Robotics
LeRobot
Safetensors
pi05
Harumo commited on
Commit
4867d8b
·
verified ·
1 Parent(s): 1e97583

Checkpoint step 040000

Browse files
checkpoints/step_040000/README.md ADDED
@@ -0,0 +1,204 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ library_name: peft
3
+ tags:
4
+ - base_model:adapter:lerobot/pi05_base
5
+ - lora
6
+ ---
7
+
8
+ # Model Card for Model ID
9
+
10
+ <!-- Provide a quick summary of what the model is/does. -->
11
+
12
+
13
+
14
+ ## Model Details
15
+
16
+ ### Model Description
17
+
18
+ <!-- Provide a longer summary of what this model is. -->
19
+
20
+
21
+
22
+ - **Developed by:** [More Information Needed]
23
+ - **Funded by [optional]:** [More Information Needed]
24
+ - **Shared by [optional]:** [More Information Needed]
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
61
+
62
+ <!-- This section is meant to convey both technical and sociotechnical limitations. -->
63
+
64
+ [More Information Needed]
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]
77
+
78
+ ## Training Details
79
+
80
+ ### Training Data
81
+
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. -->
83
+
84
+ [More Information Needed]
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. -->
89
+
90
+ #### Preprocessing [optional]
91
+
92
+ [More Information Needed]
93
+
94
+
95
+ #### Training Hyperparameters
96
+
97
+ - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
98
+
99
+ #### Speeds, Sizes, Times [optional]
100
+
101
+ <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
102
+
103
+ [More Information Needed]
104
+
105
+ ## Evaluation
106
+
107
+ <!-- This section describes the evaluation protocols and provides the results. -->
108
+
109
+ ### Testing Data, Factors & Metrics
110
+
111
+ #### Testing Data
112
+
113
+ <!-- This should link to a Dataset Card if possible. -->
114
+
115
+ [More Information Needed]
116
+
117
+ #### Factors
118
+
119
+ <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
120
+
121
+ [More Information Needed]
122
+
123
+ #### Metrics
124
+
125
+ <!-- These are the evaluation metrics being used, ideally with a description of why. -->
126
+
127
+ [More Information Needed]
128
+
129
+ ### Results
130
+
131
+ [More Information Needed]
132
+
133
+ #### Summary
134
+
135
+
136
+
137
+ ## Model Examination [optional]
138
+
139
+ <!-- Relevant interpretability work for the model goes here -->
140
+
141
+ [More Information Needed]
142
+
143
+ ## Environmental Impact
144
+
145
+ <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
146
+
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).
148
+
149
+ - **Hardware Type:** [More Information Needed]
150
+ - **Hours used:** [More Information Needed]
151
+ - **Cloud Provider:** [More Information Needed]
152
+ - **Compute Region:** [More Information Needed]
153
+ - **Carbon Emitted:** [More Information Needed]
154
+
155
+ ## Technical Specifications [optional]
156
+
157
+ ### Model Architecture and Objective
158
+
159
+ [More Information Needed]
160
+
161
+ ### Compute Infrastructure
162
+
163
+ [More Information Needed]
164
+
165
+ #### Hardware
166
+
167
+ [More Information Needed]
168
+
169
+ #### Software
170
+
171
+ [More Information Needed]
172
+
173
+ ## Citation [optional]
174
+
175
+ <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
176
+
177
+ **BibTeX:**
178
+
179
+ [More Information Needed]
