nomsgadded commited on
Commit
e2c4b1e
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1 Parent(s): 5242ac0

End of training

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Files changed (5) hide show
  1. README.md +78 -1
  2. all_results.json +37 -37
  3. eval_results.json +33 -33
  4. train_results.json +4 -4
  5. trainer_state.json +4 -4
README.md CHANGED
@@ -2,6 +2,8 @@
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  license: other
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  base_model: nvidia/mit-b0
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  tags:
 
 
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  - generated_from_trainer
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  model-index:
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  - name: Segments
@@ -13,7 +15,82 @@ should probably proofread and complete it, then remove this comment. -->
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  # Segments
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- This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Model description
19
 
 
2
  license: other
3
  base_model: nvidia/mit-b0
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  tags:
5
+ - image-segmentation
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+ - vision
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  - generated_from_trainer
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  model-index:
9
  - name: Segments
 
15
 
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  # Segments
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+ This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 2.1185
21
+ - Mean Iou: 0.1084
22
+ - Mean Accuracy: 0.1536
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+ - Overall Accuracy: 0.6679
24
+ - Accuracy Unlabeled: nan
25
+ - Accuracy Flat-road: 0.6740
26
+ - Accuracy Flat-sidewalk: 0.8668
27
+ - Accuracy Flat-crosswalk: 0.0001
28
+ - Accuracy Flat-cyclinglane: 0.0870
29
+ - Accuracy Flat-parkingdriveway: 0.0001
30
+ - Accuracy Flat-railtrack: 0.0
31
+ - Accuracy Flat-curb: 0.0007
32
+ - Accuracy Human-person: 0.0
33
+ - Accuracy Human-rider: 0.0
34
+ - Accuracy Vehicle-car: 0.9266
35
+ - Accuracy Vehicle-truck: 0.0
36
+ - Accuracy Vehicle-bus: 0.0
37
+ - Accuracy Vehicle-tramtrain: 0.0
38
+ - Accuracy Vehicle-motorcycle: 0.0
39
+ - Accuracy Vehicle-bicycle: 0.0
40
+ - Accuracy Vehicle-caravan: 0.0
41
+ - Accuracy Vehicle-cartrailer: 0.0
42
+ - Accuracy Construction-building: 0.7036
43
+ - Accuracy Construction-door: 0.0
44
+ - Accuracy Construction-wall: 0.0
45
+ - Accuracy Construction-fenceguardrail: 0.0
46
+ - Accuracy Construction-bridge: 0.0
47
+ - Accuracy Construction-tunnel: 0.0
48
+ - Accuracy Construction-stairs: 0.0
49
+ - Accuracy Object-pole: 0.0
50
+ - Accuracy Object-trafficsign: 0.0
51
+ - Accuracy Object-trafficlight: 0.0
52
+ - Accuracy Nature-vegetation: 0.9530
53
+ - Accuracy Nature-terrain: 0.4183
54
+ - Accuracy Sky: 0.5933
55
+ - Accuracy Void-ground: 0.0
56
+ - Accuracy Void-dynamic: 0.0
57
+ - Accuracy Void-static: 0.0
58
+ - Accuracy Void-unclear: 0.0
59
+ - Iou Unlabeled: nan
60
+ - Iou Flat-road: 0.4333
61
+ - Iou Flat-sidewalk: 0.7165
62
+ - Iou Flat-crosswalk: 0.0001
63
+ - Iou Flat-cyclinglane: 0.0836
64
+ - Iou Flat-parkingdriveway: 0.0001
65
+ - Iou Flat-railtrack: 0.0
66
+ - Iou Flat-curb: 0.0007
67
+ - Iou Human-person: 0.0
68
+ - Iou Human-rider: 0.0
69
+ - Iou Vehicle-car: 0.4412
70
+ - Iou Vehicle-truck: 0.0
71
+ - Iou Vehicle-bus: 0.0
72
+ - Iou Vehicle-tramtrain: 0.0
73
+ - Iou Vehicle-motorcycle: 0.0
74
+ - Iou Vehicle-bicycle: 0.0
75
+ - Iou Vehicle-caravan: 0.0
76
+ - Iou Vehicle-cartrailer: 0.0
77
+ - Iou Construction-building: 0.4313
78
+ - Iou Construction-door: 0.0
79
+ - Iou Construction-wall: 0.0
80
+ - Iou Construction-fenceguardrail: 0.0
81
+ - Iou Construction-bridge: 0.0
82
+ - Iou Construction-tunnel: 0.0
83
+ - Iou Construction-stairs: 0.0
84
+ - Iou Object-pole: 0.0
85
+ - Iou Object-trafficsign: 0.0
86
+ - Iou Object-trafficlight: 0.0
87
+ - Iou Nature-vegetation: 0.6259
88
+ - Iou Nature-terrain: 0.3698
89
+ - Iou Sky: 0.5848
90
+ - Iou Void-ground: 0.0
91
+ - Iou Void-dynamic: 0.0
92
+ - Iou Void-static: 0.0
93
+ - Iou Void-unclear: 0.0
94
 
