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},
|
300 |
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"gripper": {
|
301 |
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"absolute": true,
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"rotation_type": null,
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303 |
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"shape": [
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304 |
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1
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305 |
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],
|
306 |
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"continuous": true
|
307 |
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}
|
308 |
+
}
|
309 |
+
},
|
310 |
+
"embodiment_tag": "new_embodiment"
|
311 |
+
}
|
312 |
+
}
|
313 |
+
|
314 |
+
## Files
|
315 |
+
|
316 |
+
- `config.json`: Model configuration
|
317 |
+
- `model-*.safetensors`: Model weights in SafeTensors format
|
318 |
+
- `model.safetensors.index.json`: Model sharding index
|
319 |
+
- `experiment_cfg/metadata.json`: Training experiment metadata
|
320 |
+
|
321 |
+
## License
|
322 |
+
|
323 |
+
This model is released under the MIT license.
|
checkpoint-100000/config.json
ADDED
@@ -0,0 +1,64 @@
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checkpoint-100000/experiment_cfg/metadata.json
ADDED
@@ -0,0 +1,195 @@
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|
checkpoint-100000/model-00001-of-00002.safetensors
ADDED
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checkpoint-200000/config.json
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checkpoint-200000/experiment_cfg/metadata.json
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checkpoint-200000/model-00001-of-00002.safetensors
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config.json
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experiment_cfg/metadata.json
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