180
+
181
+ **APA:**
182
+
183
+ [More Information Needed]
184
+
185
+ ## Glossary [optional]
186
+
187
+ <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
188
+
189
+ [More Information Needed]
190
+
191
+ ## More Information [optional]
192
+
193
+ [More Information Needed]
194
+
195
+ ## Model Card Authors [optional]
196
+
197
+ [More Information Needed]
198
+
199
+ ## Model Card Contact
200
+
201
+ [More Information Needed]
202
+ ### Framework versions
203
+
204
+ - PEFT 0.19.1
checkpoints/step_040000/adapter_config.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "alora_invocation_tokens": null,
3
+ "alpha_pattern": {},
4
+ "arrow_config": null,
5
+ "auto_mapping": {
6
+ "base_model_class": "PI05Policy",
7
+ "parent_library": "lerobot.policies.pi05.modeling_pi05"
8
+ },
9
+ "base_model_name_or_path": "lerobot/pi05_base",
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
+ "layer_replication": null,
19
+ "layers_pattern": null,
20
+ "layers_to_transform": null,
21
+ "loftq_config": {},
22
+ "lora_alpha": 8,
23
+ "lora_bias": false,
24
+ "lora_dropout": 0.0,
25
+ "lora_ga_config": null,
26
+ "megatron_config": null,
27
+ "megatron_core": "megatron.core",
28
+ "modules_to_save": [],
29
+ "peft_type": "LORA",
30
+ "peft_version": "0.19.1",
31
+ "qalora_group_size": 16,
32
+ "r": 64,
33
+ "rank_pattern": {},
34
+ "revision": null,
35
+ "target_modules": "(.*\\.gemma_expert\\..*\\.self_attn\\.(q|v)_proj|model\\.(state_proj|action_in_proj|action_out_proj|action_time_mlp_in|action_time_mlp_out))",
36
+ "target_parameters": null,
37
+ "task_type": null,
38
+ "trainable_token_indices": null,
39
+ "use_bdlora": null,
40
+ "use_dora": false,
41
+ "use_qalora": false,
42
+ "use_rslora": false
43
+ }
checkpoints/step_040000/adapter_model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:da864e4ab205b46bf56b7f973fa6665c45fe4d36067a9b7a32e004386f5d2af9
3
+ size 20607744
checkpoints/step_040000/config.json ADDED
@@ -0,0 +1,107 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "type": "pi05",
3
+ "n_obs_steps": 1,
4
+ "input_features": {
5
+ "observation.images.base_0_rgb": {
6
+ "type": "VISUAL",
7
+ "shape": [
8
+ 3,
9
+ 224,
10
+ 224
11
+ ]
12
+ },
13
+ "observation.images.left_wrist_0_rgb": {
14
+ "type": "VISUAL",
15
+ "shape": [
16
+ 3,
17
+ 224,
18
+ 224
19
+ ]
20
+ },
21
+ "observation.images.right_wrist_0_rgb": {
22
+ "type": "VISUAL",
23
+ "shape": [
24
+ 3,
25
+ 224,
26
+ 224
27
+ ]
28
+ },
29
+ "observation.state": {
30
+ "type": "STATE",
31
+ "shape": [
32
+ 32
33
+ ]
34
+ }
35
+ },
36
+ "output_features": {
37
+ "action": {
38
+ "type": "ACTION",
39
+ "shape": [
40
+ 6
41
+ ]
42
+ }
43
+ },
44
+ "device": "cuda",
45
+ "use_amp": false,
46
+ "use_peft": true,
47
+ "push_to_hub": true,
48
+ "repo_id": "Harumo/pi05_lora_60ep",
49
+ "private": null,
50
+ "tags": null,
51
+ "license": null,
52
+ "pretrained_path": "lerobot/pi05_base",
53
+ "paligemma_variant": "gemma_2b",
54
+ "action_expert_variant": "gemma_300m",
55
+ "dtype": "bfloat16",
56
+ "chunk_size": 50,
57
+ "n_action_steps": 50,
58
+ "max_state_dim": 32,
59
+ "max_action_dim": 32,
60
+ "num_inference_steps": 10,
61
+ "time_sampling_beta_alpha": 1.5,
62
+ "time_sampling_beta_beta": 1.0,
63
+ "time_sampling_scale": 0.999,
64
+ "time_sampling_offset": 0.001,
65
+ "min_period": 0.004,
66
+ "max_period": 4.0,
67
+ "use_relative_actions": false,