95
  ## Model description
96
 
all_results.json CHANGED
@@ -1,31 +1,31 @@
1
  {
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  "epoch": 2.97,
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  "eval_accuracy_construction-bridge": 0.0,
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- "eval_accuracy_construction-building": 0.9462096309385827,
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  "eval_accuracy_construction-fenceguardrail": 0.0,
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  "eval_accuracy_construction-stairs": 0.0,
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  "eval_accuracy_construction-tunnel": 0.0,
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  "eval_accuracy_construction-wall": 0.0,
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- "eval_accuracy_flat-crosswalk": 0.0,
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- "eval_accuracy_flat-curb": 0.0,
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- "eval_accuracy_flat-cyclinglane": 0.008927020507960659,
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- "eval_accuracy_flat-parkingdriveway": 0.00045277773600050026,
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- "eval_accuracy_flat-railtrack": NaN,
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- "eval_accuracy_flat-road": 0.6525493134185816,
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- "eval_accuracy_flat-sidewalk": 0.8629768801973865,
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  "eval_accuracy_human-person": 0.0,
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  "eval_accuracy_human-rider": 0.0,
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- "eval_accuracy_nature-terrain": 0.3766754515028537,
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- "eval_accuracy_nature-vegetation": 0.8893958795556282,
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  "eval_accuracy_object-pole": 0.0,
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  "eval_accuracy_object-trafficlight": 0.0,
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  "eval_accuracy_object-trafficsign": 0.0,
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- "eval_accuracy_sky": 0.48339686869039294,
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  "eval_accuracy_unlabeled": NaN,
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  "eval_accuracy_vehicle-bicycle": 0.0,
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- "eval_accuracy_vehicle-bus": NaN,
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- "eval_accuracy_vehicle-car": 0.7900013067988474,
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  "eval_accuracy_vehicle-caravan": 0.0,
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  "eval_accuracy_vehicle-cartrailer": 0.0,
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  "eval_accuracy_vehicle-motorcycle": 0.0,
@@ -36,31 +36,31 @@
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  "eval_accuracy_void-static": 0.0,
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  "eval_accuracy_void-unclear": 0.0,
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  "eval_iou_construction-bridge": 0.0,
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- "eval_iou_construction-building": 0.4487281457304533,
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  "eval_iou_construction-door": 0.0,
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  "eval_iou_construction-fenceguardrail": 0.0,
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  "eval_iou_construction-stairs": 0.0,
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  "eval_iou_construction-tunnel": 0.0,
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  "eval_iou_construction-wall": 0.0,
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- "eval_iou_flat-crosswalk": 0.0,
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- "eval_iou_flat-curb": 0.0,
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- "eval_iou_flat-cyclinglane": 0.008918211107895528,
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- "eval_iou_flat-parkingdriveway": 0.0004525477568426091,
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- "eval_iou_flat-railtrack": NaN,
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- "eval_iou_flat-road": 0.41831859090708184,
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- "eval_iou_flat-sidewalk": 0.7031877855810835,
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  "eval_iou_human-person": 0.0,
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  "eval_iou_human-rider": 0.0,
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- "eval_iou_nature-terrain": 0.3375466477849704,
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- "eval_iou_nature-vegetation": 0.6826232520260733,
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  "eval_iou_object-pole": 0.0,
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  "eval_iou_object-trafficlight": 0.0,
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  "eval_iou_object-trafficsign": 0.0,
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- "eval_iou_sky": 0.48042777862373304,
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  "eval_iou_unlabeled": NaN,
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  "eval_iou_vehicle-bicycle": 0.0,
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- "eval_iou_vehicle-bus": NaN,
63
- "eval_iou_vehicle-car": 0.5680940730743876,
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  "eval_iou_vehicle-caravan": 0.0,
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  "eval_iou_vehicle-cartrailer": 0.0,
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  "eval_iou_vehicle-motorcycle": 0.0,
@@ -70,15 +70,15 @@
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  "eval_iou_void-ground": 0.0,
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  "eval_iou_void-static": 0.0,
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  "eval_iou_void-unclear": 0.0,
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- "eval_loss": 2.0680253505706787,
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- "eval_mean_accuracy": 0.1565807852920698,
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- "eval_mean_iou": 0.11400928226851628,
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- "eval_overall_accuracy": 0.6737914708142169,
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- "eval_runtime": 174.9965,
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- "eval_samples_per_second": 0.857,
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- "eval_steps_per_second": 0.109,
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- "train_loss": 2.5725842361930034,
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- "train_runtime": 305.7703,
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- "train_samples_per_second": 8.34,
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- "train_steps_per_second": 0.52
84
  }
 