68
+ "relative_exclude_joints": [
69
+ "gripper"
70
+ ],
71
+ "action_feature_names": [
72
+ "shoulder_pan.pos",
73
+ "shoulder_lift.pos",
74
+ "elbow_flex.pos",
75
+ "wrist_flex.pos",
76
+ "wrist_roll.pos",
77
+ "gripper.pos"
78
+ ],
79
+ "rtc_config": null,
80
+ "image_resolution": [
81
+ 224,
82
+ 224
83
+ ],
84
+ "empty_cameras": 0,
85
+ "tokenizer_max_length": 200,
86
+ "normalization_mapping": {
87
+ "VISUAL": "IDENTITY",
88
+ "STATE": "QUANTILES",
89
+ "ACTION": "QUANTILES"
90
+ },
91
+ "gradient_checkpointing": true,
92
+ "compile_model": false,
93
+ "compile_mode": "max-autotune",
94
+ "freeze_vision_encoder": false,
95
+ "train_expert_only": false,
96
+ "optimizer_lr": 0.00025,
97
+ "optimizer_betas": [
98
+ 0.9,
99
+ 0.95
100
+ ],
101
+ "optimizer_eps": 1e-08,
102
+ "optimizer_weight_decay": 0.01,
103
+ "optimizer_grad_clip_norm": 1.0,
104
+ "scheduler_warmup_steps": 1000,
105
+ "scheduler_decay_steps": 30000,
106
+ "scheduler_decay_lr": 2.5e-05
107
+ }
checkpoints/step_040000/policy_postprocessor.json ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "policy_postprocessor",
3
+ "steps": [
4
+ {
5
+ "registry_name": "unnormalizer_processor",
6
+ "config": {
7
+ "eps": 1e-08,
8
+ "features": {
9
+ "action": {
10
+ "type": "ACTION",
11
+ "shape": [
12
+ 6
13
+ ]
14
+ }
15
+ },
16
+ "norm_map": {
17
+ "VISUAL": "IDENTITY",
18
+ "STATE": "QUANTILES",
19
+ "ACTION": "QUANTILES"
20
+ }
21
+ },
22
+ "state_file": "policy_postprocessor_step_0_unnormalizer_processor.safetensors"
23
+ },
24
+ {
25
+ "registry_name": "device_processor",
26
+ "config": {
27
+ "device": "cpu",
28
+ "float_dtype": null
29
+ }
30
+ }
31
+ ]
32
+ }
checkpoints/step_040000/policy_postprocessor_step_0_unnormalizer_processor.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b9ae0cc7c1f806762033b86ccfcaac345c45ea38c0c5a0fd1b86f9fc6086c1ae
3
+ size 7536
checkpoints/step_040000/policy_preprocessor.json ADDED
@@ -0,0 +1,90 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "name": "policy_preprocessor",
3
+ "steps": [
4
+ {
5
+ "registry_name": "rename_observations_processor",
6
+ "config": {
7
+ "rename_map": {
8
+ "observation.images.top": "observation.images.base_0_rgb",
9
+ "observation.images.wrist": "observation.images.left_wrist_0_rgb"
10
+ }
11
+ }
12
+ },
13
+ {
14
+ "registry_name": "to_batch_processor",
15
+ "config": {}
16
+ },
17
+ {
18
+ "registry_name": "normalizer_processor",
19
+ "config": {
20
+ "eps": 1e-08,
21
+ "features": {
22
+ "observation.images.base_0_rgb": {
23
+ "type": "VISUAL",
24
+ "shape": [
25
+ 3,
26
+ 224,
27
+ 224
28
+ ]
29
+ },
30
+ "observation.images.left_wrist_0_rgb": {
31
+ "type": "VISUAL",
32
+ "shape": [
33
+ 3,
34
+ 224,
35
+ 224
36
+ ]
37
+ },
38
+ "observation.images.right_wrist_0_rgb": {
39
+ "type": "VISUAL",
40
+ "shape": [
41
+ 3,
42
+ 224,
43
+ 224
44
+ ]
45
+ },
46
+ "observation.state": {
47
+ "type": "STATE",
48
+ "shape": [
49
+ 32
50
+ ]
51
+ },
52
+ "action": {
53
+ "type": "ACTION",
54
+ "shape": [
55
+ 6
56
+ ]
57
+ }
58
+ },
59
+ "norm_map": {
60
+ "VISUAL": "IDENTITY",
61
+ "STATE": "QUANTILES",
62
+ "ACTION": "QUANTILES"
63
+ }
64
+ },
65
+ "state_file": "policy_preprocessor_step_2_normalizer_processor.safetensors"
66
+ },
67
+ {
68
+ "registry_name": "pi05_prepare_state_tokenizer_processor_step",
69
+ "config": {}
70
+ },
71
+ {
72
+ "registry_name": "tokenizer_processor",
73
+ "config": {
74
+ "max_length": 200,
75
+ "task_key": "task",
76
+ "padding_side": "right",
77
+ "padding": "max_length",
78
+ "truncation": true,
79
+ "tokenizer_name": "google/paligemma-3b-pt-224"
80
+ }
81
+ },
82
+ {
83
+ "registry_name": "device_processor",
84
+ "config": {
85
+ "device": "cuda",
86
+ "float_dtype": null
87
+ }
88
+ }
89
+ ]
90
+ }
checkpoints/step_040000/policy_preprocessor_step_2_normalizer_processor.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b9ae0cc7c1f806762033b86ccfcaac345c45ea38c0c5a0fd1b86f9fc6086c1ae
3
+ size 7536
checkpoints/step_040000/train_config.json ADDED
@@ -0,0 +1,315 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": {
3
+ "repo_id": "Harumo/so101_sorting_v1",
4
+ "root": null,
5
+ "episodes": [
6
+ 4,
7
+ 5,
8
+ 7,
9
+ 9,
10
+ 15,
11
+ 17,
12
+ 18,
13
+ 20,
14
+ 23,
15
+ 24,
16
+ 25,
17
+ 26,
18
+ 27,
19
+ 28,
20
+ 29,
21
+ 31,
22
+ 32,
23
+ 37,
24
+ 39,
25
+ 40,
26
+ 42,
27
+ 44,
28
+ 48,
29
+ 49,
30
+ 50,
31
+ 52,
32
+ 54,
33
+ 55,
34
+ 57,
35
+ 59,
36
+ 60,
37
+ 62,
38
+ 63,
39
+ 64,
40
+ 66,
41
+ 71,
42
+ 72,
43
+ 73,
44
+ 75,
45
+ 76,
46
+ 77,
47
+ 78,
48
+ 79,
49
+ 80,
50
+ 84,
51
+ 85,
52
+ 88,
53
+ 90,
54
+ 93,
55
+ 96,
56
+ 98,
57
+ 101,
58
+ 103,
59
+ 104,
60
+ 105,
61
+ 107,
62
+ 108,
63
+ 109,
64
+ 110,
65
+ 111
66
+ ],
67
+ "image_transforms": {
68
+ "enable": false,
69
+ "max_num_transforms": 3,
70
+ "random_order": false,
71
+ "tfs": {
72
+ "brightness": {
73
+ "weight": 1.0,
74
+ "type": "ColorJitter",
75
+ "kwargs": {
76
+ "brightness": [
77
+ 0.8,
78
+ 1.2
79
+ ]
80
+ }
81
+ },
82
+ "contrast": {
83
+ "weight": 1.0,
84
+ "type": "ColorJitter",
85
+ "kwargs": {
86
+ "contrast": [
87
+ 0.8,
88
+ 1.2
89
+ ]
90
+ }
91
+ },
92
+ "saturation": {
93
+ "weight": 1.0,
94
+ "type": "ColorJitter",
95
+ "kwargs": {
96
+ "saturation": [
97
+ 0.5,
98
+ 1.5
99
+ ]
100
+ }
101
+ },
102
+ "hue": {
103
+ "weight": 1.0,
104
+ "type": "ColorJitter",
105
+ "kwargs": {
106
+ "hue": [
107
+ -0.05,
108
+ 0.05
109
+ ]
110
+ }
111
+ },
112
+ "sharpness": {
113
+ "weight": 1.0,
114
+ "type": "SharpnessJitter",
115
+ "kwargs": {
116
+ "sharpness": [
117
+ 0.5,
118
+ 1.5
119
+ ]
120
+ }
121
+ },
122
+ "affine": {
123
+ "weight": 1.0,
124
+ "type": "RandomAffine",
125
+ "kwargs": {
126
+ "degrees": [
127
+ -5.0,
128
+ 5.0
129
+ ],
130
+ "translate": [
131
+ 0.05,
132
+ 0.05
133
+ ]
134
+ }
135
+ }
136
+ }
137
+ },
138
+ "revision": "main",
139
+ "use_imagenet_stats": true,
140
+ "video_backend": "pyav",
141
+ "streaming": false
142
+ },
143
+ "env": null,
144
+ "policy": {
145
+ "type": "pi05",
146
+ "n_obs_steps": 1,
147
+ "input_features": {
148
+ "observation.images.base_0_rgb": {
149
+ "type": "VISUAL",
150
+ "shape": [
151
+ 3,
152
+ 224,
153
+ 224
154
+ ]
155
+ },
156
+ "observation.images.left_wrist_0_rgb": {
157
+ "type": "VISUAL",
158
+ "shape": [
159
+ 3,
160
+ 224,
161
+ 224
162
+ ]
163
+ },
164
+ "observation.images.right_wrist_0_rgb": {
165
+ "type": "VISUAL",
166
+ "shape": [
167
+ 3,
168
+ 224,
169
+ 224
170
+ ]
171
+ },
172
+ "observation.state": {
173
+ "type": "STATE",
174
+ "shape": [
175
+ 32
176
+ ]
177
+ }
178
+ },
179
+ "output_features": {
180
+ "action": {
181
+ "type": "ACTION",
182
+ "shape": [
183
+ 6
184
+ ]
185
+ }
186
+ },
187
+ "device": "cuda",
188
+ "use_amp": false,
189
+ "use_peft": true,