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  {
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  "epoch": 2.97,
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  "eval_accuracy_construction-bridge": 0.0,
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+ "eval_accuracy_construction-building": 0.7035506330043451,
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  "eval_accuracy_construction-door": 0.0,
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  "eval_accuracy_construction-fenceguardrail": 0.0,
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  "eval_accuracy_construction-stairs": 0.0,
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  "eval_accuracy_construction-tunnel": 0.0,
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  "eval_accuracy_construction-wall": 0.0,
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+ "eval_accuracy_flat-crosswalk": 8.426410054392477e-05,
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+ "eval_accuracy_flat-cyclinglane": 0.08699865534842945,
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+ "eval_accuracy_flat-road": 0.6740166748988796,
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  "eval_accuracy_human-person": 0.0,
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  "eval_accuracy_human-rider": 0.0,
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+ "eval_accuracy_nature-terrain": 0.4182590359913794,
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+ "eval_accuracy_nature-vegetation": 0.9529851601513311,
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  "eval_accuracy_object-pole": 0.0,
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  "eval_accuracy_object-trafficlight": 0.0,
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  "eval_accuracy_object-trafficsign": 0.0,
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+ "eval_accuracy_sky": 0.5933023385372094,
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  "eval_accuracy_unlabeled": NaN,
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  "eval_accuracy_vehicle-bicycle": 0.0,
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+ "eval_accuracy_vehicle-bus": 0.0,
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+ "eval_accuracy_vehicle-car": 0.9265745684638771,
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  "eval_accuracy_vehicle-caravan": 0.0,
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  "eval_accuracy_vehicle-cartrailer": 0.0,
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  "eval_accuracy_vehicle-motorcycle": 0.0,
 