190
+ "push_to_hub": true,
191
+ "repo_id": "Harumo/pi05_lora_60ep",
192
+ "private": null,
193
+ "tags": null,
194
+ "license": null,
195
+ "pretrained_path": "lerobot/pi05_base",
196
+ "paligemma_variant": "gemma_2b",
197
+ "action_expert_variant": "gemma_300m",
198
+ "dtype": "bfloat16",
199
+ "chunk_size": 50,
200
+ "n_action_steps": 50,
201
+ "max_state_dim": 32,
202
+ "max_action_dim": 32,
203
+ "num_inference_steps": 10,
204
+ "time_sampling_beta_alpha": 1.5,
205
+ "time_sampling_beta_beta": 1.0,
206
+ "time_sampling_scale": 0.999,
207
+ "time_sampling_offset": 0.001,
208
+ "min_period": 0.004,
209
+ "max_period": 4.0,
210
+ "use_relative_actions": false,
211
+ "relative_exclude_joints": [
212
+ "gripper"
213
+ ],
214
+ "action_feature_names": [
215
+ "shoulder_pan.pos",
216
+ "shoulder_lift.pos",
217
+ "elbow_flex.pos",
218
+ "wrist_flex.pos",
219
+ "wrist_roll.pos",
220
+ "gripper.pos"
221
+ ],
222
+ "rtc_config": null,
223
+ "image_resolution": [
224
+ 224,
225
+ 224
226
+ ],
227
+ "empty_cameras": 0,
228
+ "tokenizer_max_length": 200,
229
+ "normalization_mapping": {
230
+ "VISUAL": "IDENTITY",
231
+ "STATE": "QUANTILES",
232
+ "ACTION": "QUANTILES"
233
+ },
234
+ "gradient_checkpointing": true,
235
+ "compile_model": false,
236
+ "compile_mode": "max-autotune",
237
+ "freeze_vision_encoder": false,
238
+ "train_expert_only": false,
239
+ "optimizer_lr": 0.00025,
240
+ "optimizer_betas": [
241
+ 0.9,
242
+ 0.95
243
+ ],
244
+ "optimizer_eps": 1e-08,
245
+ "optimizer_weight_decay": 0.01,
246
+ "optimizer_grad_clip_norm": 1.0,
247
+ "scheduler_warmup_steps": 1000,
248
+ "scheduler_decay_steps": 30000,
249
+ "scheduler_decay_lr": 2.5e-05
250
+ },
251
+ "output_dir": "/opt/ml/model/output",
252
+ "job_name": "pi05",
253
+ "resume": false,
254
+ "seed": 1000,
255
+ "cudnn_deterministic": false,
256
+ "num_workers": 12,
257
+ "batch_size": 32,
258
+ "steps": 60000,
259
+ "eval_freq": 20000,
260
+ "log_freq": 200,
261
+ "tolerance_s": 0.0001,
262
+ "save_checkpoint": true,
263
+ "save_freq": 20000,
264
+ "use_policy_training_preset": true,
265
+ "optimizer": {
266
+ "type": "adamw",
267
+ "lr": 0.00025,
268
+ "weight_decay": 0.01,
269
+ "grad_clip_norm": 1.0,
270
+ "betas": [
271
+ 0.9,
272
+ 0.95
273
+ ],
274
+ "eps": 1e-08
275
+ },
276
+ "scheduler": {
277
+ "type": "cosine_decay_with_warmup",
278
+ "num_warmup_steps": 1000,
279
+ "num_decay_steps": 30000,
280
+ "peak_lr": 0.00025,
281
+ "decay_lr": 2.5e-05
282
+ },
283
+ "eval": {
284
+ "n_episodes": 50,
285
+ "batch_size": 50,
286
+ "use_async_envs": false
287
+ },
288
+ "wandb": {
289
+ "enable": true,
290
+ "disable_artifact": false,
291
+ "project": "so101_multitask_ft",
292
+ "entity": null,
293
+ "notes": null,
294
+ "run_id": "lerobot-pi05lora60ep-20260529-1857-e73kv1-algo-1",
295
+ "mode": null,
296
+ "add_tags": true
297
+ },
298
+ "peft": {
299
+ "target_modules": null,
300
+ "full_training_modules": null,
301
+ "method_type": "LORA",
302
+ "init_type": null,
303
+ "r": 64
304
+ },
305
+ "use_rabc": false,
306
+ "rabc_progress_path": null,
307
+ "rabc_kappa": 0.01,
308
+ "rabc_epsilon": 1e-06,
309
+ "rabc_head_mode": "sparse",
310
+ "rename_map": {
311
+ "observation.images.top": "observation.images.base_0_rgb",
312
+ "observation.images.wrist": "observation.images.left_wrist_0_rgb"
313
+ },
314
+ "checkpoint_path": null
315
+ }