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  "eval_accuracy_void-static": 0.0,
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  "eval_accuracy_void-unclear": 0.0,
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  "eval_iou_construction-bridge": 0.0,
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  "eval_iou_construction-fenceguardrail": 0.0,
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  "eval_iou_construction-tunnel": 0.0,
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  "eval_iou_construction-wall": 0.0,
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+ "eval_iou_flat-crosswalk": 8.382756669530775e-05,
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+ "eval_iou_flat-road": 0.43331776986555265,
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  "eval_iou_human-rider": 0.0,
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  "eval_iou_object-trafficsign": 0.0,
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+ "eval_iou_sky": 0.5847742490169623,
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  "eval_iou_unlabeled": NaN,
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  "eval_iou_vehicle-bicycle": 0.0,
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  "eval_iou_vehicle-caravan": 0.0,
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  "eval_iou_vehicle-motorcycle": 0.0,
 
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  "eval_iou_void-ground": 0.0,
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+ "train_steps_per_second": 0.526
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  }
eval_results.json CHANGED
@@ -1,31 +1,31 @@
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  {
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- "eval_accuracy_nature-terrain": 0.3766754515028537,
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- "eval_accuracy_sky": 0.48339686869039294,
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  "eval_accuracy_unlabeled": NaN,
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  "eval_accuracy_vehicle-bicycle": 0.0,
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- "eval_accuracy_vehicle-bus": NaN,
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- "eval_accuracy_vehicle-car": 0.7900013067988474,
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  "eval_accuracy_vehicle-caravan": 0.0,
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  "eval_accuracy_vehicle-cartrailer": 0.0,
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  "eval_accuracy_vehicle-motorcycle": 0.0,
@@ -36,31 +36,31 @@
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  "eval_accuracy_void-static": 0.0,
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  "eval_accuracy_void-unclear": 0.0,
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- "eval_iou_construction-building": 0.4487281457304533,
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- "eval_iou_nature-terrain": 0.3375466477849704,
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  "eval_iou_vehicle-motorcycle": 0.0,
@@ -70,11 +70,11 @@
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  "eval_iou_void-ground": 0.0,
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- "eval_steps_per_second": 0.109
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  }
 
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  "eval_iou_vehicle-bicycle": 0.0,
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+ "eval_iou_vehicle-bus": 0.0,
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+ "eval_iou_vehicle-car": 0.44117848851068603,
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  "eval_iou_vehicle-caravan": 0.0,
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  "eval_iou_vehicle-cartrailer": 0.0,
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  "eval_iou_vehicle-motorcycle": 0.0,
 
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  "eval_iou_void-ground": 0.0,
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  "eval_iou_void-static": 0.0,
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  "eval_iou_void-unclear": 0.0,
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+ "eval_loss": 2.1185054779052734,
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+ "eval_mean_accuracy": 0.15362872929376872,
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+ "eval_overall_accuracy": 0.6678848020438646,
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+ "eval_runtime": 175.7551,
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+ "eval_samples_per_second": 0.853,
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+ "eval_steps_per_second": 0.108
80
  }
train_results.json CHANGED
@@ -1,7 +1,7 @@
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  {
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  "epoch": 2.97,
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- "train_loss": 2.5725842361930034,
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- "train_runtime": 305.7703,
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- "train_samples_per_second": 8.34,
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- "train_steps_per_second": 0.52
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  }
 
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  {
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  "epoch": 2.97,
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+ "train_loss": 2.5530455007493122,
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+ "train_samples_per_second": 8.433,
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+ "train_steps_per_second": 0.526
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  }
trainer_state.json CHANGED
@@ -12,10 +12,10 @@
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  "epoch": 2.97,
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  "step": 159,
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  "total_flos": 4.448210991552922e+16,
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- "train_loss": 2.5725842361930034,
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- "train_samples_per_second": 8.34,
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- "train_steps_per_second": 0.52
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  }
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  ],
21
  "logging_steps": 500,
 
12
  "epoch": 2.97,
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  "step": 159,
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  "total_flos": 4.448210991552922e+16,
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+ "train_loss": 2.5530455007493122,
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+ "train_steps_per_second": 0.526
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  }
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  ],
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  "logging_steps": 500,